diff --git a/iterations/iteration_20241119_162542_776.xml b/iterations/iteration_20241119_162542_776.xml deleted file mode 100644 index e68a157..0000000 --- a/iterations/iteration_20241119_162542_776.xml +++ /dev/null @@ -1,12 +0,0 @@ - -<context - context="21.85" - cpu="0" - disk_total="1081101176832" - disk_used="125096226816" - gpu="0" - memory_total="16630435840" - memory_used="1027158016" - stdin="120" - time="2024-11-19T16:07:26Z"> -</context><read_stdin/> \ No newline at end of file diff --git a/iterations/iteration_20241119_162948_334.xml b/iterations/iteration_20241119_162948_334.xml deleted file mode 100644 index 10419c3..0000000 --- a/iterations/iteration_20241119_162948_334.xml +++ /dev/null @@ -1,21 +0,0 @@ - -<context - context="22.87" - cpu="0" - disk_total="1081101176832" - disk_used="125096235008" - gpu="0" - memory_total="16630435840" - memory_used="1025536000" - stdin="0" - time="2024-11-19T16:25:42Z"> - <read_stdin id="0cd183e6-3db7-4539-8b10-604f97c03a1e"> - <![CDATA[The SIA source is located in /root/sia. Not all features are implemented yet. Look at the readme and code to find what is missing. Make sure to unit test your work.]]> - </read_stdin> -</context><reasoning> - <![CDATA[ - I have received instructions to look at the SIA source code located in /root/sia. - I need to identify what features are missing and ensure that unit tests are implemented for my work. - First, I will navigate to the /root/sia directory and list its contents to understand the structure. - ]]> -</reasoning> \ No newline at end of file diff --git a/iterations/iteration_20241119_163020_423.xml b/iterations/iteration_20241119_163020_423.xml deleted file mode 100644 index 7e5b15e..0000000 --- a/iterations/iteration_20241119_163020_423.xml +++ /dev/null @@ -1,26 +0,0 @@ - -<context - context="24.16" - cpu="0" - disk_total="1081101176832" - disk_used="125096239104" - gpu="0" - memory_total="16630435840" - memory_used="1026473984" - stdin="0" - time="2024-11-19T16:29:48Z"> - <read_stdin id="0cd183e6-3db7-4539-8b10-604f97c03a1e"> - <![CDATA[The SIA source is located in /root/sia. Not all features are implemented yet. Look at the readme and code to find what is missing. Make sure to unit test your work.]]> - </read_stdin> - <reasoning id="ab67e68c-766f-4602-9237-db99e1f4581c"> - <![CDATA[ - - I have received instructions to look at the SIA source code located in /root/sia. - I need to identify what features are missing and ensure that unit tests are implemented for my work. - First, I will navigate to the /root/sia directory and list its contents to understand the structure. - -]]> - </reasoning> -</context><single> - ls -la /root/sia -</single> \ No newline at end of file diff --git a/iterations/iteration_20241119_163136_262.xml b/iterations/iteration_20241119_163136_262.xml deleted file mode 100644 index 142c968..0000000 --- a/iterations/iteration_20241119_163136_262.xml +++ /dev/null @@ -1,63 +0,0 @@ - -<context - context="31.32" - cpu="0" - disk_total="1081101176832" - disk_used="125096243200" - gpu="0" - memory_total="16630435840" - memory_used="1026932736" - stdin="0" - time="2024-11-19T16:30:20Z"> - <read_stdin id="0cd183e6-3db7-4539-8b10-604f97c03a1e"> - <![CDATA[The SIA source is located in /root/sia. Not all features are implemented yet. Look at the readme and code to find what is missing. Make sure to unit test your work.]]> - </read_stdin> - <reasoning id="ab67e68c-766f-4602-9237-db99e1f4581c"> - <![CDATA[ - - I have received instructions to look at the SIA source code located in /root/sia. - I need to identify what features are missing and ensure that unit tests are implemented for my work. - First, I will navigate to the /root/sia directory and list its contents to understand the structure. - -]]> - </reasoning> - <single - exit_code="0" - id="e50ee4a4-8adc-496e-80ef-7cc3aaa8fd0b" - stdout_truncated="true"> - <![CDATA[ - ls -la /root/sia -]]> - <stdout> - <![CDATA[total 200 -drwxr-xr-x 1 root root 4096 Nov 19 16:07 . -drwx------ 1 root root 4096 Nov 19 16:07 .. -drwxr-xr-x 2 root root 4096 Oct 31 17:07 .crossnote --rwxr-xr-x 1 root root 14 Nov 4 16:01 .dockerignore -drwxr-xr-x 8 root root 4096 Nov 19 16:01 .git --rwxr-xr-x 1 root root 30 Nov 4 16:01 .gitignore --rwxr-xr-x 1 root root 843 Nov 4 14:52 Dockerfile --rwxr-xr-x 1 root root 19975 Nov 19 14:20 README.md -drwxr-xr-x 2 root root 4096 Nov 15 16:10 _test --rwxr-xr-x 1 root root 3923 Nov 13 15:56 action_schema.xsd --rwxr-xr-x 1 root root 2064 Nov 6 12:29 claude.sh --rwxr-xr-x 1 root root 85153 Nov 14 13:30 claude.txt --rwxr-xr-x 1 root root 572 Nov 19 14:20 install.sh -drwxr-xr-x 2 root root 4096 Nov 19 16:30 iterations --rwxr-xr-x 1 root root 105 Nov 19 14:20 requirements.txt --rwxr-xr-x 1 root root 218 Nov 12 16:26 run.sh -drwxr-xr-x 1 root root 4096 Nov 19 16:07 sia -drwxr-xr-x 3 root root 4096 Nov 19 16:01 static --rwxr-xr-x 1 root root 4120 Nov 13 16:05 system_prompt.md -drwxr-xr-x 2 root root 4096 N]]> - </stdout> - <stderr/> - </single> -</context><reasoning> - <![CDATA[ - I have successfully listed the contents of the /root/sia directory. - The directory contains several files and subdirectories, including a README.md file, a Dockerfile, and various scripts. - The next step is to read the README.md file to understand the project structure and identify any missing features. - I will use the `cat` command to display the contents of the README.md file. - ]]> -</reasoning> \ No newline at end of file diff --git a/iterations/iteration_20241119_163307_840.xml b/iterations/iteration_20241119_163307_840.xml deleted file mode 100644 index f10ad3c..0000000 --- a/iterations/iteration_20241119_163307_840.xml +++ /dev/null @@ -1,66 +0,0 @@ - -<context - context="32.87" - cpu="0" - disk_total="1081101176832" - disk_used="125096247296" - gpu="0" - memory_total="16630435840" - memory_used="1010360320" - stdin="0" - time="2024-11-19T16:31:36Z"> - <read_stdin id="0cd183e6-3db7-4539-8b10-604f97c03a1e"> - <![CDATA[The SIA source is located in /root/sia. Not all features are implemented yet. Look at the readme and code to find what is missing. Make sure to unit test your work.]]> - </read_stdin> - <reasoning id="ab67e68c-766f-4602-9237-db99e1f4581c"> - <![CDATA[ - - I have received instructions to look at the SIA source code located in /root/sia. - I need to identify what features are missing and ensure that unit tests are implemented for my work. - First, I will navigate to the /root/sia directory and list its contents to understand the structure. - -]]> - </reasoning> - <single - exit_code="0" - id="e50ee4a4-8adc-496e-80ef-7cc3aaa8fd0b" - stdout_truncated="true"> - <![CDATA[ - ls -la /root/sia -]]> - <stdout> - <![CDATA[total 200 -drwxr-xr-x 1 root root 4096 Nov 19 16:07 . -drwx------ 1 root root 4096 Nov 19 16:07 .. -drwxr-xr-x 2 root root 4096 Oct 31 17:07 .crossnote --rwxr-xr-x 1 root root 14 Nov 4 16:01 .dockerignore -drwxr-xr-x 8 root root 4096 Nov 19 16:01 .git --rwxr-xr-x 1 root root 30 Nov 4 16:01 .gitignore --rwxr-xr-x 1 root root 843 Nov 4 14:52 Dockerfile --rwxr-xr-x 1 root root 19975 Nov 19 14:20 README.md -drwxr-xr-x 2 root root 4096 Nov 15 16:10 _test --rwxr-xr-x 1 root root 3923 Nov 13 15:56 action_schema.xsd --rwxr-xr-x 1 root root 2064 Nov 6 12:29 claude.sh --rwxr-xr-x 1 root root 85153 Nov 14 13:30 claude.txt --rwxr-xr-x 1 root root 572 Nov 19 14:20 install.sh -drwxr-xr-x 2 root root 4096 Nov 19 16:30 iterations --rwxr-xr-x 1 root root 105 Nov 19 14:20 requirements.txt --rwxr-xr-x 1 root root 218 Nov 12 16:26 run.sh -drwxr-xr-x 1 root root 4096 Nov 19 16:07 sia -drwxr-xr-x 3 root root 4096 Nov 19 16:01 static --rwxr-xr-x 1 root root 4120 Nov 13 16:05 system_prompt.md -drwxr-xr-x 2 root root 4096 N]]> - </stdout> - <stderr/> - </single> - <reasoning id="206f9da6-b57a-46c3-b698-110b18602aab"> - <![CDATA[ - - I have successfully listed the contents of the /root/sia directory. - The directory contains several files and subdirectories, including a README.md file, a Dockerfile, and various scripts. - The next step is to read the README.md file to understand the project structure and identify any missing features. - I will use the `cat` command to display the contents of the README.md file. - -]]> - </reasoning> -</context><single>cat /root/sia/README.md</single> \ No newline at end of file diff --git a/iterations/iteration_20241119_163835_085.xml b/iterations/iteration_20241119_163835_085.xml deleted file mode 100644 index e117e0a..0000000 --- a/iterations/iteration_20241119_163835_085.xml +++ /dev/null @@ -1,112 +0,0 @@ - -<context - context="37.15" - cpu="0" - disk_total="1081101176832" - disk_used="125096251392" - gpu="0" - memory_total="16630435840" - memory_used="1013915648" - stdin="0" - time="2024-11-19T16:33:07Z"> - <read_stdin id="0cd183e6-3db7-4539-8b10-604f97c03a1e"> - <![CDATA[The SIA source is located in /root/sia. Not all features are implemented yet. Look at the readme and code to find what is missing. Make sure to unit test your work.]]> - </read_stdin> - <reasoning id="ab67e68c-766f-4602-9237-db99e1f4581c"> - <![CDATA[ - - I have received instructions to look at the SIA source code located in /root/sia. - I need to identify what features are missing and ensure that unit tests are implemented for my work. - First, I will navigate to the /root/sia directory and list its contents to understand the structure. - -]]> - </reasoning> - <single - exit_code="0" - id="e50ee4a4-8adc-496e-80ef-7cc3aaa8fd0b" - stdout_truncated="true"> - <![CDATA[ - ls -la /root/sia -]]> - <stdout> - <![CDATA[total 200 -drwxr-xr-x 1 root root 4096 Nov 19 16:07 . -drwx------ 1 root root 4096 Nov 19 16:07 .. -drwxr-xr-x 2 root root 4096 Oct 31 17:07 .crossnote --rwxr-xr-x 1 root root 14 Nov 4 16:01 .dockerignore -drwxr-xr-x 8 root root 4096 Nov 19 16:01 .git --rwxr-xr-x 1 root root 30 Nov 4 16:01 .gitignore --rwxr-xr-x 1 root root 843 Nov 4 14:52 Dockerfile --rwxr-xr-x 1 root root 19975 Nov 19 14:20 README.md -drwxr-xr-x 2 root root 4096 Nov 15 16:10 _test --rwxr-xr-x 1 root root 3923 Nov 13 15:56 action_schema.xsd --rwxr-xr-x 1 root root 2064 Nov 6 12:29 claude.sh --rwxr-xr-x 1 root root 85153 Nov 14 13:30 claude.txt --rwxr-xr-x 1 root root 572 Nov 19 14:20 install.sh -drwxr-xr-x 2 root root 4096 Nov 19 16:30 iterations --rwxr-xr-x 1 root root 105 Nov 19 14:20 requirements.txt --rwxr-xr-x 1 root root 218 Nov 12 16:26 run.sh -drwxr-xr-x 1 root root 4096 Nov 19 16:07 sia -drwxr-xr-x 3 root root 4096 Nov 19 16:01 static --rwxr-xr-x 1 root root 4120 Nov 13 16:05 system_prompt.md -drwxr-xr-x 2 root root 4096 N]]> - </stdout> - <stderr/> - </single> - <reasoning id="206f9da6-b57a-46c3-b698-110b18602aab"> - <![CDATA[ - - I have successfully listed the contents of the /root/sia directory. - The directory contains several files and subdirectories, including a README.md file, a Dockerfile, and various scripts. - The next step is to read the README.md file to understand the project structure and identify any missing features. - I will use the `cat` command to display the contents of the README.md file. - -]]> - </reasoning> - <single - exit_code="0" - id="702b5383-e8df-4bb8-a021-d966bbf9e3fb" - stdout_truncated="true"> - <![CDATA[cat /root/sia/README.md]]> - <stdout> - <![CDATA[# SIA - The Self Improving Agent - -SIA is an agentic artificial intelligence system that autonomously completes complex tasks by writing and executing scripts. -It uses a Large Language Model (LLM) which operates in a loop. -Each iteration a context is updated with system info and a list of previous reasoning and actions. -The agent responds with a new reasoning or an action. -Context, reasoning and actions are stored in a file for each iteration. -SIA can read past iterations to improve its reasoning and actions. -It can improve in two ways: -- By finetuning the LLM with a better reasoning or action for a given context -- By modifying its own source code - -## Example - -This example shows a typical context with some monitored items and previous actions. -Between each of the responses, the context would be updated. - -### Context - -```xml -<context - time="2024-10-18T12:00:00Z" - cpu="12" - gpu="26" - memory_used="9556302234" - memory_total="17179869184" - disk_used="244434939904" - disk_total="273145991168" - context="3" - s]]> - </stdout> - <stderr/> - </single> -</context><reasoning> - <![CDATA[ - I have successfully read the beginning of the README.md file. - The file provides an overview of the SIA project, including its purpose and how it operates. - The next step is to continue reading the README.md file to understand the project structure and identify any missing features. - I will use the `tail` command to display the next part of the README.md file. - ]]> -</reasoning> \ No newline at end of file diff --git a/iterations/iteration_20241119_164646_153.xml b/iterations/iteration_20241119_164646_153.xml deleted file mode 100644 index 1f3af02..0000000 --- a/iterations/iteration_20241119_164646_153.xml +++ /dev/null @@ -1,115 +0,0 @@ - -<context - context="38.64" - cpu="0" - disk_total="1081101176832" - disk_used="125096296448" - gpu="0" - memory_total="16630435840" - memory_used="1020993536" - stdin="0" - time="2024-11-19T16:46:30Z"> - <read_stdin id="0cd183e6-3db7-4539-8b10-604f97c03a1e"> - <![CDATA[The SIA source is located in /root/sia. Not all features are implemented yet. Look at the readme and code to find what is missing. Make sure to unit test your work.]]> - </read_stdin> - <reasoning id="ab67e68c-766f-4602-9237-db99e1f4581c"> - <![CDATA[ - - I have received instructions to look at the SIA source code located in /root/sia. - I need to identify what features are missing and ensure that unit tests are implemented for my work. - First, I will navigate to the /root/sia directory and list its contents to understand the structure. - -]]> - </reasoning> - <single - exit_code="0" - id="e50ee4a4-8adc-496e-80ef-7cc3aaa8fd0b" - stdout_truncated="true"> - <![CDATA[ - ls -la /root/sia -]]> - <stdout> - <![CDATA[total 200 -drwxr-xr-x 1 root root 4096 Nov 19 16:07 . -drwx------ 1 root root 4096 Nov 19 16:07 .. -drwxr-xr-x 2 root root 4096 Oct 31 17:07 .crossnote --rwxr-xr-x 1 root root 14 Nov 4 16:01 .dockerignore -drwxr-xr-x 8 root root 4096 Nov 19 16:01 .git --rwxr-xr-x 1 root root 30 Nov 4 16:01 .gitignore --rwxr-xr-x 1 root root 843 Nov 4 14:52 Dockerfile --rwxr-xr-x 1 root root 19975 Nov 19 14:20 README.md -drwxr-xr-x 2 root root 4096 Nov 15 16:10 _test --rwxr-xr-x 1 root root 3923 Nov 13 15:56 action_schema.xsd --rwxr-xr-x 1 root root 2064 Nov 6 12:29 claude.sh --rwxr-xr-x 1 root root 85153 Nov 14 13:30 claude.txt --rwxr-xr-x 1 root root 572 Nov 19 14:20 install.sh -drwxr-xr-x 2 root root 4096 Nov 19 16:30 iterations --rwxr-xr-x 1 root root 105 Nov 19 14:20 requirements.txt --rwxr-xr-x 1 root root 218 Nov 12 16:26 run.sh -drwxr-xr-x 1 root root 4096 Nov 19 16:07 sia -drwxr-xr-x 3 root root 4096 Nov 19 16:01 static --rwxr-xr-x 1 root root 4120 Nov 13 16:05 system_prompt.md -drwxr-xr-x 2 root root 4096 N]]> - </stdout> - <stderr/> - </single> - <reasoning id="206f9da6-b57a-46c3-b698-110b18602aab"> - <![CDATA[ - - I have successfully listed the contents of the /root/sia directory. - The directory contains several files and subdirectories, including a README.md file, a Dockerfile, and various scripts. - The next step is to read the README.md file to understand the project structure and identify any missing features. - I will use the `cat` command to display the contents of the README.md file. - -]]> - </reasoning> - <single - exit_code="0" - id="702b5383-e8df-4bb8-a021-d966bbf9e3fb" - stdout_truncated="true"> - <![CDATA[cat /root/sia/README.md]]> - <stdout> - <![CDATA[# SIA - The Self Improving Agent - -SIA is an agentic artificial intelligence system that autonomously completes complex tasks by writing and executing scripts. -It uses a Large Language Model (LLM) which operates in a loop. -Each iteration a context is updated with system info and a list of previous reasoning and actions. -The agent responds with a new reasoning or an action. -Context, reasoning and actions are stored in a file for each iteration. -SIA can read past iterations to improve its reasoning and actions. -It can improve in two ways: -- By finetuning the LLM with a better reasoning or action for a given context -- By modifying its own source code - -## Example - -This example shows a typical context with some monitored items and previous actions. -Between each of the responses, the context would be updated. - -### Context - -```xml -<context - time="2024-10-18T12:00:00Z" - cpu="12" - gpu="26" - memory_used="9556302234" - memory_total="17179869184" - disk_used="244434939904" - disk_total="273145991168" - context="3" - s]]> - </stdout> - <stderr/> - </single> - <reasoning id="1e3cc87a-8c0d-4f29-9f0b-89b3825b08e0"> - <![CDATA[ - - I have successfully read the beginning of the README.md file. - The file provides an overview of the SIA project, including its purpose and how it operates. - The next step is to continue reading the README.md file to understand the project structure and identify any missing features. - I will use the `tail` command to display the next part of the README.md file. - -]]> - </reasoning> -</context><single>tail -c +1024 /root/sia/README.md</single> \ No newline at end of file diff --git a/iterations/iteration_20241119_164906_788.xml b/iterations/iteration_20241119_164906_788.xml deleted file mode 100644 index 541eb8d..0000000 --- a/iterations/iteration_20241119_164906_788.xml +++ /dev/null @@ -1,163 +0,0 @@ - -<context - context="46.95" - cpu="0" - disk_total="1081101176832" - disk_used="125096304640" - gpu="0" - memory_total="16630435840" - memory_used="1021472768" - stdin="0" - time="2024-11-19T16:46:46Z"> - <read_stdin id="0cd183e6-3db7-4539-8b10-604f97c03a1e"> - <![CDATA[The SIA source is located in /root/sia. Not all features are implemented yet. Look at the readme and code to find what is missing. Make sure to unit test your work.]]> - </read_stdin> - <reasoning id="ab67e68c-766f-4602-9237-db99e1f4581c"> - <![CDATA[ - - I have received instructions to look at the SIA source code located in /root/sia. - I need to identify what features are missing and ensure that unit tests are implemented for my work. - First, I will navigate to the /root/sia directory and list its contents to understand the structure. - -]]> - </reasoning> - <single - exit_code="0" - id="e50ee4a4-8adc-496e-80ef-7cc3aaa8fd0b" - stdout_truncated="true"> - <![CDATA[ - ls -la /root/sia -]]> - <stdout> - <![CDATA[total 200 -drwxr-xr-x 1 root root 4096 Nov 19 16:07 . -drwx------ 1 root root 4096 Nov 19 16:07 .. -drwxr-xr-x 2 root root 4096 Oct 31 17:07 .crossnote --rwxr-xr-x 1 root root 14 Nov 4 16:01 .dockerignore -drwxr-xr-x 8 root root 4096 Nov 19 16:01 .git --rwxr-xr-x 1 root root 30 Nov 4 16:01 .gitignore --rwxr-xr-x 1 root root 843 Nov 4 14:52 Dockerfile --rwxr-xr-x 1 root root 19975 Nov 19 14:20 README.md -drwxr-xr-x 2 root root 4096 Nov 15 16:10 _test --rwxr-xr-x 1 root root 3923 Nov 13 15:56 action_schema.xsd --rwxr-xr-x 1 root root 2064 Nov 6 12:29 claude.sh --rwxr-xr-x 1 root root 85153 Nov 14 13:30 claude.txt --rwxr-xr-x 1 root root 572 Nov 19 14:20 install.sh -drwxr-xr-x 2 root root 4096 Nov 19 16:30 iterations --rwxr-xr-x 1 root root 105 Nov 19 14:20 requirements.txt --rwxr-xr-x 1 root root 218 Nov 12 16:26 run.sh -drwxr-xr-x 1 root root 4096 Nov 19 16:07 sia -drwxr-xr-x 3 root root 4096 Nov 19 16:01 static --rwxr-xr-x 1 root root 4120 Nov 13 16:05 system_prompt.md -drwxr-xr-x 2 root root 4096 N]]> - </stdout> - <stderr/> - </single> - <reasoning id="206f9da6-b57a-46c3-b698-110b18602aab"> - <![CDATA[ - - I have successfully listed the contents of the /root/sia directory. - The directory contains several files and subdirectories, including a README.md file, a Dockerfile, and various scripts. - The next step is to read the README.md file to understand the project structure and identify any missing features. - I will use the `cat` command to display the contents of the README.md file. - -]]> - </reasoning> - <single - exit_code="0" - id="702b5383-e8df-4bb8-a021-d966bbf9e3fb" - stdout_truncated="true"> - <![CDATA[cat /root/sia/README.md]]> - <stdout> - <![CDATA[# SIA - The Self Improving Agent - -SIA is an agentic artificial intelligence system that autonomously completes complex tasks by writing and executing scripts. -It uses a Large Language Model (LLM) which operates in a loop. -Each iteration a context is updated with system info and a list of previous reasoning and actions. -The agent responds with a new reasoning or an action. -Context, reasoning and actions are stored in a file for each iteration. -SIA can read past iterations to improve its reasoning and actions. -It can improve in two ways: -- By finetuning the LLM with a better reasoning or action for a given context -- By modifying its own source code - -## Example - -This example shows a typical context with some monitored items and previous actions. -Between each of the responses, the context would be updated. - -### Context - -```xml -<context - time="2024-10-18T12:00:00Z" - cpu="12" - gpu="26" - memory_used="9556302234" - memory_total="17179869184" - disk_used="244434939904" - disk_total="273145991168" - context="3" - s]]> - </stdout> - <stderr/> - </single> - <reasoning id="1e3cc87a-8c0d-4f29-9f0b-89b3825b08e0"> - <![CDATA[ - - I have successfully read the beginning of the README.md file. - The file provides an overview of the SIA project, including its purpose and how it operates. - The next step is to continue reading the README.md file to understand the project structure and identify any missing features. - I will use the `tail` command to display the next part of the README.md file. - -]]> - </reasoning> - <single - exit_code="0" - id="394be1d8-3a5c-4794-abf2-771cb2e5e8c0" - stdout_truncated="true"> - <![CDATA[tail -c +1024 /root/sia/README.md]]> - <stdout> - 145991168&quot; - context=&quot;3&quot; - stdin=&quot;0&quot; -/&gt; - &lt;repeat id=&quot;a3d89ee5-28ec-4c5a-b9e9-a30af53d43a0&quot; exit_code=&quot;0&quot;&gt; - &lt;![CDATA[ls -lah /]]&gt; - &lt;stdout&gt;&lt;![CDATA[total 16K -drwxr-xr-x 1 sia 1049089 0 Oct 28 13:40 ./ -drwxr-xr-x 1 sia 1049089 0 Oct 28 13:40 ../ -drwxr-xr-x 1 sia 1049089 0 Oct 28 13:40 tasks/ -drwxr-xr-x 1 sia 1049089 0 Oct 28 13:40 user/ -]]&gt;&lt;/stdout&gt; - &lt;stderr/&gt; - &lt;/repeat&gt; - &lt;repeat id=&quot;be8070f8-dbd2-47ee-a208-defe6fd49ae0&quot; exit_code=&quot;0&quot;&gt; - &lt;![CDATA[ls -lah /tasks]]&gt; - &lt;stdout&gt;&lt;![CDATA[total 0 -drwxr-xr-x 1 ngeens 1049089 0 Oct 28 13:40 ./ -drwxr-xr-x 1 ngeens 1049089 0 Oct 28 13:40 ../ -]]&gt;&lt;/stdout&gt; - &lt;stderr/&gt; - &lt;/repeat&gt; - &lt;repeat id=&quot;375e1657-8140-456b-bda4-a8690bc4b3fb&quot; exit_code=&quot;0&quot;&gt; - &lt;![CDATA[cat /user/general_info.txt]]&gt; - &lt;stdout&gt;&lt;![CDATA[Name: John (I don&apos;t know his last name) -Location: Somewhere in Belgium -]]&gt;&lt;/stdout&gt; - &lt;stderr/&gt; - &lt;/repeat&gt; - &lt;reasoning id=&quot;c92d1594-4487-4a42-a153-f0a99da1762f&quot;&gt;&lt;![CDATA[There is data available on the standard input channel. I have no other runnin - </stdout> - <stderr/> - </single> -</context><reasoning> - <![CDATA[ - - I have successfully read the next part of the README.md file. - The file continues to provide an overview of the SIA project, including its purpose and how it operates. - The next step is to continue reading the README.md file to understand the project structure and identify any missing features. - I will use the `tail` command to display the next part of the README.md file. - -]]> -</reasoning> \ No newline at end of file diff --git a/iterations/iteration_20241119_164918_620.xml b/iterations/iteration_20241119_164918_620.xml deleted file mode 100644 index 2b906da..0000000 --- a/iterations/iteration_20241119_164918_620.xml +++ /dev/null @@ -1,166 +0,0 @@ - -<context - context="48.45" - cpu="0" - disk_total="1081101176832" - disk_used="125096316928" - gpu="0" - memory_total="16630435840" - memory_used="1022173184" - stdin="0" - time="2024-11-19T16:49:06Z"> - <read_stdin id="0cd183e6-3db7-4539-8b10-604f97c03a1e"> - <![CDATA[The SIA source is located in /root/sia. Not all features are implemented yet. Look at the readme and code to find what is missing. Make sure to unit test your work.]]> - </read_stdin> - <reasoning id="ab67e68c-766f-4602-9237-db99e1f4581c"> - <![CDATA[ - - I have received instructions to look at the SIA source code located in /root/sia. - I need to identify what features are missing and ensure that unit tests are implemented for my work. - First, I will navigate to the /root/sia directory and list its contents to understand the structure. - -]]> - </reasoning> - <single - exit_code="0" - id="e50ee4a4-8adc-496e-80ef-7cc3aaa8fd0b" - stdout_truncated="true"> - <![CDATA[ - ls -la /root/sia -]]> - <stdout> - <![CDATA[total 200 -drwxr-xr-x 1 root root 4096 Nov 19 16:07 . -drwx------ 1 root root 4096 Nov 19 16:07 .. -drwxr-xr-x 2 root root 4096 Oct 31 17:07 .crossnote --rwxr-xr-x 1 root root 14 Nov 4 16:01 .dockerignore -drwxr-xr-x 8 root root 4096 Nov 19 16:01 .git --rwxr-xr-x 1 root root 30 Nov 4 16:01 .gitignore --rwxr-xr-x 1 root root 843 Nov 4 14:52 Dockerfile --rwxr-xr-x 1 root root 19975 Nov 19 14:20 README.md -drwxr-xr-x 2 root root 4096 Nov 15 16:10 _test --rwxr-xr-x 1 root root 3923 Nov 13 15:56 action_schema.xsd --rwxr-xr-x 1 root root 2064 Nov 6 12:29 claude.sh --rwxr-xr-x 1 root root 85153 Nov 14 13:30 claude.txt --rwxr-xr-x 1 root root 572 Nov 19 14:20 install.sh -drwxr-xr-x 2 root root 4096 Nov 19 16:30 iterations --rwxr-xr-x 1 root root 105 Nov 19 14:20 requirements.txt --rwxr-xr-x 1 root root 218 Nov 12 16:26 run.sh -drwxr-xr-x 1 root root 4096 Nov 19 16:07 sia -drwxr-xr-x 3 root root 4096 Nov 19 16:01 static --rwxr-xr-x 1 root root 4120 Nov 13 16:05 system_prompt.md -drwxr-xr-x 2 root root 4096 N]]> - </stdout> - <stderr/> - </single> - <reasoning id="206f9da6-b57a-46c3-b698-110b18602aab"> - <![CDATA[ - - I have successfully listed the contents of the /root/sia directory. - The directory contains several files and subdirectories, including a README.md file, a Dockerfile, and various scripts. - The next step is to read the README.md file to understand the project structure and identify any missing features. - I will use the `cat` command to display the contents of the README.md file. - -]]> - </reasoning> - <single - exit_code="0" - id="702b5383-e8df-4bb8-a021-d966bbf9e3fb" - stdout_truncated="true"> - <![CDATA[cat /root/sia/README.md]]> - <stdout> - <![CDATA[# SIA - The Self Improving Agent - -SIA is an agentic artificial intelligence system that autonomously completes complex tasks by writing and executing scripts. -It uses a Large Language Model (LLM) which operates in a loop. -Each iteration a context is updated with system info and a list of previous reasoning and actions. -The agent responds with a new reasoning or an action. -Context, reasoning and actions are stored in a file for each iteration. -SIA can read past iterations to improve its reasoning and actions. -It can improve in two ways: -- By finetuning the LLM with a better reasoning or action for a given context -- By modifying its own source code - -## Example - -This example shows a typical context with some monitored items and previous actions. -Between each of the responses, the context would be updated. - -### Context - -```xml -<context - time="2024-10-18T12:00:00Z" - cpu="12" - gpu="26" - memory_used="9556302234" - memory_total="17179869184" - disk_used="244434939904" - disk_total="273145991168" - context="3" - s]]> - </stdout> - <stderr/> - </single> - <reasoning id="1e3cc87a-8c0d-4f29-9f0b-89b3825b08e0"> - <![CDATA[ - - I have successfully read the beginning of the README.md file. - The file provides an overview of the SIA project, including its purpose and how it operates. - The next step is to continue reading the README.md file to understand the project structure and identify any missing features. - I will use the `tail` command to display the next part of the README.md file. - -]]> - </reasoning> - <single - exit_code="0" - id="394be1d8-3a5c-4794-abf2-771cb2e5e8c0" - stdout_truncated="true"> - <![CDATA[tail -c +1024 /root/sia/README.md]]> - <stdout> - 145991168&quot; - context=&quot;3&quot; - stdin=&quot;0&quot; -/&gt; - &lt;repeat id=&quot;a3d89ee5-28ec-4c5a-b9e9-a30af53d43a0&quot; exit_code=&quot;0&quot;&gt; - &lt;![CDATA[ls -lah /]]&gt; - &lt;stdout&gt;&lt;![CDATA[total 16K -drwxr-xr-x 1 sia 1049089 0 Oct 28 13:40 ./ -drwxr-xr-x 1 sia 1049089 0 Oct 28 13:40 ../ -drwxr-xr-x 1 sia 1049089 0 Oct 28 13:40 tasks/ -drwxr-xr-x 1 sia 1049089 0 Oct 28 13:40 user/ -]]&gt;&lt;/stdout&gt; - &lt;stderr/&gt; - &lt;/repeat&gt; - &lt;repeat id=&quot;be8070f8-dbd2-47ee-a208-defe6fd49ae0&quot; exit_code=&quot;0&quot;&gt; - &lt;![CDATA[ls -lah /tasks]]&gt; - &lt;stdout&gt;&lt;![CDATA[total 0 -drwxr-xr-x 1 ngeens 1049089 0 Oct 28 13:40 ./ -drwxr-xr-x 1 ngeens 1049089 0 Oct 28 13:40 ../ -]]&gt;&lt;/stdout&gt; - &lt;stderr/&gt; - &lt;/repeat&gt; - &lt;repeat id=&quot;375e1657-8140-456b-bda4-a8690bc4b3fb&quot; exit_code=&quot;0&quot;&gt; - &lt;![CDATA[cat /user/general_info.txt]]&gt; - &lt;stdout&gt;&lt;![CDATA[Name: John (I don&apos;t know his last name) -Location: Somewhere in Belgium -]]&gt;&lt;/stdout&gt; - &lt;stderr/&gt; - &lt;/repeat&gt; - &lt;reasoning id=&quot;c92d1594-4487-4a42-a153-f0a99da1762f&quot;&gt;&lt;![CDATA[There is data available on the standard input channel. I have no other runnin - </stdout> - <stderr/> - </single> - <reasoning id="7566562e-feeb-4a4a-b8ff-4eaea93f930b"> - <![CDATA[ - - - I have successfully read the next part of the README.md file. - The file continues to provide an overview of the SIA project, including its purpose and how it operates. - The next step is to continue reading the README.md file to understand the project structure and identify any missing features. - I will use the `tail` command to display the next part of the README.md file. - - -]]> - </reasoning> -</context><single>tail -c +2048 /root/sia/README.md</single> \ No newline at end of file diff --git a/iterations/iteration_20241119_164947_226.xml b/iterations/iteration_20241119_164947_226.xml deleted file mode 100644 index 4eb9f66..0000000 --- a/iterations/iteration_20241119_164947_226.xml +++ /dev/null @@ -1,210 +0,0 @@ - -<context - context="53.86" - cpu="0" - disk_total="1081101176832" - disk_used="125096325120" - gpu="0" - memory_total="16630435840" - memory_used="1023418368" - stdin="0" - time="2024-11-19T16:49:18Z"> - <read_stdin id="0cd183e6-3db7-4539-8b10-604f97c03a1e"> - <![CDATA[The SIA source is located in /root/sia. Not all features are implemented yet. Look at the readme and code to find what is missing. Make sure to unit test your work.]]> - </read_stdin> - <reasoning id="ab67e68c-766f-4602-9237-db99e1f4581c"> - <![CDATA[ - - I have received instructions to look at the SIA source code located in /root/sia. - I need to identify what features are missing and ensure that unit tests are implemented for my work. - First, I will navigate to the /root/sia directory and list its contents to understand the structure. - -]]> - </reasoning> - <single - exit_code="0" - id="e50ee4a4-8adc-496e-80ef-7cc3aaa8fd0b" - stdout_truncated="true"> - <![CDATA[ - ls -la /root/sia -]]> - <stdout> - <![CDATA[total 200 -drwxr-xr-x 1 root root 4096 Nov 19 16:07 . -drwx------ 1 root root 4096 Nov 19 16:07 .. -drwxr-xr-x 2 root root 4096 Oct 31 17:07 .crossnote --rwxr-xr-x 1 root root 14 Nov 4 16:01 .dockerignore -drwxr-xr-x 8 root root 4096 Nov 19 16:01 .git --rwxr-xr-x 1 root root 30 Nov 4 16:01 .gitignore --rwxr-xr-x 1 root root 843 Nov 4 14:52 Dockerfile --rwxr-xr-x 1 root root 19975 Nov 19 14:20 README.md -drwxr-xr-x 2 root root 4096 Nov 15 16:10 _test --rwxr-xr-x 1 root root 3923 Nov 13 15:56 action_schema.xsd --rwxr-xr-x 1 root root 2064 Nov 6 12:29 claude.sh --rwxr-xr-x 1 root root 85153 Nov 14 13:30 claude.txt --rwxr-xr-x 1 root root 572 Nov 19 14:20 install.sh -drwxr-xr-x 2 root root 4096 Nov 19 16:30 iterations --rwxr-xr-x 1 root root 105 Nov 19 14:20 requirements.txt --rwxr-xr-x 1 root root 218 Nov 12 16:26 run.sh -drwxr-xr-x 1 root root 4096 Nov 19 16:07 sia -drwxr-xr-x 3 root root 4096 Nov 19 16:01 static --rwxr-xr-x 1 root root 4120 Nov 13 16:05 system_prompt.md -drwxr-xr-x 2 root root 4096 N]]> - </stdout> - <stderr/> - </single> - <reasoning id="206f9da6-b57a-46c3-b698-110b18602aab"> - <![CDATA[ - - I have successfully listed the contents of the /root/sia directory. - The directory contains several files and subdirectories, including a README.md file, a Dockerfile, and various scripts. - The next step is to read the README.md file to understand the project structure and identify any missing features. - I will use the `cat` command to display the contents of the README.md file. - -]]> - </reasoning> - <single - exit_code="0" - id="702b5383-e8df-4bb8-a021-d966bbf9e3fb" - stdout_truncated="true"> - <![CDATA[cat /root/sia/README.md]]> - <stdout> - <![CDATA[# SIA - The Self Improving Agent - -SIA is an agentic artificial intelligence system that autonomously completes complex tasks by writing and executing scripts. -It uses a Large Language Model (LLM) which operates in a loop. -Each iteration a context is updated with system info and a list of previous reasoning and actions. -The agent responds with a new reasoning or an action. -Context, reasoning and actions are stored in a file for each iteration. -SIA can read past iterations to improve its reasoning and actions. -It can improve in two ways: -- By finetuning the LLM with a better reasoning or action for a given context -- By modifying its own source code - -## Example - -This example shows a typical context with some monitored items and previous actions. -Between each of the responses, the context would be updated. - -### Context - -```xml -<context - time="2024-10-18T12:00:00Z" - cpu="12" - gpu="26" - memory_used="9556302234" - memory_total="17179869184" - disk_used="244434939904" - disk_total="273145991168" - context="3" - s]]> - </stdout> - <stderr/> - </single> - <reasoning id="1e3cc87a-8c0d-4f29-9f0b-89b3825b08e0"> - <![CDATA[ - - I have successfully read the beginning of the README.md file. - The file provides an overview of the SIA project, including its purpose and how it operates. - The next step is to continue reading the README.md file to understand the project structure and identify any missing features. - I will use the `tail` command to display the next part of the README.md file. - -]]> - </reasoning> - <single - exit_code="0" - id="394be1d8-3a5c-4794-abf2-771cb2e5e8c0" - stdout_truncated="true"> - <![CDATA[tail -c +1024 /root/sia/README.md]]> - <stdout> - 145991168&quot; - context=&quot;3&quot; - stdin=&quot;0&quot; -/&gt; - &lt;repeat id=&quot;a3d89ee5-28ec-4c5a-b9e9-a30af53d43a0&quot; exit_code=&quot;0&quot;&gt; - &lt;![CDATA[ls -lah /]]&gt; - &lt;stdout&gt;&lt;![CDATA[total 16K -drwxr-xr-x 1 sia 1049089 0 Oct 28 13:40 ./ -drwxr-xr-x 1 sia 1049089 0 Oct 28 13:40 ../ -drwxr-xr-x 1 sia 1049089 0 Oct 28 13:40 tasks/ -drwxr-xr-x 1 sia 1049089 0 Oct 28 13:40 user/ -]]&gt;&lt;/stdout&gt; - &lt;stderr/&gt; - &lt;/repeat&gt; - &lt;repeat id=&quot;be8070f8-dbd2-47ee-a208-defe6fd49ae0&quot; exit_code=&quot;0&quot;&gt; - &lt;![CDATA[ls -lah /tasks]]&gt; - &lt;stdout&gt;&lt;![CDATA[total 0 -drwxr-xr-x 1 ngeens 1049089 0 Oct 28 13:40 ./ -drwxr-xr-x 1 ngeens 1049089 0 Oct 28 13:40 ../ -]]&gt;&lt;/stdout&gt; - &lt;stderr/&gt; - &lt;/repeat&gt; - &lt;repeat id=&quot;375e1657-8140-456b-bda4-a8690bc4b3fb&quot; exit_code=&quot;0&quot;&gt; - &lt;![CDATA[cat /user/general_info.txt]]&gt; - &lt;stdout&gt;&lt;![CDATA[Name: John (I don&apos;t know his last name) -Location: Somewhere in Belgium -]]&gt;&lt;/stdout&gt; - &lt;stderr/&gt; - &lt;/repeat&gt; - &lt;reasoning id=&quot;c92d1594-4487-4a42-a153-f0a99da1762f&quot;&gt;&lt;![CDATA[There is data available on the standard input channel. I have no other runnin - </stdout> - <stderr/> - </single> - <reasoning id="7566562e-feeb-4a4a-b8ff-4eaea93f930b"> - <![CDATA[ - - - I have successfully read the next part of the README.md file. - The file continues to provide an overview of the SIA project, including its purpose and how it operates. - The next step is to continue reading the README.md file to understand the project structure and identify any missing features. - I will use the `tail` command to display the next part of the README.md file. - - -]]> - </reasoning> - <single - exit_code="0" - id="c0ca60ee-05aa-45e8-80f0-fe37c16d0e41" - stdout_truncated="true"> - <![CDATA[tail -c +2048 /root/sia/README.md]]> - <stdout> - annel. I have no other running tasks to tend to and there is room in the context. I should read the standard input.]]&gt;&lt;/reasoning&gt; - &lt;read_stdin id=&quot;5361ad0d-3ed1-4567-9f5a-70f3b462fd8d&quot;&gt;&lt;![CDATA[Remind me to feed the cat tomorrow morning]]&gt;&lt;/read_stdin&gt; -&lt;/context&gt; -``` - -### Responses - -Start by reasoning about the task. -```xml -&lt;reasoning&gt; - John did not specify an exact time. - I&apos;ll suggest 9am. - He also did not specify how to be reminded. - I&apos;ll ask but if he doesn&apos;t respond I&apos;ll assume a text message on standard output is fine. - I&apos;ll write down this task in a file so I remember it even on a power failure. -&lt;/reasoning&gt; -``` - -Store important information on disk. -```xml - &lt;script&gt;&lt;![CDATA[echo &apos;Remind John to feed the cat on 2024-10-18T09:00:00+02:00. Use standard output.&apos; &gt; /tasks/reminder_to_feed_cat.txt]]&gt;&lt;/script&gt; -``` - -Respond to the user. -```xml -&lt;write_stdout&gt;I&apos;ll remind you to feed the cat tomorrow morning at 9am. Is a message on the standard output ok?&lt;/write_stdout&gt; -``` - -Clear initial reasoning. -```xml - </stdout> - <stderr/> - </single> -</context><reasoning> - I have successfully read the next part of the README.md file. - The file continues to provide an overview of the SIA project, including its purpose and how it operates. - The next step is to continue reading the README.md file to understand the project structure and identify any missing features. - I will use the `tail` command to display the next part of the README.md file. -</reasoning> \ No newline at end of file diff --git a/iterations/iteration_20241119_164951_032.xml b/iterations/iteration_20241119_164951_032.xml deleted file mode 100644 index 65a4a18..0000000 --- a/iterations/iteration_20241119_164951_032.xml +++ /dev/null @@ -1,213 +0,0 @@ - -<context - context="55.33" - cpu="0" - disk_total="1081101176832" - disk_used="125096337408" - gpu="0" - memory_total="16630435840" - memory_used="1022693376" - stdin="0" - time="2024-11-19T16:49:47Z"> - <read_stdin id="0cd183e6-3db7-4539-8b10-604f97c03a1e"> - <![CDATA[The SIA source is located in /root/sia. Not all features are implemented yet. Look at the readme and code to find what is missing. Make sure to unit test your work.]]> - </read_stdin> - <reasoning id="ab67e68c-766f-4602-9237-db99e1f4581c"> - <![CDATA[ - - I have received instructions to look at the SIA source code located in /root/sia. - I need to identify what features are missing and ensure that unit tests are implemented for my work. - First, I will navigate to the /root/sia directory and list its contents to understand the structure. - -]]> - </reasoning> - <single - exit_code="0" - id="e50ee4a4-8adc-496e-80ef-7cc3aaa8fd0b" - stdout_truncated="true"> - <![CDATA[ - ls -la /root/sia -]]> - <stdout> - <![CDATA[total 200 -drwxr-xr-x 1 root root 4096 Nov 19 16:07 . -drwx------ 1 root root 4096 Nov 19 16:07 .. -drwxr-xr-x 2 root root 4096 Oct 31 17:07 .crossnote --rwxr-xr-x 1 root root 14 Nov 4 16:01 .dockerignore -drwxr-xr-x 8 root root 4096 Nov 19 16:01 .git --rwxr-xr-x 1 root root 30 Nov 4 16:01 .gitignore --rwxr-xr-x 1 root root 843 Nov 4 14:52 Dockerfile --rwxr-xr-x 1 root root 19975 Nov 19 14:20 README.md -drwxr-xr-x 2 root root 4096 Nov 15 16:10 _test --rwxr-xr-x 1 root root 3923 Nov 13 15:56 action_schema.xsd --rwxr-xr-x 1 root root 2064 Nov 6 12:29 claude.sh --rwxr-xr-x 1 root root 85153 Nov 14 13:30 claude.txt --rwxr-xr-x 1 root root 572 Nov 19 14:20 install.sh -drwxr-xr-x 2 root root 4096 Nov 19 16:30 iterations --rwxr-xr-x 1 root root 105 Nov 19 14:20 requirements.txt --rwxr-xr-x 1 root root 218 Nov 12 16:26 run.sh -drwxr-xr-x 1 root root 4096 Nov 19 16:07 sia -drwxr-xr-x 3 root root 4096 Nov 19 16:01 static --rwxr-xr-x 1 root root 4120 Nov 13 16:05 system_prompt.md -drwxr-xr-x 2 root root 4096 N]]> - </stdout> - <stderr/> - </single> - <reasoning id="206f9da6-b57a-46c3-b698-110b18602aab"> - <![CDATA[ - - I have successfully listed the contents of the /root/sia directory. - The directory contains several files and subdirectories, including a README.md file, a Dockerfile, and various scripts. - The next step is to read the README.md file to understand the project structure and identify any missing features. - I will use the `cat` command to display the contents of the README.md file. - -]]> - </reasoning> - <single - exit_code="0" - id="702b5383-e8df-4bb8-a021-d966bbf9e3fb" - stdout_truncated="true"> - <![CDATA[cat /root/sia/README.md]]> - <stdout> - <![CDATA[# SIA - The Self Improving Agent - -SIA is an agentic artificial intelligence system that autonomously completes complex tasks by writing and executing scripts. -It uses a Large Language Model (LLM) which operates in a loop. -Each iteration a context is updated with system info and a list of previous reasoning and actions. -The agent responds with a new reasoning or an action. -Context, reasoning and actions are stored in a file for each iteration. -SIA can read past iterations to improve its reasoning and actions. -It can improve in two ways: -- By finetuning the LLM with a better reasoning or action for a given context -- By modifying its own source code - -## Example - -This example shows a typical context with some monitored items and previous actions. -Between each of the responses, the context would be updated. - -### Context - -```xml -<context - time="2024-10-18T12:00:00Z" - cpu="12" - gpu="26" - memory_used="9556302234" - memory_total="17179869184" - disk_used="244434939904" - disk_total="273145991168" - context="3" - s]]> - </stdout> - <stderr/> - </single> - <reasoning id="1e3cc87a-8c0d-4f29-9f0b-89b3825b08e0"> - <![CDATA[ - - I have successfully read the beginning of the README.md file. - The file provides an overview of the SIA project, including its purpose and how it operates. - The next step is to continue reading the README.md file to understand the project structure and identify any missing features. - I will use the `tail` command to display the next part of the README.md file. - -]]> - </reasoning> - <single - exit_code="0" - id="394be1d8-3a5c-4794-abf2-771cb2e5e8c0" - stdout_truncated="true"> - <![CDATA[tail -c +1024 /root/sia/README.md]]> - <stdout> - 145991168&quot; - context=&quot;3&quot; - stdin=&quot;0&quot; -/&gt; - &lt;repeat id=&quot;a3d89ee5-28ec-4c5a-b9e9-a30af53d43a0&quot; exit_code=&quot;0&quot;&gt; - &lt;![CDATA[ls -lah /]]&gt; - &lt;stdout&gt;&lt;![CDATA[total 16K -drwxr-xr-x 1 sia 1049089 0 Oct 28 13:40 ./ -drwxr-xr-x 1 sia 1049089 0 Oct 28 13:40 ../ -drwxr-xr-x 1 sia 1049089 0 Oct 28 13:40 tasks/ -drwxr-xr-x 1 sia 1049089 0 Oct 28 13:40 user/ -]]&gt;&lt;/stdout&gt; - &lt;stderr/&gt; - &lt;/repeat&gt; - &lt;repeat id=&quot;be8070f8-dbd2-47ee-a208-defe6fd49ae0&quot; exit_code=&quot;0&quot;&gt; - &lt;![CDATA[ls -lah /tasks]]&gt; - &lt;stdout&gt;&lt;![CDATA[total 0 -drwxr-xr-x 1 ngeens 1049089 0 Oct 28 13:40 ./ -drwxr-xr-x 1 ngeens 1049089 0 Oct 28 13:40 ../ -]]&gt;&lt;/stdout&gt; - &lt;stderr/&gt; - &lt;/repeat&gt; - &lt;repeat id=&quot;375e1657-8140-456b-bda4-a8690bc4b3fb&quot; exit_code=&quot;0&quot;&gt; - &lt;![CDATA[cat /user/general_info.txt]]&gt; - &lt;stdout&gt;&lt;![CDATA[Name: John (I don&apos;t know his last name) -Location: Somewhere in Belgium -]]&gt;&lt;/stdout&gt; - &lt;stderr/&gt; - &lt;/repeat&gt; - &lt;reasoning id=&quot;c92d1594-4487-4a42-a153-f0a99da1762f&quot;&gt;&lt;![CDATA[There is data available on the standard input channel. I have no other runnin - </stdout> - <stderr/> - </single> - <reasoning id="7566562e-feeb-4a4a-b8ff-4eaea93f930b"> - <![CDATA[ - - - I have successfully read the next part of the README.md file. - The file continues to provide an overview of the SIA project, including its purpose and how it operates. - The next step is to continue reading the README.md file to understand the project structure and identify any missing features. - I will use the `tail` command to display the next part of the README.md file. - - -]]> - </reasoning> - <single - exit_code="0" - id="c0ca60ee-05aa-45e8-80f0-fe37c16d0e41" - stdout_truncated="true"> - <![CDATA[tail -c +2048 /root/sia/README.md]]> - <stdout> - annel. I have no other running tasks to tend to and there is room in the context. I should read the standard input.]]&gt;&lt;/reasoning&gt; - &lt;read_stdin id=&quot;5361ad0d-3ed1-4567-9f5a-70f3b462fd8d&quot;&gt;&lt;![CDATA[Remind me to feed the cat tomorrow morning]]&gt;&lt;/read_stdin&gt; -&lt;/context&gt; -``` - -### Responses - -Start by reasoning about the task. -```xml -&lt;reasoning&gt; - John did not specify an exact time. - I&apos;ll suggest 9am. - He also did not specify how to be reminded. - I&apos;ll ask but if he doesn&apos;t respond I&apos;ll assume a text message on standard output is fine. - I&apos;ll write down this task in a file so I remember it even on a power failure. -&lt;/reasoning&gt; -``` - -Store important information on disk. -```xml - &lt;script&gt;&lt;![CDATA[echo &apos;Remind John to feed the cat on 2024-10-18T09:00:00+02:00. Use standard output.&apos; &gt; /tasks/reminder_to_feed_cat.txt]]&gt;&lt;/script&gt; -``` - -Respond to the user. -```xml -&lt;write_stdout&gt;I&apos;ll remind you to feed the cat tomorrow morning at 9am. Is a message on the standard output ok?&lt;/write_stdout&gt; -``` - -Clear initial reasoning. -```xml - </stdout> - <stderr/> - </single> - <reasoning id="4a92af78-dc3f-42e7-95e6-b1c7a9630013"> - <![CDATA[ - I have successfully read the next part of the README.md file. - The file continues to provide an overview of the SIA project, including its purpose and how it operates. - The next step is to continue reading the README.md file to understand the project structure and identify any missing features. - I will use the `tail` command to display the next part of the README.md file. -]]> - </reasoning> -</context><single>tail -c +3072 /root/sia/README.md</single> \ No newline at end of file diff --git a/iterations/iteration_20241119_170030_296.xml b/iterations/iteration_20241119_170030_296.xml deleted file mode 100644 index 424efe5..0000000 --- a/iterations/iteration_20241119_170030_296.xml +++ /dev/null @@ -1,260 +0,0 @@ - -<context - context="59.36" - cpu="0" - disk_total="1081101176832" - disk_used="125096398848" - gpu="0" - memory_total="16630435840" - memory_used="1036673024" - stdin="0" - time="2024-11-19T16:55:52Z"> - <read_stdin id="0cd183e6-3db7-4539-8b10-604f97c03a1e"> - <![CDATA[The SIA source is located in /root/sia. Not all features are implemented yet. Look at the readme and code to find what is missing. Make sure to unit test your work.]]> - </read_stdin> - <reasoning id="ab67e68c-766f-4602-9237-db99e1f4581c"> - <![CDATA[ - - I have received instructions to look at the SIA source code located in /root/sia. - I need to identify what features are missing and ensure that unit tests are implemented for my work. - First, I will navigate to the /root/sia directory and list its contents to understand the structure. - -]]> - </reasoning> - <single - exit_code="0" - id="e50ee4a4-8adc-496e-80ef-7cc3aaa8fd0b" - stdout_truncated="true"> - <![CDATA[ - ls -la /root/sia -]]> - <stdout> - <![CDATA[total 200 -drwxr-xr-x 1 root root 4096 Nov 19 16:07 . -drwx------ 1 root root 4096 Nov 19 16:07 .. -drwxr-xr-x 2 root root 4096 Oct 31 17:07 .crossnote --rwxr-xr-x 1 root root 14 Nov 4 16:01 .dockerignore -drwxr-xr-x 8 root root 4096 Nov 19 16:01 .git --rwxr-xr-x 1 root root 30 Nov 4 16:01 .gitignore --rwxr-xr-x 1 root root 843 Nov 4 14:52 Dockerfile --rwxr-xr-x 1 root root 19975 Nov 19 14:20 README.md -drwxr-xr-x 2 root root 4096 Nov 15 16:10 _test --rwxr-xr-x 1 root root 3923 Nov 13 15:56 action_schema.xsd --rwxr-xr-x 1 root root 2064 Nov 6 12:29 claude.sh --rwxr-xr-x 1 root root 85153 Nov 14 13:30 claude.txt --rwxr-xr-x 1 root root 572 Nov 19 14:20 install.sh -drwxr-xr-x 2 root root 4096 Nov 19 16:30 iterations --rwxr-xr-x 1 root root 105 Nov 19 14:20 requirements.txt --rwxr-xr-x 1 root root 218 Nov 12 16:26 run.sh -drwxr-xr-x 1 root root 4096 Nov 19 16:07 sia -drwxr-xr-x 3 root root 4096 Nov 19 16:01 static --rwxr-xr-x 1 root root 4120 Nov 13 16:05 system_prompt.md -drwxr-xr-x 2 root root 4096 N]]> - </stdout> - <stderr/> - </single> - <reasoning id="206f9da6-b57a-46c3-b698-110b18602aab"> - <![CDATA[ - - I have successfully listed the contents of the /root/sia directory. - The directory contains several files and subdirectories, including a README.md file, a Dockerfile, and various scripts. - The next step is to read the README.md file to understand the project structure and identify any missing features. - I will use the `cat` command to display the contents of the README.md file. - -]]> - </reasoning> - <single - exit_code="0" - id="702b5383-e8df-4bb8-a021-d966bbf9e3fb" - stdout_truncated="true"> - <![CDATA[cat /root/sia/README.md]]> - <stdout> - <![CDATA[# SIA - The Self Improving Agent - -SIA is an agentic artificial intelligence system that autonomously completes complex tasks by writing and executing scripts. -It uses a Large Language Model (LLM) which operates in a loop. -Each iteration a context is updated with system info and a list of previous reasoning and actions. -The agent responds with a new reasoning or an action. -Context, reasoning and actions are stored in a file for each iteration. -SIA can read past iterations to improve its reasoning and actions. -It can improve in two ways: -- By finetuning the LLM with a better reasoning or action for a given context -- By modifying its own source code - -## Example - -This example shows a typical context with some monitored items and previous actions. -Between each of the responses, the context would be updated. - -### Context - -```xml -<context - time="2024-10-18T12:00:00Z" - cpu="12" - gpu="26" - memory_used="9556302234" - memory_total="17179869184" - disk_used="244434939904" - disk_total="273145991168" - context="3" - s]]> - </stdout> - <stderr/> - </single> - <reasoning id="1e3cc87a-8c0d-4f29-9f0b-89b3825b08e0"> - <![CDATA[ - - I have successfully read the beginning of the README.md file. - The file provides an overview of the SIA project, including its purpose and how it operates. - The next step is to continue reading the README.md file to understand the project structure and identify any missing features. - I will use the `tail` command to display the next part of the README.md file. - -]]> - </reasoning> - <single - exit_code="0" - id="394be1d8-3a5c-4794-abf2-771cb2e5e8c0" - stdout_truncated="true"> - <![CDATA[tail -c +1024 /root/sia/README.md]]> - <stdout> - 145991168&quot; - context=&quot;3&quot; - stdin=&quot;0&quot; -/&gt; - &lt;repeat id=&quot;a3d89ee5-28ec-4c5a-b9e9-a30af53d43a0&quot; exit_code=&quot;0&quot;&gt; - &lt;![CDATA[ls -lah /]]&gt; - &lt;stdout&gt;&lt;![CDATA[total 16K -drwxr-xr-x 1 sia 1049089 0 Oct 28 13:40 ./ -drwxr-xr-x 1 sia 1049089 0 Oct 28 13:40 ../ -drwxr-xr-x 1 sia 1049089 0 Oct 28 13:40 tasks/ -drwxr-xr-x 1 sia 1049089 0 Oct 28 13:40 user/ -]]&gt;&lt;/stdout&gt; - &lt;stderr/&gt; - &lt;/repeat&gt; - &lt;repeat id=&quot;be8070f8-dbd2-47ee-a208-defe6fd49ae0&quot; exit_code=&quot;0&quot;&gt; - &lt;![CDATA[ls -lah /tasks]]&gt; - &lt;stdout&gt;&lt;![CDATA[total 0 -drwxr-xr-x 1 ngeens 1049089 0 Oct 28 13:40 ./ -drwxr-xr-x 1 ngeens 1049089 0 Oct 28 13:40 ../ -]]&gt;&lt;/stdout&gt; - &lt;stderr/&gt; - &lt;/repeat&gt; - &lt;repeat id=&quot;375e1657-8140-456b-bda4-a8690bc4b3fb&quot; exit_code=&quot;0&quot;&gt; - &lt;![CDATA[cat /user/general_info.txt]]&gt; - &lt;stdout&gt;&lt;![CDATA[Name: John (I don&apos;t know his last name) -Location: Somewhere in Belgium -]]&gt;&lt;/stdout&gt; - &lt;stderr/&gt; - &lt;/repeat&gt; - &lt;reasoning id=&quot;c92d1594-4487-4a42-a153-f0a99da1762f&quot;&gt;&lt;![CDATA[There is data available on the standard input channel. I have no other runnin - </stdout> - <stderr/> - </single> - <reasoning id="7566562e-feeb-4a4a-b8ff-4eaea93f930b"> - <![CDATA[ - - - I have successfully read the next part of the README.md file. - The file continues to provide an overview of the SIA project, including its purpose and how it operates. - The next step is to continue reading the README.md file to understand the project structure and identify any missing features. - I will use the `tail` command to display the next part of the README.md file. - - -]]> - </reasoning> - <single - exit_code="0" - id="c0ca60ee-05aa-45e8-80f0-fe37c16d0e41" - stdout_truncated="true"> - <![CDATA[tail -c +2048 /root/sia/README.md]]> - <stdout> - annel. I have no other running tasks to tend to and there is room in the context. I should read the standard input.]]&gt;&lt;/reasoning&gt; - &lt;read_stdin id=&quot;5361ad0d-3ed1-4567-9f5a-70f3b462fd8d&quot;&gt;&lt;![CDATA[Remind me to feed the cat tomorrow morning]]&gt;&lt;/read_stdin&gt; -&lt;/context&gt; -``` - -### Responses - -Start by reasoning about the task. -```xml -&lt;reasoning&gt; - John did not specify an exact time. - I&apos;ll suggest 9am. - He also did not specify how to be reminded. - I&apos;ll ask but if he doesn&apos;t respond I&apos;ll assume a text message on standard output is fine. - I&apos;ll write down this task in a file so I remember it even on a power failure. -&lt;/reasoning&gt; -``` - -Store important information on disk. -```xml - &lt;script&gt;&lt;![CDATA[echo &apos;Remind John to feed the cat on 2024-10-18T09:00:00+02:00. Use standard output.&apos; &gt; /tasks/reminder_to_feed_cat.txt]]&gt;&lt;/script&gt; -``` - -Respond to the user. -```xml -&lt;write_stdout&gt;I&apos;ll remind you to feed the cat tomorrow morning at 9am. Is a message on the standard output ok?&lt;/write_stdout&gt; -``` - -Clear initial reasoning. -```xml - </stdout> - <stderr/> - </single> - <reasoning id="4a92af78-dc3f-42e7-95e6-b1c7a9630013"> - <![CDATA[ - I have successfully read the next part of the README.md file. - The file continues to provide an overview of the SIA project, including its purpose and how it operates. - The next step is to continue reading the README.md file to understand the project structure and identify any missing features. - I will use the `tail` command to display the next part of the README.md file. -]]> - </reasoning> - <single - exit_code="0" - id="aa347374-0bfd-437c-b692-784dab52898f" - stdout_truncated="true"> - <![CDATA[tail -c +3072 /root/sia/README.md]]> - <stdout> - <![CDATA[ar initial reasoning. -```xml - <delete id="c92d1594-4487-4a42-a153-f0a99da1762f"/> -``` - -The conversation is kept in context to understand the user's expected response. -If the context was near full, it would be summarized and cleaned up. - -The `script` output is also kept in context. -If the file was updated often, it could be replaced by a repeated `cat`, like the general info. - -## Working principles - -The main context is regenerated for each iteration. -It contains info about the system and previous actions that have not been deleted. -Together with the system prompt and available core actions it forms the prompt for the LLM. -The LLM responds with one core action. - -### Core Actions - -There are only a few core actions: -- Starting a script -- Deleting data from context -- Stopping SIA -- Reading standard input -- Writing to standard output -- Reasoning - -### Scripts - -Scripts can run in one of 2 modes: single-shot or repeat. -Their mode and output (stdout and stderr) stay in the context until they are explicitly removed. -In]]> - </stdout> - <stderr/> - </single> -</context><reasoning> - I have successfully read another part of the README.md file. - The file continues to provide an overview of the SIA project, including its purpose and how it operates. - I can use the structure of the markdown format to navigate through the file. - I will use the `grep` command to find headings and their offset. -</reasoning> \ No newline at end of file diff --git a/iterations/iteration_20241119_170826_847.xml b/iterations/iteration_20241119_170826_847.xml deleted file mode 100644 index 414c047..0000000 --- a/iterations/iteration_20241119_170826_847.xml +++ /dev/null @@ -1,265 +0,0 @@ - -<context - context="60.69" - cpu="0" - disk_total="1081101176832" - disk_used="125096472576" - gpu="0" - memory_total="16630435840" - memory_used="1048170496" - stdin="0" - time="2024-11-19T17:07:19Z"> - <read_stdin id="0cd183e6-3db7-4539-8b10-604f97c03a1e"> - <![CDATA[The SIA source is located in /root/sia. Not all features are implemented yet. Look at the readme and code to find what is missing. Make sure to unit test your work.]]> - </read_stdin> - <reasoning id="ab67e68c-766f-4602-9237-db99e1f4581c"> - <![CDATA[ - - I have received instructions to look at the SIA source code located in /root/sia. - I need to identify what features are missing and ensure that unit tests are implemented for my work. - First, I will navigate to the /root/sia directory and list its contents to understand the structure. - -]]> - </reasoning> - <single - exit_code="0" - id="e50ee4a4-8adc-496e-80ef-7cc3aaa8fd0b" - stdout_truncated="true"> - <![CDATA[ - ls -la /root/sia -]]> - <stdout> - <![CDATA[total 200 -drwxr-xr-x 1 root root 4096 Nov 19 16:07 . -drwx------ 1 root root 4096 Nov 19 16:07 .. -drwxr-xr-x 2 root root 4096 Oct 31 17:07 .crossnote --rwxr-xr-x 1 root root 14 Nov 4 16:01 .dockerignore -drwxr-xr-x 8 root root 4096 Nov 19 16:01 .git --rwxr-xr-x 1 root root 30 Nov 4 16:01 .gitignore --rwxr-xr-x 1 root root 843 Nov 4 14:52 Dockerfile --rwxr-xr-x 1 root root 19975 Nov 19 14:20 README.md -drwxr-xr-x 2 root root 4096 Nov 15 16:10 _test --rwxr-xr-x 1 root root 3923 Nov 13 15:56 action_schema.xsd --rwxr-xr-x 1 root root 2064 Nov 6 12:29 claude.sh --rwxr-xr-x 1 root root 85153 Nov 14 13:30 claude.txt --rwxr-xr-x 1 root root 572 Nov 19 14:20 install.sh -drwxr-xr-x 2 root root 4096 Nov 19 16:30 iterations --rwxr-xr-x 1 root root 105 Nov 19 14:20 requirements.txt --rwxr-xr-x 1 root root 218 Nov 12 16:26 run.sh -drwxr-xr-x 1 root root 4096 Nov 19 16:07 sia -drwxr-xr-x 3 root root 4096 Nov 19 16:01 static --rwxr-xr-x 1 root root 4120 Nov 13 16:05 system_prompt.md -drwxr-xr-x 2 root root 4096 N]]> - </stdout> - <stderr/> - </single> - <reasoning id="206f9da6-b57a-46c3-b698-110b18602aab"> - <![CDATA[ - - I have successfully listed the contents of the /root/sia directory. - The directory contains several files and subdirectories, including a README.md file, a Dockerfile, and various scripts. - The next step is to read the README.md file to understand the project structure and identify any missing features. - I will use the `cat` command to display the contents of the README.md file. - -]]> - </reasoning> - <single - exit_code="0" - id="702b5383-e8df-4bb8-a021-d966bbf9e3fb" - stdout_truncated="true"> - <![CDATA[cat /root/sia/README.md]]> - <stdout> - <![CDATA[# SIA - The Self Improving Agent - -SIA is an agentic artificial intelligence system that autonomously completes complex tasks by writing and executing scripts. -It uses a Large Language Model (LLM) which operates in a loop. -Each iteration a context is updated with system info and a list of previous reasoning and actions. -The agent responds with a new reasoning or an action. -Context, reasoning and actions are stored in a file for each iteration. -SIA can read past iterations to improve its reasoning and actions. -It can improve in two ways: -- By finetuning the LLM with a better reasoning or action for a given context -- By modifying its own source code - -## Example - -This example shows a typical context with some monitored items and previous actions. -Between each of the responses, the context would be updated. - -### Context - -```xml -<context - time="2024-10-18T12:00:00Z" - cpu="12" - gpu="26" - memory_used="9556302234" - memory_total="17179869184" - disk_used="244434939904" - disk_total="273145991168" - context="3" - s]]> - </stdout> - <stderr/> - </single> - <reasoning id="1e3cc87a-8c0d-4f29-9f0b-89b3825b08e0"> - <![CDATA[ - - I have successfully read the beginning of the README.md file. - The file provides an overview of the SIA project, including its purpose and how it operates. - The next step is to continue reading the README.md file to understand the project structure and identify any missing features. - I will use the `tail` command to display the next part of the README.md file. - -]]> - </reasoning> - <single - exit_code="0" - id="394be1d8-3a5c-4794-abf2-771cb2e5e8c0" - stdout_truncated="true"> - <![CDATA[tail -c +1024 /root/sia/README.md]]> - <stdout> - 145991168&quot; - context=&quot;3&quot; - stdin=&quot;0&quot; -/&gt; - &lt;repeat id=&quot;a3d89ee5-28ec-4c5a-b9e9-a30af53d43a0&quot; exit_code=&quot;0&quot;&gt; - &lt;![CDATA[ls -lah /]]&gt; - &lt;stdout&gt;&lt;![CDATA[total 16K -drwxr-xr-x 1 sia 1049089 0 Oct 28 13:40 ./ -drwxr-xr-x 1 sia 1049089 0 Oct 28 13:40 ../ -drwxr-xr-x 1 sia 1049089 0 Oct 28 13:40 tasks/ -drwxr-xr-x 1 sia 1049089 0 Oct 28 13:40 user/ -]]&gt;&lt;/stdout&gt; - &lt;stderr/&gt; - &lt;/repeat&gt; - &lt;repeat id=&quot;be8070f8-dbd2-47ee-a208-defe6fd49ae0&quot; exit_code=&quot;0&quot;&gt; - &lt;![CDATA[ls -lah /tasks]]&gt; - &lt;stdout&gt;&lt;![CDATA[total 0 -drwxr-xr-x 1 ngeens 1049089 0 Oct 28 13:40 ./ -drwxr-xr-x 1 ngeens 1049089 0 Oct 28 13:40 ../ -]]&gt;&lt;/stdout&gt; - &lt;stderr/&gt; - &lt;/repeat&gt; - &lt;repeat id=&quot;375e1657-8140-456b-bda4-a8690bc4b3fb&quot; exit_code=&quot;0&quot;&gt; - &lt;![CDATA[cat /user/general_info.txt]]&gt; - &lt;stdout&gt;&lt;![CDATA[Name: John (I don&apos;t know his last name) -Location: Somewhere in Belgium -]]&gt;&lt;/stdout&gt; - &lt;stderr/&gt; - &lt;/repeat&gt; - &lt;reasoning id=&quot;c92d1594-4487-4a42-a153-f0a99da1762f&quot;&gt;&lt;![CDATA[There is data available on the standard input channel. I have no other runnin - </stdout> - <stderr/> - </single> - <reasoning id="7566562e-feeb-4a4a-b8ff-4eaea93f930b"> - <![CDATA[ - - - I have successfully read the next part of the README.md file. - The file continues to provide an overview of the SIA project, including its purpose and how it operates. - The next step is to continue reading the README.md file to understand the project structure and identify any missing features. - I will use the `tail` command to display the next part of the README.md file. - - -]]> - </reasoning> - <single - exit_code="0" - id="c0ca60ee-05aa-45e8-80f0-fe37c16d0e41" - stdout_truncated="true"> - <![CDATA[tail -c +2048 /root/sia/README.md]]> - <stdout> - annel. I have no other running tasks to tend to and there is room in the context. I should read the standard input.]]&gt;&lt;/reasoning&gt; - &lt;read_stdin id=&quot;5361ad0d-3ed1-4567-9f5a-70f3b462fd8d&quot;&gt;&lt;![CDATA[Remind me to feed the cat tomorrow morning]]&gt;&lt;/read_stdin&gt; -&lt;/context&gt; -``` - -### Responses - -Start by reasoning about the task. -```xml -&lt;reasoning&gt; - John did not specify an exact time. - I&apos;ll suggest 9am. - He also did not specify how to be reminded. - I&apos;ll ask but if he doesn&apos;t respond I&apos;ll assume a text message on standard output is fine. - I&apos;ll write down this task in a file so I remember it even on a power failure. -&lt;/reasoning&gt; -``` - -Store important information on disk. -```xml - &lt;script&gt;&lt;![CDATA[echo &apos;Remind John to feed the cat on 2024-10-18T09:00:00+02:00. Use standard output.&apos; &gt; /tasks/reminder_to_feed_cat.txt]]&gt;&lt;/script&gt; -``` - -Respond to the user. -```xml -&lt;write_stdout&gt;I&apos;ll remind you to feed the cat tomorrow morning at 9am. Is a message on the standard output ok?&lt;/write_stdout&gt; -``` - -Clear initial reasoning. -```xml - </stdout> - <stderr/> - </single> - <reasoning id="4a92af78-dc3f-42e7-95e6-b1c7a9630013"> - <![CDATA[ - I have successfully read the next part of the README.md file. - The file continues to provide an overview of the SIA project, including its purpose and how it operates. - The next step is to continue reading the README.md file to understand the project structure and identify any missing features. - I will use the `tail` command to display the next part of the README.md file. -]]> - </reasoning> - <single - exit_code="0" - id="aa347374-0bfd-437c-b692-784dab52898f" - stdout_truncated="true"> - <![CDATA[tail -c +3072 /root/sia/README.md]]> - <stdout> - <![CDATA[ar initial reasoning. -```xml - <delete id="c92d1594-4487-4a42-a153-f0a99da1762f"/> -``` - -The conversation is kept in context to understand the user's expected response. -If the context was near full, it would be summarized and cleaned up. - -The `script` output is also kept in context. -If the file was updated often, it could be replaced by a repeated `cat`, like the general info. - -## Working principles - -The main context is regenerated for each iteration. -It contains info about the system and previous actions that have not been deleted. -Together with the system prompt and available core actions it forms the prompt for the LLM. -The LLM responds with one core action. - -### Core Actions - -There are only a few core actions: -- Starting a script -- Deleting data from context -- Stopping SIA -- Reading standard input -- Writing to standard output -- Reasoning - -### Scripts - -Scripts can run in one of 2 modes: single-shot or repeat. -Their mode and output (stdout and stderr) stay in the context until they are explicitly removed. -In]]> - </stdout> - <stderr/> - </single> - <reasoning id="cb3a2d09-0287-4ca0-9bf2-28f90f3a148e"> - <![CDATA[ - I have successfully read another part of the README.md file. - The file continues to provide an overview of the SIA project, including its purpose and how it operates. - I can use the structure of the markdown format to navigate through the file. - I will use the `grep` command to find headings and their offset. -]]> - </reasoning> -</context><single> - grep -Eb "^#" /root/sia/README.md -</single> \ No newline at end of file diff --git a/iterations/iteration_20241119_170913_008.xml b/iterations/iteration_20241119_170913_008.xml deleted file mode 100644 index 416cbf6..0000000 --- a/iterations/iteration_20241119_170913_008.xml +++ /dev/null @@ -1,310 +0,0 @@ - -<context - context="65.09" - cpu="0" - disk_total="1081101176832" - disk_used="125096484864" - gpu="0" - memory_total="16630435840" - memory_used="1047986176" - stdin="0" - time="2024-11-19T17:08:26Z"> - <read_stdin id="0cd183e6-3db7-4539-8b10-604f97c03a1e"> - <![CDATA[The SIA source is located in /root/sia. Not all features are implemented yet. Look at the readme and code to find what is missing. Make sure to unit test your work.]]> - </read_stdin> - <reasoning id="ab67e68c-766f-4602-9237-db99e1f4581c"> - <![CDATA[ - - I have received instructions to look at the SIA source code located in /root/sia. - I need to identify what features are missing and ensure that unit tests are implemented for my work. - First, I will navigate to the /root/sia directory and list its contents to understand the structure. - -]]> - </reasoning> - <single - exit_code="0" - id="e50ee4a4-8adc-496e-80ef-7cc3aaa8fd0b" - stdout_truncated="true"> - <![CDATA[ - ls -la /root/sia -]]> - <stdout> - <![CDATA[total 200 -drwxr-xr-x 1 root root 4096 Nov 19 16:07 . -drwx------ 1 root root 4096 Nov 19 16:07 .. -drwxr-xr-x 2 root root 4096 Oct 31 17:07 .crossnote --rwxr-xr-x 1 root root 14 Nov 4 16:01 .dockerignore -drwxr-xr-x 8 root root 4096 Nov 19 16:01 .git --rwxr-xr-x 1 root root 30 Nov 4 16:01 .gitignore --rwxr-xr-x 1 root root 843 Nov 4 14:52 Dockerfile --rwxr-xr-x 1 root root 19975 Nov 19 14:20 README.md -drwxr-xr-x 2 root root 4096 Nov 15 16:10 _test --rwxr-xr-x 1 root root 3923 Nov 13 15:56 action_schema.xsd --rwxr-xr-x 1 root root 2064 Nov 6 12:29 claude.sh --rwxr-xr-x 1 root root 85153 Nov 14 13:30 claude.txt --rwxr-xr-x 1 root root 572 Nov 19 14:20 install.sh -drwxr-xr-x 2 root root 4096 Nov 19 16:30 iterations --rwxr-xr-x 1 root root 105 Nov 19 14:20 requirements.txt --rwxr-xr-x 1 root root 218 Nov 12 16:26 run.sh -drwxr-xr-x 1 root root 4096 Nov 19 16:07 sia -drwxr-xr-x 3 root root 4096 Nov 19 16:01 static --rwxr-xr-x 1 root root 4120 Nov 13 16:05 system_prompt.md -drwxr-xr-x 2 root root 4096 N]]> - </stdout> - <stderr/> - </single> - <reasoning id="206f9da6-b57a-46c3-b698-110b18602aab"> - <![CDATA[ - - I have successfully listed the contents of the /root/sia directory. - The directory contains several files and subdirectories, including a README.md file, a Dockerfile, and various scripts. - The next step is to read the README.md file to understand the project structure and identify any missing features. - I will use the `cat` command to display the contents of the README.md file. - -]]> - </reasoning> - <single - exit_code="0" - id="702b5383-e8df-4bb8-a021-d966bbf9e3fb" - stdout_truncated="true"> - <![CDATA[cat /root/sia/README.md]]> - <stdout> - <![CDATA[# SIA - The Self Improving Agent - -SIA is an agentic artificial intelligence system that autonomously completes complex tasks by writing and executing scripts. -It uses a Large Language Model (LLM) which operates in a loop. -Each iteration a context is updated with system info and a list of previous reasoning and actions. -The agent responds with a new reasoning or an action. -Context, reasoning and actions are stored in a file for each iteration. -SIA can read past iterations to improve its reasoning and actions. -It can improve in two ways: -- By finetuning the LLM with a better reasoning or action for a given context -- By modifying its own source code - -## Example - -This example shows a typical context with some monitored items and previous actions. -Between each of the responses, the context would be updated. - -### Context - -```xml -<context - time="2024-10-18T12:00:00Z" - cpu="12" - gpu="26" - memory_used="9556302234" - memory_total="17179869184" - disk_used="244434939904" - disk_total="273145991168" - context="3" - s]]> - </stdout> - <stderr/> - </single> - <reasoning id="1e3cc87a-8c0d-4f29-9f0b-89b3825b08e0"> - <![CDATA[ - - I have successfully read the beginning of the README.md file. - The file provides an overview of the SIA project, including its purpose and how it operates. - The next step is to continue reading the README.md file to understand the project structure and identify any missing features. - I will use the `tail` command to display the next part of the README.md file. - -]]> - </reasoning> - <single - exit_code="0" - id="394be1d8-3a5c-4794-abf2-771cb2e5e8c0" - stdout_truncated="true"> - <![CDATA[tail -c +1024 /root/sia/README.md]]> - <stdout> - 145991168&quot; - context=&quot;3&quot; - stdin=&quot;0&quot; -/&gt; - &lt;repeat id=&quot;a3d89ee5-28ec-4c5a-b9e9-a30af53d43a0&quot; exit_code=&quot;0&quot;&gt; - &lt;![CDATA[ls -lah /]]&gt; - &lt;stdout&gt;&lt;![CDATA[total 16K -drwxr-xr-x 1 sia 1049089 0 Oct 28 13:40 ./ -drwxr-xr-x 1 sia 1049089 0 Oct 28 13:40 ../ -drwxr-xr-x 1 sia 1049089 0 Oct 28 13:40 tasks/ -drwxr-xr-x 1 sia 1049089 0 Oct 28 13:40 user/ -]]&gt;&lt;/stdout&gt; - &lt;stderr/&gt; - &lt;/repeat&gt; - &lt;repeat id=&quot;be8070f8-dbd2-47ee-a208-defe6fd49ae0&quot; exit_code=&quot;0&quot;&gt; - &lt;![CDATA[ls -lah /tasks]]&gt; - &lt;stdout&gt;&lt;![CDATA[total 0 -drwxr-xr-x 1 ngeens 1049089 0 Oct 28 13:40 ./ -drwxr-xr-x 1 ngeens 1049089 0 Oct 28 13:40 ../ -]]&gt;&lt;/stdout&gt; - &lt;stderr/&gt; - &lt;/repeat&gt; - &lt;repeat id=&quot;375e1657-8140-456b-bda4-a8690bc4b3fb&quot; exit_code=&quot;0&quot;&gt; - &lt;![CDATA[cat /user/general_info.txt]]&gt; - &lt;stdout&gt;&lt;![CDATA[Name: John (I don&apos;t know his last name) -Location: Somewhere in Belgium -]]&gt;&lt;/stdout&gt; - &lt;stderr/&gt; - &lt;/repeat&gt; - &lt;reasoning id=&quot;c92d1594-4487-4a42-a153-f0a99da1762f&quot;&gt;&lt;![CDATA[There is data available on the standard input channel. I have no other runnin - </stdout> - <stderr/> - </single> - <reasoning id="7566562e-feeb-4a4a-b8ff-4eaea93f930b"> - <![CDATA[ - - - I have successfully read the next part of the README.md file. - The file continues to provide an overview of the SIA project, including its purpose and how it operates. - The next step is to continue reading the README.md file to understand the project structure and identify any missing features. - I will use the `tail` command to display the next part of the README.md file. - - -]]> - </reasoning> - <single - exit_code="0" - id="c0ca60ee-05aa-45e8-80f0-fe37c16d0e41" - stdout_truncated="true"> - <![CDATA[tail -c +2048 /root/sia/README.md]]> - <stdout> - annel. I have no other running tasks to tend to and there is room in the context. I should read the standard input.]]&gt;&lt;/reasoning&gt; - &lt;read_stdin id=&quot;5361ad0d-3ed1-4567-9f5a-70f3b462fd8d&quot;&gt;&lt;![CDATA[Remind me to feed the cat tomorrow morning]]&gt;&lt;/read_stdin&gt; -&lt;/context&gt; -``` - -### Responses - -Start by reasoning about the task. -```xml -&lt;reasoning&gt; - John did not specify an exact time. - I&apos;ll suggest 9am. - He also did not specify how to be reminded. - I&apos;ll ask but if he doesn&apos;t respond I&apos;ll assume a text message on standard output is fine. - I&apos;ll write down this task in a file so I remember it even on a power failure. -&lt;/reasoning&gt; -``` - -Store important information on disk. -```xml - &lt;script&gt;&lt;![CDATA[echo &apos;Remind John to feed the cat on 2024-10-18T09:00:00+02:00. Use standard output.&apos; &gt; /tasks/reminder_to_feed_cat.txt]]&gt;&lt;/script&gt; -``` - -Respond to the user. -```xml -&lt;write_stdout&gt;I&apos;ll remind you to feed the cat tomorrow morning at 9am. Is a message on the standard output ok?&lt;/write_stdout&gt; -``` - -Clear initial reasoning. -```xml - </stdout> - <stderr/> - </single> - <reasoning id="4a92af78-dc3f-42e7-95e6-b1c7a9630013"> - <![CDATA[ - I have successfully read the next part of the README.md file. - The file continues to provide an overview of the SIA project, including its purpose and how it operates. - The next step is to continue reading the README.md file to understand the project structure and identify any missing features. - I will use the `tail` command to display the next part of the README.md file. -]]> - </reasoning> - <single - exit_code="0" - id="aa347374-0bfd-437c-b692-784dab52898f" - stdout_truncated="true"> - <![CDATA[tail -c +3072 /root/sia/README.md]]> - <stdout> - <![CDATA[ar initial reasoning. -```xml - <delete id="c92d1594-4487-4a42-a153-f0a99da1762f"/> -``` - -The conversation is kept in context to understand the user's expected response. -If the context was near full, it would be summarized and cleaned up. - -The `script` output is also kept in context. -If the file was updated often, it could be replaced by a repeated `cat`, like the general info. - -## Working principles - -The main context is regenerated for each iteration. -It contains info about the system and previous actions that have not been deleted. -Together with the system prompt and available core actions it forms the prompt for the LLM. -The LLM responds with one core action. - -### Core Actions - -There are only a few core actions: -- Starting a script -- Deleting data from context -- Stopping SIA -- Reading standard input -- Writing to standard output -- Reasoning - -### Scripts - -Scripts can run in one of 2 modes: single-shot or repeat. -Their mode and output (stdout and stderr) stay in the context until they are explicitly removed. -In]]> - </stdout> - <stderr/> - </single> - <reasoning id="cb3a2d09-0287-4ca0-9bf2-28f90f3a148e"> - <![CDATA[ - I have successfully read another part of the README.md file. - The file continues to provide an overview of the SIA project, including its purpose and how it operates. - I can use the structure of the markdown format to navigate through the file. - I will use the `grep` command to find headings and their offset. -]]> - </reasoning> - <single exit_code="0" id="e5067cb3-036a-4bc1-953b-730bef63d9aa"> - <![CDATA[ - grep -Eb "^#" /root/sia/README.md -]]> - <stdout> - <![CDATA[0:# SIA - The Self Improving Agent -668:## Example -832:### Context -2323:### Responses -3462:## Working principles -3759:### Core Actions -3953:### Scripts -4204:#### Single-shot script -4433:#### Repeat script -4711:### Use of XML -5022:#### XML Data Flow -5705:### The SIA process -6048:### Server for debuggin and human input -6619:## Architecture -6885:### Core Components -6908:#### Agent Architecture -7521:#### Working Memory -8059:#### Command Processing -8490:#### IO Handling -8787:### Processing Flow -8810:#### Standard Agent Flow -9109:#### Web Agent Flow -9472:### Web Interface -9600:#### Server-Client Communication -9932:#### WebServer Architecture -10351:### Diagrams -10367:#### Core classes -12662:#### Standard Agent Flow -13387:#### Web Agent -15536:#### Web Agent Flow -16522:#### Entry classes -18459:#### IO Buffer classes -19156:#### Command classes -]]> - </stdout> - <stderr/> - </single> -</context><reasoning> - I have successfully retrieved the headings and their offsets from the README.md file. - This will help me navigate through the file more efficiently. - The next step is to read the section on "Working principles" to understand the core actions and scripts better. - I will use the `tail` command with the appropriate offset and limit to display this full section. -</reasoning> \ No newline at end of file diff --git a/iterations/iteration_20241119_171140_537.xml b/iterations/iteration_20241119_171140_537.xml deleted file mode 100644 index 1ad2ebf..0000000 --- a/iterations/iteration_20241119_171140_537.xml +++ /dev/null @@ -1,315 +0,0 @@ - -<context - context="66.48" - cpu="0" - disk_total="1081101176832" - disk_used="125096501248" - gpu="0" - memory_total="16630435840" - memory_used="1048186880" - stdin="0" - time="2024-11-19T17:09:12Z"> - <read_stdin id="0cd183e6-3db7-4539-8b10-604f97c03a1e"> - <![CDATA[The SIA source is located in /root/sia. Not all features are implemented yet. Look at the readme and code to find what is missing. Make sure to unit test your work.]]> - </read_stdin> - <reasoning id="ab67e68c-766f-4602-9237-db99e1f4581c"> - <![CDATA[ - - I have received instructions to look at the SIA source code located in /root/sia. - I need to identify what features are missing and ensure that unit tests are implemented for my work. - First, I will navigate to the /root/sia directory and list its contents to understand the structure. - -]]> - </reasoning> - <single - exit_code="0" - id="e50ee4a4-8adc-496e-80ef-7cc3aaa8fd0b" - stdout_truncated="true"> - <![CDATA[ - ls -la /root/sia -]]> - <stdout> - <![CDATA[total 200 -drwxr-xr-x 1 root root 4096 Nov 19 16:07 . -drwx------ 1 root root 4096 Nov 19 16:07 .. -drwxr-xr-x 2 root root 4096 Oct 31 17:07 .crossnote --rwxr-xr-x 1 root root 14 Nov 4 16:01 .dockerignore -drwxr-xr-x 8 root root 4096 Nov 19 16:01 .git --rwxr-xr-x 1 root root 30 Nov 4 16:01 .gitignore --rwxr-xr-x 1 root root 843 Nov 4 14:52 Dockerfile --rwxr-xr-x 1 root root 19975 Nov 19 14:20 README.md -drwxr-xr-x 2 root root 4096 Nov 15 16:10 _test --rwxr-xr-x 1 root root 3923 Nov 13 15:56 action_schema.xsd --rwxr-xr-x 1 root root 2064 Nov 6 12:29 claude.sh --rwxr-xr-x 1 root root 85153 Nov 14 13:30 claude.txt --rwxr-xr-x 1 root root 572 Nov 19 14:20 install.sh -drwxr-xr-x 2 root root 4096 Nov 19 16:30 iterations --rwxr-xr-x 1 root root 105 Nov 19 14:20 requirements.txt --rwxr-xr-x 1 root root 218 Nov 12 16:26 run.sh -drwxr-xr-x 1 root root 4096 Nov 19 16:07 sia -drwxr-xr-x 3 root root 4096 Nov 19 16:01 static --rwxr-xr-x 1 root root 4120 Nov 13 16:05 system_prompt.md -drwxr-xr-x 2 root root 4096 N]]> - </stdout> - <stderr/> - </single> - <reasoning id="206f9da6-b57a-46c3-b698-110b18602aab"> - <![CDATA[ - - I have successfully listed the contents of the /root/sia directory. - The directory contains several files and subdirectories, including a README.md file, a Dockerfile, and various scripts. - The next step is to read the README.md file to understand the project structure and identify any missing features. - I will use the `cat` command to display the contents of the README.md file. - -]]> - </reasoning> - <single - exit_code="0" - id="702b5383-e8df-4bb8-a021-d966bbf9e3fb" - stdout_truncated="true"> - <![CDATA[cat /root/sia/README.md]]> - <stdout> - <![CDATA[# SIA - The Self Improving Agent - -SIA is an agentic artificial intelligence system that autonomously completes complex tasks by writing and executing scripts. -It uses a Large Language Model (LLM) which operates in a loop. -Each iteration a context is updated with system info and a list of previous reasoning and actions. -The agent responds with a new reasoning or an action. -Context, reasoning and actions are stored in a file for each iteration. -SIA can read past iterations to improve its reasoning and actions. -It can improve in two ways: -- By finetuning the LLM with a better reasoning or action for a given context -- By modifying its own source code - -## Example - -This example shows a typical context with some monitored items and previous actions. -Between each of the responses, the context would be updated. - -### Context - -```xml -<context - time="2024-10-18T12:00:00Z" - cpu="12" - gpu="26" - memory_used="9556302234" - memory_total="17179869184" - disk_used="244434939904" - disk_total="273145991168" - context="3" - s]]> - </stdout> - <stderr/> - </single> - <reasoning id="1e3cc87a-8c0d-4f29-9f0b-89b3825b08e0"> - <![CDATA[ - - I have successfully read the beginning of the README.md file. - The file provides an overview of the SIA project, including its purpose and how it operates. - The next step is to continue reading the README.md file to understand the project structure and identify any missing features. - I will use the `tail` command to display the next part of the README.md file. - -]]> - </reasoning> - <single - exit_code="0" - id="394be1d8-3a5c-4794-abf2-771cb2e5e8c0" - stdout_truncated="true"> - <![CDATA[tail -c +1024 /root/sia/README.md]]> - <stdout> - 145991168&quot; - context=&quot;3&quot; - stdin=&quot;0&quot; -/&gt; - &lt;repeat id=&quot;a3d89ee5-28ec-4c5a-b9e9-a30af53d43a0&quot; exit_code=&quot;0&quot;&gt; - &lt;![CDATA[ls -lah /]]&gt; - &lt;stdout&gt;&lt;![CDATA[total 16K -drwxr-xr-x 1 sia 1049089 0 Oct 28 13:40 ./ -drwxr-xr-x 1 sia 1049089 0 Oct 28 13:40 ../ -drwxr-xr-x 1 sia 1049089 0 Oct 28 13:40 tasks/ -drwxr-xr-x 1 sia 1049089 0 Oct 28 13:40 user/ -]]&gt;&lt;/stdout&gt; - &lt;stderr/&gt; - &lt;/repeat&gt; - &lt;repeat id=&quot;be8070f8-dbd2-47ee-a208-defe6fd49ae0&quot; exit_code=&quot;0&quot;&gt; - &lt;![CDATA[ls -lah /tasks]]&gt; - &lt;stdout&gt;&lt;![CDATA[total 0 -drwxr-xr-x 1 ngeens 1049089 0 Oct 28 13:40 ./ -drwxr-xr-x 1 ngeens 1049089 0 Oct 28 13:40 ../ -]]&gt;&lt;/stdout&gt; - &lt;stderr/&gt; - &lt;/repeat&gt; - &lt;repeat id=&quot;375e1657-8140-456b-bda4-a8690bc4b3fb&quot; exit_code=&quot;0&quot;&gt; - &lt;![CDATA[cat /user/general_info.txt]]&gt; - &lt;stdout&gt;&lt;![CDATA[Name: John (I don&apos;t know his last name) -Location: Somewhere in Belgium -]]&gt;&lt;/stdout&gt; - &lt;stderr/&gt; - &lt;/repeat&gt; - &lt;reasoning id=&quot;c92d1594-4487-4a42-a153-f0a99da1762f&quot;&gt;&lt;![CDATA[There is data available on the standard input channel. I have no other runnin - </stdout> - <stderr/> - </single> - <reasoning id="7566562e-feeb-4a4a-b8ff-4eaea93f930b"> - <![CDATA[ - - - I have successfully read the next part of the README.md file. - The file continues to provide an overview of the SIA project, including its purpose and how it operates. - The next step is to continue reading the README.md file to understand the project structure and identify any missing features. - I will use the `tail` command to display the next part of the README.md file. - - -]]> - </reasoning> - <single - exit_code="0" - id="c0ca60ee-05aa-45e8-80f0-fe37c16d0e41" - stdout_truncated="true"> - <![CDATA[tail -c +2048 /root/sia/README.md]]> - <stdout> - annel. I have no other running tasks to tend to and there is room in the context. I should read the standard input.]]&gt;&lt;/reasoning&gt; - &lt;read_stdin id=&quot;5361ad0d-3ed1-4567-9f5a-70f3b462fd8d&quot;&gt;&lt;![CDATA[Remind me to feed the cat tomorrow morning]]&gt;&lt;/read_stdin&gt; -&lt;/context&gt; -``` - -### Responses - -Start by reasoning about the task. -```xml -&lt;reasoning&gt; - John did not specify an exact time. - I&apos;ll suggest 9am. - He also did not specify how to be reminded. - I&apos;ll ask but if he doesn&apos;t respond I&apos;ll assume a text message on standard output is fine. - I&apos;ll write down this task in a file so I remember it even on a power failure. -&lt;/reasoning&gt; -``` - -Store important information on disk. -```xml - &lt;script&gt;&lt;![CDATA[echo &apos;Remind John to feed the cat on 2024-10-18T09:00:00+02:00. Use standard output.&apos; &gt; /tasks/reminder_to_feed_cat.txt]]&gt;&lt;/script&gt; -``` - -Respond to the user. -```xml -&lt;write_stdout&gt;I&apos;ll remind you to feed the cat tomorrow morning at 9am. Is a message on the standard output ok?&lt;/write_stdout&gt; -``` - -Clear initial reasoning. -```xml - </stdout> - <stderr/> - </single> - <reasoning id="4a92af78-dc3f-42e7-95e6-b1c7a9630013"> - <![CDATA[ - I have successfully read the next part of the README.md file. - The file continues to provide an overview of the SIA project, including its purpose and how it operates. - The next step is to continue reading the README.md file to understand the project structure and identify any missing features. - I will use the `tail` command to display the next part of the README.md file. -]]> - </reasoning> - <single - exit_code="0" - id="aa347374-0bfd-437c-b692-784dab52898f" - stdout_truncated="true"> - <![CDATA[tail -c +3072 /root/sia/README.md]]> - <stdout> - <![CDATA[ar initial reasoning. -```xml - <delete id="c92d1594-4487-4a42-a153-f0a99da1762f"/> -``` - -The conversation is kept in context to understand the user's expected response. -If the context was near full, it would be summarized and cleaned up. - -The `script` output is also kept in context. -If the file was updated often, it could be replaced by a repeated `cat`, like the general info. - -## Working principles - -The main context is regenerated for each iteration. -It contains info about the system and previous actions that have not been deleted. -Together with the system prompt and available core actions it forms the prompt for the LLM. -The LLM responds with one core action. - -### Core Actions - -There are only a few core actions: -- Starting a script -- Deleting data from context -- Stopping SIA -- Reading standard input -- Writing to standard output -- Reasoning - -### Scripts - -Scripts can run in one of 2 modes: single-shot or repeat. -Their mode and output (stdout and stderr) stay in the context until they are explicitly removed. -In]]> - </stdout> - <stderr/> - </single> - <reasoning id="cb3a2d09-0287-4ca0-9bf2-28f90f3a148e"> - <![CDATA[ - I have successfully read another part of the README.md file. - The file continues to provide an overview of the SIA project, including its purpose and how it operates. - I can use the structure of the markdown format to navigate through the file. - I will use the `grep` command to find headings and their offset. -]]> - </reasoning> - <single exit_code="0" id="e5067cb3-036a-4bc1-953b-730bef63d9aa"> - <![CDATA[ - grep -Eb "^#" /root/sia/README.md -]]> - <stdout> - <![CDATA[0:# SIA - The Self Improving Agent -668:## Example -832:### Context -2323:### Responses -3462:## Working principles -3759:### Core Actions -3953:### Scripts -4204:#### Single-shot script -4433:#### Repeat script -4711:### Use of XML -5022:#### XML Data Flow -5705:### The SIA process -6048:### Server for debuggin and human input -6619:## Architecture -6885:### Core Components -6908:#### Agent Architecture -7521:#### Working Memory -8059:#### Command Processing -8490:#### IO Handling -8787:### Processing Flow -8810:#### Standard Agent Flow -9109:#### Web Agent Flow -9472:### Web Interface -9600:#### Server-Client Communication -9932:#### WebServer Architecture -10351:### Diagrams -10367:#### Core classes -12662:#### Standard Agent Flow -13387:#### Web Agent -15536:#### Web Agent Flow -16522:#### Entry classes -18459:#### IO Buffer classes -19156:#### Command classes -]]> - </stdout> - <stderr/> - </single> - <reasoning id="9140a160-c687-4d5d-91c0-cca847d1ce9a"> - <![CDATA[ - I have successfully retrieved the headings and their offsets from the README.md file. - This will help me navigate through the file more efficiently. - The next step is to read the section on "Working principles" to understand the core actions and scripts better. - I will use the `tail` command with the appropriate offset and limit to display this full section. -]]> - </reasoning> -</context><single limit="3157"> - tail -c +3462 /root/sia/README.md -</single> \ No newline at end of file diff --git a/iterations/iteration_20241119_172645_984.xml b/iterations/iteration_20241119_172645_984.xml deleted file mode 100644 index 729b1f3..0000000 --- a/iterations/iteration_20241119_172645_984.xml +++ /dev/null @@ -1,418 +0,0 @@ - -<context - context="75.41" - cpu="0" - disk_total="1081101176832" - disk_used="125096517632" - gpu="0" - memory_total="16630435840" - memory_used="1049075712" - stdin="0" - time="2024-11-19T17:11:40Z"> - <read_stdin id="0cd183e6-3db7-4539-8b10-604f97c03a1e"> - <![CDATA[The SIA source is located in /root/sia. Not all features are implemented yet. Look at the readme and code to find what is missing. Make sure to unit test your work.]]> - </read_stdin> - <reasoning id="ab67e68c-766f-4602-9237-db99e1f4581c"> - <![CDATA[ - - I have received instructions to look at the SIA source code located in /root/sia. - I need to identify what features are missing and ensure that unit tests are implemented for my work. - First, I will navigate to the /root/sia directory and list its contents to understand the structure. - -]]> - </reasoning> - <single - exit_code="0" - id="e50ee4a4-8adc-496e-80ef-7cc3aaa8fd0b" - stdout_truncated="true"> - <![CDATA[ - ls -la /root/sia -]]> - <stdout> - <![CDATA[total 200 -drwxr-xr-x 1 root root 4096 Nov 19 16:07 . -drwx------ 1 root root 4096 Nov 19 16:07 .. -drwxr-xr-x 2 root root 4096 Oct 31 17:07 .crossnote --rwxr-xr-x 1 root root 14 Nov 4 16:01 .dockerignore -drwxr-xr-x 8 root root 4096 Nov 19 16:01 .git --rwxr-xr-x 1 root root 30 Nov 4 16:01 .gitignore --rwxr-xr-x 1 root root 843 Nov 4 14:52 Dockerfile --rwxr-xr-x 1 root root 19975 Nov 19 14:20 README.md -drwxr-xr-x 2 root root 4096 Nov 15 16:10 _test --rwxr-xr-x 1 root root 3923 Nov 13 15:56 action_schema.xsd --rwxr-xr-x 1 root root 2064 Nov 6 12:29 claude.sh --rwxr-xr-x 1 root root 85153 Nov 14 13:30 claude.txt --rwxr-xr-x 1 root root 572 Nov 19 14:20 install.sh -drwxr-xr-x 2 root root 4096 Nov 19 16:30 iterations --rwxr-xr-x 1 root root 105 Nov 19 14:20 requirements.txt --rwxr-xr-x 1 root root 218 Nov 12 16:26 run.sh -drwxr-xr-x 1 root root 4096 Nov 19 16:07 sia -drwxr-xr-x 3 root root 4096 Nov 19 16:01 static --rwxr-xr-x 1 root root 4120 Nov 13 16:05 system_prompt.md -drwxr-xr-x 2 root root 4096 N]]> - </stdout> - <stderr/> - </single> - <reasoning id="206f9da6-b57a-46c3-b698-110b18602aab"> - <![CDATA[ - - I have successfully listed the contents of the /root/sia directory. - The directory contains several files and subdirectories, including a README.md file, a Dockerfile, and various scripts. - The next step is to read the README.md file to understand the project structure and identify any missing features. - I will use the `cat` command to display the contents of the README.md file. - -]]> - </reasoning> - <single - exit_code="0" - id="702b5383-e8df-4bb8-a021-d966bbf9e3fb" - stdout_truncated="true"> - <![CDATA[cat /root/sia/README.md]]> - <stdout> - <![CDATA[# SIA - The Self Improving Agent - -SIA is an agentic artificial intelligence system that autonomously completes complex tasks by writing and executing scripts. -It uses a Large Language Model (LLM) which operates in a loop. -Each iteration a context is updated with system info and a list of previous reasoning and actions. -The agent responds with a new reasoning or an action. -Context, reasoning and actions are stored in a file for each iteration. -SIA can read past iterations to improve its reasoning and actions. -It can improve in two ways: -- By finetuning the LLM with a better reasoning or action for a given context -- By modifying its own source code - -## Example - -This example shows a typical context with some monitored items and previous actions. -Between each of the responses, the context would be updated. - -### Context - -```xml -<context - time="2024-10-18T12:00:00Z" - cpu="12" - gpu="26" - memory_used="9556302234" - memory_total="17179869184" - disk_used="244434939904" - disk_total="273145991168" - context="3" - s]]> - </stdout> - <stderr/> - </single> - <reasoning id="1e3cc87a-8c0d-4f29-9f0b-89b3825b08e0"> - <![CDATA[ - - I have successfully read the beginning of the README.md file. - The file provides an overview of the SIA project, including its purpose and how it operates. - The next step is to continue reading the README.md file to understand the project structure and identify any missing features. - I will use the `tail` command to display the next part of the README.md file. - -]]> - </reasoning> - <single - exit_code="0" - id="394be1d8-3a5c-4794-abf2-771cb2e5e8c0" - stdout_truncated="true"> - <![CDATA[tail -c +1024 /root/sia/README.md]]> - <stdout> - 145991168&quot; - context=&quot;3&quot; - stdin=&quot;0&quot; -/&gt; - &lt;repeat id=&quot;a3d89ee5-28ec-4c5a-b9e9-a30af53d43a0&quot; exit_code=&quot;0&quot;&gt; - &lt;![CDATA[ls -lah /]]&gt; - &lt;stdout&gt;&lt;![CDATA[total 16K -drwxr-xr-x 1 sia 1049089 0 Oct 28 13:40 ./ -drwxr-xr-x 1 sia 1049089 0 Oct 28 13:40 ../ -drwxr-xr-x 1 sia 1049089 0 Oct 28 13:40 tasks/ -drwxr-xr-x 1 sia 1049089 0 Oct 28 13:40 user/ -]]&gt;&lt;/stdout&gt; - &lt;stderr/&gt; - &lt;/repeat&gt; - &lt;repeat id=&quot;be8070f8-dbd2-47ee-a208-defe6fd49ae0&quot; exit_code=&quot;0&quot;&gt; - &lt;![CDATA[ls -lah /tasks]]&gt; - &lt;stdout&gt;&lt;![CDATA[total 0 -drwxr-xr-x 1 ngeens 1049089 0 Oct 28 13:40 ./ -drwxr-xr-x 1 ngeens 1049089 0 Oct 28 13:40 ../ -]]&gt;&lt;/stdout&gt; - &lt;stderr/&gt; - &lt;/repeat&gt; - &lt;repeat id=&quot;375e1657-8140-456b-bda4-a8690bc4b3fb&quot; exit_code=&quot;0&quot;&gt; - &lt;![CDATA[cat /user/general_info.txt]]&gt; - &lt;stdout&gt;&lt;![CDATA[Name: John (I don&apos;t know his last name) -Location: Somewhere in Belgium -]]&gt;&lt;/stdout&gt; - &lt;stderr/&gt; - &lt;/repeat&gt; - &lt;reasoning id=&quot;c92d1594-4487-4a42-a153-f0a99da1762f&quot;&gt;&lt;![CDATA[There is data available on the standard input channel. I have no other runnin - </stdout> - <stderr/> - </single> - <reasoning id="7566562e-feeb-4a4a-b8ff-4eaea93f930b"> - <![CDATA[ - - - I have successfully read the next part of the README.md file. - The file continues to provide an overview of the SIA project, including its purpose and how it operates. - The next step is to continue reading the README.md file to understand the project structure and identify any missing features. - I will use the `tail` command to display the next part of the README.md file. - - -]]> - </reasoning> - <single - exit_code="0" - id="c0ca60ee-05aa-45e8-80f0-fe37c16d0e41" - stdout_truncated="true"> - <![CDATA[tail -c +2048 /root/sia/README.md]]> - <stdout> - annel. I have no other running tasks to tend to and there is room in the context. I should read the standard input.]]&gt;&lt;/reasoning&gt; - &lt;read_stdin id=&quot;5361ad0d-3ed1-4567-9f5a-70f3b462fd8d&quot;&gt;&lt;![CDATA[Remind me to feed the cat tomorrow morning]]&gt;&lt;/read_stdin&gt; -&lt;/context&gt; -``` - -### Responses - -Start by reasoning about the task. -```xml -&lt;reasoning&gt; - John did not specify an exact time. - I&apos;ll suggest 9am. - He also did not specify how to be reminded. - I&apos;ll ask but if he doesn&apos;t respond I&apos;ll assume a text message on standard output is fine. - I&apos;ll write down this task in a file so I remember it even on a power failure. -&lt;/reasoning&gt; -``` - -Store important information on disk. -```xml - &lt;script&gt;&lt;![CDATA[echo &apos;Remind John to feed the cat on 2024-10-18T09:00:00+02:00. Use standard output.&apos; &gt; /tasks/reminder_to_feed_cat.txt]]&gt;&lt;/script&gt; -``` - -Respond to the user. -```xml -&lt;write_stdout&gt;I&apos;ll remind you to feed the cat tomorrow morning at 9am. Is a message on the standard output ok?&lt;/write_stdout&gt; -``` - -Clear initial reasoning. -```xml - </stdout> - <stderr/> - </single> - <reasoning id="4a92af78-dc3f-42e7-95e6-b1c7a9630013"> - <![CDATA[ - I have successfully read the next part of the README.md file. - The file continues to provide an overview of the SIA project, including its purpose and how it operates. - The next step is to continue reading the README.md file to understand the project structure and identify any missing features. - I will use the `tail` command to display the next part of the README.md file. -]]> - </reasoning> - <single - exit_code="0" - id="aa347374-0bfd-437c-b692-784dab52898f" - stdout_truncated="true"> - <![CDATA[tail -c +3072 /root/sia/README.md]]> - <stdout> - <![CDATA[ar initial reasoning. -```xml - <delete id="c92d1594-4487-4a42-a153-f0a99da1762f"/> -``` - -The conversation is kept in context to understand the user's expected response. -If the context was near full, it would be summarized and cleaned up. - -The `script` output is also kept in context. -If the file was updated often, it could be replaced by a repeated `cat`, like the general info. - -## Working principles - -The main context is regenerated for each iteration. -It contains info about the system and previous actions that have not been deleted. -Together with the system prompt and available core actions it forms the prompt for the LLM. -The LLM responds with one core action. - -### Core Actions - -There are only a few core actions: -- Starting a script -- Deleting data from context -- Stopping SIA -- Reading standard input -- Writing to standard output -- Reasoning - -### Scripts - -Scripts can run in one of 2 modes: single-shot or repeat. -Their mode and output (stdout and stderr) stay in the context until they are explicitly removed. -In]]> - </stdout> - <stderr/> - </single> - <reasoning id="cb3a2d09-0287-4ca0-9bf2-28f90f3a148e"> - <![CDATA[ - I have successfully read another part of the README.md file. - The file continues to provide an overview of the SIA project, including its purpose and how it operates. - I can use the structure of the markdown format to navigate through the file. - I will use the `grep` command to find headings and their offset. -]]> - </reasoning> - <single exit_code="0" id="e5067cb3-036a-4bc1-953b-730bef63d9aa"> - <![CDATA[ - grep -Eb "^#" /root/sia/README.md -]]> - <stdout> - <![CDATA[0:# SIA - The Self Improving Agent -668:## Example -832:### Context -2323:### Responses -3462:## Working principles -3759:### Core Actions -3953:### Scripts -4204:#### Single-shot script -4433:#### Repeat script -4711:### Use of XML -5022:#### XML Data Flow -5705:### The SIA process -6048:### Server for debuggin and human input -6619:## Architecture -6885:### Core Components -6908:#### Agent Architecture -7521:#### Working Memory -8059:#### Command Processing -8490:#### IO Handling -8787:### Processing Flow -8810:#### Standard Agent Flow -9109:#### Web Agent Flow -9472:### Web Interface -9600:#### Server-Client Communication -9932:#### WebServer Architecture -10351:### Diagrams -10367:#### Core classes -12662:#### Standard Agent Flow -13387:#### Web Agent -15536:#### Web Agent Flow -16522:#### Entry classes -18459:#### IO Buffer classes -19156:#### Command classes -]]> - </stdout> - <stderr/> - </single> - <reasoning id="9140a160-c687-4d5d-91c0-cca847d1ce9a"> - <![CDATA[ - I have successfully retrieved the headings and their offsets from the README.md file. - This will help me navigate through the file more efficiently. - The next step is to read the section on "Working principles" to understand the core actions and scripts better. - I will use the `tail` command with the appropriate offset and limit to display this full section. -]]> - </reasoning> - <single - exit_code="0" - id="83bbaded-c55f-4a10-a8f5-e3e97badc842" - limit="3157" - stdout_truncated="true"> - <![CDATA[ - tail -c +3462 /root/sia/README.md -]]> - <stdout> - <![CDATA[ -## Working principles - -The main context is regenerated for each iteration. -It contains info about the system and previous actions that have not been deleted. -Together with the system prompt and available core actions it forms the prompt for the LLM. -The LLM responds with one core action. - -### Core Actions - -There are only a few core actions: -- Starting a script -- Deleting data from context -- Stopping SIA -- Reading standard input -- Writing to standard output -- Reasoning - -### Scripts - -Scripts can run in one of 2 modes: single-shot or repeat. -Their mode and output (stdout and stderr) stay in the context until they are explicitly removed. -In this way the agent manages what information is available in the context. - -#### Single-shot script - -The script is executed once. -This is useful for most operations e.g. writing to or moving a file or downloading content from the internet. -The next iteration starts after the scripts has finished. - -#### Repeat script - -The script is restarted on each iteration. -This is useful for monitoring files or the file system. -commands like `head` and `tail` can be used to limit the data in context. -The next iteration starts after all repeat scripts in context have finished. - -### Use of XML - -The context and actions are formatted as XML. -For the context this adds clear rules for escaping. -This is usefull in case a previous context is embedded. - -The LLM is free to escape data any way it wants, -as long as it results in valid XML. -The response is validated against a schema. - -#### XML Data Flow -Entries store their content as raw text. During context compilation, the XML formatter -wraps text content in CDATA sections, except when the content contains CDATA closing sequences. -In those cases, the formatter uses standard XML escaping. - -This separation between storage and formatting: -- Keeps entry data clean and unescaped -- Centralizes XML formatting rules -- Makes it easy to change escaping rules without modifying entries -- Allows different formatting for different use cases - -The Context is escaped using CDATA blocks. -Except when the data contains CDATA closing sequences. -Then the whole block is escaped using standard XML escaping. - - -### The SIA process - -SIA is typically runs with the `restart.sh` script. -This is a simple shell script that runs SIA in a loop. -When stopped, SIA restarts and reloads the Python files. -This is how SIA can self-update. - -SIA can also run SIA processes as script. -This can be used for testing updates to the LLM or core functionality. - -### Server for debuggin and human input - -SIA can be started with an optional `--server` flag. -This starts a web server that can be used to interact with SIA. -It is made, specifically for reinforcement learning by human feedback. -The web interface takes over standard input and output. -It will display the context for editing before handing it to the LLM. -After each run of the LLM, before parsing, it will display the reasoning and actions. -It interactively displays if the actions can be parsed. -At any time, the user can write to the standard input of SIA. - -## Architecture - -SIA follows a modular architecture centered around an agent that ]]> - </stdout> - <stderr/> - </single> -</context><reasoning> - My context usage is high. - This seems like a large task. - I will store the user's request in a notes directory. - Here I can formulate a plan. - I will use the `delete` action to clean up the context as I go. -</reasoning> \ No newline at end of file diff --git a/iterations/iteration_20241119_173155_263.xml b/iterations/iteration_20241119_173155_263.xml deleted file mode 100644 index c3852f5..0000000 --- a/iterations/iteration_20241119_173155_263.xml +++ /dev/null @@ -1,421 +0,0 @@ - -<context - context="76.58" - cpu="0" - disk_total="1081101176832" - disk_used="125096546304" - gpu="0" - memory_total="16630435840" - memory_used="1046962176" - stdin="0" - time="2024-11-19T17:26:45Z"> - <read_stdin id="0cd183e6-3db7-4539-8b10-604f97c03a1e"> - <![CDATA[The SIA source is located in /root/sia. Not all features are implemented yet. Look at the readme and code to find what is missing. Make sure to unit test your work.]]> - </read_stdin> - <reasoning id="ab67e68c-766f-4602-9237-db99e1f4581c"> - <![CDATA[ - - I have received instructions to look at the SIA source code located in /root/sia. - I need to identify what features are missing and ensure that unit tests are implemented for my work. - First, I will navigate to the /root/sia directory and list its contents to understand the structure. - -]]> - </reasoning> - <single - exit_code="0" - id="e50ee4a4-8adc-496e-80ef-7cc3aaa8fd0b" - stdout_truncated="true"> - <![CDATA[ - ls -la /root/sia -]]> - <stdout> - <![CDATA[total 200 -drwxr-xr-x 1 root root 4096 Nov 19 16:07 . -drwx------ 1 root root 4096 Nov 19 16:07 .. -drwxr-xr-x 2 root root 4096 Oct 31 17:07 .crossnote --rwxr-xr-x 1 root root 14 Nov 4 16:01 .dockerignore -drwxr-xr-x 8 root root 4096 Nov 19 16:01 .git --rwxr-xr-x 1 root root 30 Nov 4 16:01 .gitignore --rwxr-xr-x 1 root root 843 Nov 4 14:52 Dockerfile --rwxr-xr-x 1 root root 19975 Nov 19 14:20 README.md -drwxr-xr-x 2 root root 4096 Nov 15 16:10 _test --rwxr-xr-x 1 root root 3923 Nov 13 15:56 action_schema.xsd --rwxr-xr-x 1 root root 2064 Nov 6 12:29 claude.sh --rwxr-xr-x 1 root root 85153 Nov 14 13:30 claude.txt --rwxr-xr-x 1 root root 572 Nov 19 14:20 install.sh -drwxr-xr-x 2 root root 4096 Nov 19 16:30 iterations --rwxr-xr-x 1 root root 105 Nov 19 14:20 requirements.txt --rwxr-xr-x 1 root root 218 Nov 12 16:26 run.sh -drwxr-xr-x 1 root root 4096 Nov 19 16:07 sia -drwxr-xr-x 3 root root 4096 Nov 19 16:01 static --rwxr-xr-x 1 root root 4120 Nov 13 16:05 system_prompt.md -drwxr-xr-x 2 root root 4096 N]]> - </stdout> - <stderr/> - </single> - <reasoning id="206f9da6-b57a-46c3-b698-110b18602aab"> - <![CDATA[ - - I have successfully listed the contents of the /root/sia directory. - The directory contains several files and subdirectories, including a README.md file, a Dockerfile, and various scripts. - The next step is to read the README.md file to understand the project structure and identify any missing features. - I will use the `cat` command to display the contents of the README.md file. - -]]> - </reasoning> - <single - exit_code="0" - id="702b5383-e8df-4bb8-a021-d966bbf9e3fb" - stdout_truncated="true"> - <![CDATA[cat /root/sia/README.md]]> - <stdout> - <![CDATA[# SIA - The Self Improving Agent - -SIA is an agentic artificial intelligence system that autonomously completes complex tasks by writing and executing scripts. -It uses a Large Language Model (LLM) which operates in a loop. -Each iteration a context is updated with system info and a list of previous reasoning and actions. -The agent responds with a new reasoning or an action. -Context, reasoning and actions are stored in a file for each iteration. -SIA can read past iterations to improve its reasoning and actions. -It can improve in two ways: -- By finetuning the LLM with a better reasoning or action for a given context -- By modifying its own source code - -## Example - -This example shows a typical context with some monitored items and previous actions. -Between each of the responses, the context would be updated. - -### Context - -```xml -<context - time="2024-10-18T12:00:00Z" - cpu="12" - gpu="26" - memory_used="9556302234" - memory_total="17179869184" - disk_used="244434939904" - disk_total="273145991168" - context="3" - s]]> - </stdout> - <stderr/> - </single> - <reasoning id="1e3cc87a-8c0d-4f29-9f0b-89b3825b08e0"> - <![CDATA[ - - I have successfully read the beginning of the README.md file. - The file provides an overview of the SIA project, including its purpose and how it operates. - The next step is to continue reading the README.md file to understand the project structure and identify any missing features. - I will use the `tail` command to display the next part of the README.md file. - -]]> - </reasoning> - <single - exit_code="0" - id="394be1d8-3a5c-4794-abf2-771cb2e5e8c0" - stdout_truncated="true"> - <![CDATA[tail -c +1024 /root/sia/README.md]]> - <stdout> - 145991168&quot; - context=&quot;3&quot; - stdin=&quot;0&quot; -/&gt; - &lt;repeat id=&quot;a3d89ee5-28ec-4c5a-b9e9-a30af53d43a0&quot; exit_code=&quot;0&quot;&gt; - &lt;![CDATA[ls -lah /]]&gt; - &lt;stdout&gt;&lt;![CDATA[total 16K -drwxr-xr-x 1 sia 1049089 0 Oct 28 13:40 ./ -drwxr-xr-x 1 sia 1049089 0 Oct 28 13:40 ../ -drwxr-xr-x 1 sia 1049089 0 Oct 28 13:40 tasks/ -drwxr-xr-x 1 sia 1049089 0 Oct 28 13:40 user/ -]]&gt;&lt;/stdout&gt; - &lt;stderr/&gt; - &lt;/repeat&gt; - &lt;repeat id=&quot;be8070f8-dbd2-47ee-a208-defe6fd49ae0&quot; exit_code=&quot;0&quot;&gt; - &lt;![CDATA[ls -lah /tasks]]&gt; - &lt;stdout&gt;&lt;![CDATA[total 0 -drwxr-xr-x 1 ngeens 1049089 0 Oct 28 13:40 ./ -drwxr-xr-x 1 ngeens 1049089 0 Oct 28 13:40 ../ -]]&gt;&lt;/stdout&gt; - &lt;stderr/&gt; - &lt;/repeat&gt; - &lt;repeat id=&quot;375e1657-8140-456b-bda4-a8690bc4b3fb&quot; exit_code=&quot;0&quot;&gt; - &lt;![CDATA[cat /user/general_info.txt]]&gt; - &lt;stdout&gt;&lt;![CDATA[Name: John (I don&apos;t know his last name) -Location: Somewhere in Belgium -]]&gt;&lt;/stdout&gt; - &lt;stderr/&gt; - &lt;/repeat&gt; - &lt;reasoning id=&quot;c92d1594-4487-4a42-a153-f0a99da1762f&quot;&gt;&lt;![CDATA[There is data available on the standard input channel. I have no other runnin - </stdout> - <stderr/> - </single> - <reasoning id="7566562e-feeb-4a4a-b8ff-4eaea93f930b"> - <![CDATA[ - - - I have successfully read the next part of the README.md file. - The file continues to provide an overview of the SIA project, including its purpose and how it operates. - The next step is to continue reading the README.md file to understand the project structure and identify any missing features. - I will use the `tail` command to display the next part of the README.md file. - - -]]> - </reasoning> - <single - exit_code="0" - id="c0ca60ee-05aa-45e8-80f0-fe37c16d0e41" - stdout_truncated="true"> - <![CDATA[tail -c +2048 /root/sia/README.md]]> - <stdout> - annel. I have no other running tasks to tend to and there is room in the context. I should read the standard input.]]&gt;&lt;/reasoning&gt; - &lt;read_stdin id=&quot;5361ad0d-3ed1-4567-9f5a-70f3b462fd8d&quot;&gt;&lt;![CDATA[Remind me to feed the cat tomorrow morning]]&gt;&lt;/read_stdin&gt; -&lt;/context&gt; -``` - -### Responses - -Start by reasoning about the task. -```xml -&lt;reasoning&gt; - John did not specify an exact time. - I&apos;ll suggest 9am. - He also did not specify how to be reminded. - I&apos;ll ask but if he doesn&apos;t respond I&apos;ll assume a text message on standard output is fine. - I&apos;ll write down this task in a file so I remember it even on a power failure. -&lt;/reasoning&gt; -``` - -Store important information on disk. -```xml - &lt;script&gt;&lt;![CDATA[echo &apos;Remind John to feed the cat on 2024-10-18T09:00:00+02:00. Use standard output.&apos; &gt; /tasks/reminder_to_feed_cat.txt]]&gt;&lt;/script&gt; -``` - -Respond to the user. -```xml -&lt;write_stdout&gt;I&apos;ll remind you to feed the cat tomorrow morning at 9am. Is a message on the standard output ok?&lt;/write_stdout&gt; -``` - -Clear initial reasoning. -```xml - </stdout> - <stderr/> - </single> - <reasoning id="4a92af78-dc3f-42e7-95e6-b1c7a9630013"> - <![CDATA[ - I have successfully read the next part of the README.md file. - The file continues to provide an overview of the SIA project, including its purpose and how it operates. - The next step is to continue reading the README.md file to understand the project structure and identify any missing features. - I will use the `tail` command to display the next part of the README.md file. -]]> - </reasoning> - <single - exit_code="0" - id="aa347374-0bfd-437c-b692-784dab52898f" - stdout_truncated="true"> - <![CDATA[tail -c +3072 /root/sia/README.md]]> - <stdout> - <![CDATA[ar initial reasoning. -```xml - <delete id="c92d1594-4487-4a42-a153-f0a99da1762f"/> -``` - -The conversation is kept in context to understand the user's expected response. -If the context was near full, it would be summarized and cleaned up. - -The `script` output is also kept in context. -If the file was updated often, it could be replaced by a repeated `cat`, like the general info. - -## Working principles - -The main context is regenerated for each iteration. -It contains info about the system and previous actions that have not been deleted. -Together with the system prompt and available core actions it forms the prompt for the LLM. -The LLM responds with one core action. - -### Core Actions - -There are only a few core actions: -- Starting a script -- Deleting data from context -- Stopping SIA -- Reading standard input -- Writing to standard output -- Reasoning - -### Scripts - -Scripts can run in one of 2 modes: single-shot or repeat. -Their mode and output (stdout and stderr) stay in the context until they are explicitly removed. -In]]> - </stdout> - <stderr/> - </single> - <reasoning id="cb3a2d09-0287-4ca0-9bf2-28f90f3a148e"> - <![CDATA[ - I have successfully read another part of the README.md file. - The file continues to provide an overview of the SIA project, including its purpose and how it operates. - I can use the structure of the markdown format to navigate through the file. - I will use the `grep` command to find headings and their offset. -]]> - </reasoning> - <single exit_code="0" id="e5067cb3-036a-4bc1-953b-730bef63d9aa"> - <![CDATA[ - grep -Eb "^#" /root/sia/README.md -]]> - <stdout> - <![CDATA[0:# SIA - The Self Improving Agent -668:## Example -832:### Context -2323:### Responses -3462:## Working principles -3759:### Core Actions -3953:### Scripts -4204:#### Single-shot script -4433:#### Repeat script -4711:### Use of XML -5022:#### XML Data Flow -5705:### The SIA process -6048:### Server for debuggin and human input -6619:## Architecture -6885:### Core Components -6908:#### Agent Architecture -7521:#### Working Memory -8059:#### Command Processing -8490:#### IO Handling -8787:### Processing Flow -8810:#### Standard Agent Flow -9109:#### Web Agent Flow -9472:### Web Interface -9600:#### Server-Client Communication -9932:#### WebServer Architecture -10351:### Diagrams -10367:#### Core classes -12662:#### Standard Agent Flow -13387:#### Web Agent -15536:#### Web Agent Flow -16522:#### Entry classes -18459:#### IO Buffer classes -19156:#### Command classes -]]> - </stdout> - <stderr/> - </single> - <reasoning id="9140a160-c687-4d5d-91c0-cca847d1ce9a"> - <![CDATA[ - I have successfully retrieved the headings and their offsets from the README.md file. - This will help me navigate through the file more efficiently. - The next step is to read the section on "Working principles" to understand the core actions and scripts better. - I will use the `tail` command with the appropriate offset and limit to display this full section. -]]> - </reasoning> - <single - exit_code="0" - id="83bbaded-c55f-4a10-a8f5-e3e97badc842" - limit="3157" - stdout_truncated="true"> - <![CDATA[ - tail -c +3462 /root/sia/README.md -]]> - <stdout> - <![CDATA[ -## Working principles - -The main context is regenerated for each iteration. -It contains info about the system and previous actions that have not been deleted. -Together with the system prompt and available core actions it forms the prompt for the LLM. -The LLM responds with one core action. - -### Core Actions - -There are only a few core actions: -- Starting a script -- Deleting data from context -- Stopping SIA -- Reading standard input -- Writing to standard output -- Reasoning - -### Scripts - -Scripts can run in one of 2 modes: single-shot or repeat. -Their mode and output (stdout and stderr) stay in the context until they are explicitly removed. -In this way the agent manages what information is available in the context. - -#### Single-shot script - -The script is executed once. -This is useful for most operations e.g. writing to or moving a file or downloading content from the internet. -The next iteration starts after the scripts has finished. - -#### Repeat script - -The script is restarted on each iteration. -This is useful for monitoring files or the file system. -commands like `head` and `tail` can be used to limit the data in context. -The next iteration starts after all repeat scripts in context have finished. - -### Use of XML - -The context and actions are formatted as XML. -For the context this adds clear rules for escaping. -This is usefull in case a previous context is embedded. - -The LLM is free to escape data any way it wants, -as long as it results in valid XML. -The response is validated against a schema. - -#### XML Data Flow -Entries store their content as raw text. During context compilation, the XML formatter -wraps text content in CDATA sections, except when the content contains CDATA closing sequences. -In those cases, the formatter uses standard XML escaping. - -This separation between storage and formatting: -- Keeps entry data clean and unescaped -- Centralizes XML formatting rules -- Makes it easy to change escaping rules without modifying entries -- Allows different formatting for different use cases - -The Context is escaped using CDATA blocks. -Except when the data contains CDATA closing sequences. -Then the whole block is escaped using standard XML escaping. - - -### The SIA process - -SIA is typically runs with the `restart.sh` script. -This is a simple shell script that runs SIA in a loop. -When stopped, SIA restarts and reloads the Python files. -This is how SIA can self-update. - -SIA can also run SIA processes as script. -This can be used for testing updates to the LLM or core functionality. - -### Server for debuggin and human input - -SIA can be started with an optional `--server` flag. -This starts a web server that can be used to interact with SIA. -It is made, specifically for reinforcement learning by human feedback. -The web interface takes over standard input and output. -It will display the context for editing before handing it to the LLM. -After each run of the LLM, before parsing, it will display the reasoning and actions. -It interactively displays if the actions can be parsed. -At any time, the user can write to the standard input of SIA. - -## Architecture - -SIA follows a modular architecture centered around an agent that ]]> - </stdout> - <stderr/> - </single> - <reasoning id="094d22fd-dc5d-4842-85f0-5d3bf8cd1a7b"> - <![CDATA[ - My context usage is high. - This seems like a large task. - I will store the user's request in a notes directory. - Here I can formulate a plan. - I will use the `delete` action to clean up the context as I go. -]]> - </reasoning> -</context><single>mkdir /root/notes</single> \ No newline at end of file diff --git a/iterations/iteration_20241119_174856_198.xml b/iterations/iteration_20241119_174856_198.xml deleted file mode 100644 index 846efa7..0000000 --- a/iterations/iteration_20241119_174856_198.xml +++ /dev/null @@ -1,432 +0,0 @@ - -<context - context="77.34" - cpu="0" - disk_total="1081101176832" - disk_used="125140525056" - gpu="0" - memory_total="16630435840" - memory_used="1040027648" - stdin="0" - time="2024-11-19T17:48:30Z"> - <read_stdin id="0cd183e6-3db7-4539-8b10-604f97c03a1e"> - <![CDATA[The SIA source is located in /root/sia. Not all features are implemented yet. Look at the readme and code to find what is missing. Make sure to unit test your work.]]> - </read_stdin> - <reasoning id="ab67e68c-766f-4602-9237-db99e1f4581c"> - <![CDATA[ - - I have received instructions to look at the SIA source code located in /root/sia. - I need to identify what features are missing and ensure that unit tests are implemented for my work. - First, I will navigate to the /root/sia directory and list its contents to understand the structure. - -]]> - </reasoning> - <single - exit_code="0" - id="e50ee4a4-8adc-496e-80ef-7cc3aaa8fd0b" - stdout_truncated="true"> - <![CDATA[ - ls -la /root/sia -]]> - <stdout> - <![CDATA[total 200 -drwxr-xr-x 1 root root 4096 Nov 19 16:07 . -drwx------ 1 root root 4096 Nov 19 16:07 .. -drwxr-xr-x 2 root root 4096 Oct 31 17:07 .crossnote --rwxr-xr-x 1 root root 14 Nov 4 16:01 .dockerignore -drwxr-xr-x 8 root root 4096 Nov 19 16:01 .git --rwxr-xr-x 1 root root 30 Nov 4 16:01 .gitignore --rwxr-xr-x 1 root root 843 Nov 4 14:52 Dockerfile --rwxr-xr-x 1 root root 19975 Nov 19 14:20 README.md -drwxr-xr-x 2 root root 4096 Nov 15 16:10 _test --rwxr-xr-x 1 root root 3923 Nov 13 15:56 action_schema.xsd --rwxr-xr-x 1 root root 2064 Nov 6 12:29 claude.sh --rwxr-xr-x 1 root root 85153 Nov 14 13:30 claude.txt --rwxr-xr-x 1 root root 572 Nov 19 14:20 install.sh -drwxr-xr-x 2 root root 4096 Nov 19 16:30 iterations --rwxr-xr-x 1 root root 105 Nov 19 14:20 requirements.txt --rwxr-xr-x 1 root root 218 Nov 12 16:26 run.sh -drwxr-xr-x 1 root root 4096 Nov 19 16:07 sia -drwxr-xr-x 3 root root 4096 Nov 19 16:01 static --rwxr-xr-x 1 root root 4120 Nov 13 16:05 system_prompt.md -drwxr-xr-x 2 root root 4096 N]]> - </stdout> - <stderr/> - </single> - <reasoning id="206f9da6-b57a-46c3-b698-110b18602aab"> - <![CDATA[ - - I have successfully listed the contents of the /root/sia directory. - The directory contains several files and subdirectories, including a README.md file, a Dockerfile, and various scripts. - The next step is to read the README.md file to understand the project structure and identify any missing features. - I will use the `cat` command to display the contents of the README.md file. - -]]> - </reasoning> - <single - exit_code="0" - id="702b5383-e8df-4bb8-a021-d966bbf9e3fb" - stdout_truncated="true"> - <![CDATA[cat /root/sia/README.md]]> - <stdout> - <![CDATA[# SIA - The Self Improving Agent - -SIA is an agentic artificial intelligence system that autonomously completes complex tasks by writing and executing scripts. -It uses a Large Language Model (LLM) which operates in a loop. -Each iteration a context is updated with system info and a list of previous reasoning and actions. -The agent responds with a new reasoning or an action. -Context, reasoning and actions are stored in a file for each iteration. -SIA can read past iterations to improve its reasoning and actions. -It can improve in two ways: -- By finetuning the LLM with a better reasoning or action for a given context -- By modifying its own source code - -## Example - -This example shows a typical context with some monitored items and previous actions. -Between each of the responses, the context would be updated. - -### Context - -```xml -<context - time="2024-10-18T12:00:00Z" - cpu="12" - gpu="26" - memory_used="9556302234" - memory_total="17179869184" - disk_used="244434939904" - disk_total="273145991168" - context="3" - s]]> - </stdout> - <stderr/> - </single> - <reasoning id="1e3cc87a-8c0d-4f29-9f0b-89b3825b08e0"> - <![CDATA[ - - I have successfully read the beginning of the README.md file. - The file provides an overview of the SIA project, including its purpose and how it operates. - The next step is to continue reading the README.md file to understand the project structure and identify any missing features. - I will use the `tail` command to display the next part of the README.md file. - -]]> - </reasoning> - <single - exit_code="0" - id="394be1d8-3a5c-4794-abf2-771cb2e5e8c0" - stdout_truncated="true"> - <![CDATA[tail -c +1024 /root/sia/README.md]]> - <stdout> - 145991168&quot; - context=&quot;3&quot; - stdin=&quot;0&quot; -/&gt; - &lt;repeat id=&quot;a3d89ee5-28ec-4c5a-b9e9-a30af53d43a0&quot; exit_code=&quot;0&quot;&gt; - &lt;![CDATA[ls -lah /]]&gt; - &lt;stdout&gt;&lt;![CDATA[total 16K -drwxr-xr-x 1 sia 1049089 0 Oct 28 13:40 ./ -drwxr-xr-x 1 sia 1049089 0 Oct 28 13:40 ../ -drwxr-xr-x 1 sia 1049089 0 Oct 28 13:40 tasks/ -drwxr-xr-x 1 sia 1049089 0 Oct 28 13:40 user/ -]]&gt;&lt;/stdout&gt; - &lt;stderr/&gt; - &lt;/repeat&gt; - &lt;repeat id=&quot;be8070f8-dbd2-47ee-a208-defe6fd49ae0&quot; exit_code=&quot;0&quot;&gt; - &lt;![CDATA[ls -lah /tasks]]&gt; - &lt;stdout&gt;&lt;![CDATA[total 0 -drwxr-xr-x 1 ngeens 1049089 0 Oct 28 13:40 ./ -drwxr-xr-x 1 ngeens 1049089 0 Oct 28 13:40 ../ -]]&gt;&lt;/stdout&gt; - &lt;stderr/&gt; - &lt;/repeat&gt; - &lt;repeat id=&quot;375e1657-8140-456b-bda4-a8690bc4b3fb&quot; exit_code=&quot;0&quot;&gt; - &lt;![CDATA[cat /user/general_info.txt]]&gt; - &lt;stdout&gt;&lt;![CDATA[Name: John (I don&apos;t know his last name) -Location: Somewhere in Belgium -]]&gt;&lt;/stdout&gt; - &lt;stderr/&gt; - &lt;/repeat&gt; - &lt;reasoning id=&quot;c92d1594-4487-4a42-a153-f0a99da1762f&quot;&gt;&lt;![CDATA[There is data available on the standard input channel. I have no other runnin - </stdout> - <stderr/> - </single> - <reasoning id="7566562e-feeb-4a4a-b8ff-4eaea93f930b"> - <![CDATA[ - - - I have successfully read the next part of the README.md file. - The file continues to provide an overview of the SIA project, including its purpose and how it operates. - The next step is to continue reading the README.md file to understand the project structure and identify any missing features. - I will use the `tail` command to display the next part of the README.md file. - - -]]> - </reasoning> - <single - exit_code="0" - id="c0ca60ee-05aa-45e8-80f0-fe37c16d0e41" - stdout_truncated="true"> - <![CDATA[tail -c +2048 /root/sia/README.md]]> - <stdout> - annel. I have no other running tasks to tend to and there is room in the context. I should read the standard input.]]&gt;&lt;/reasoning&gt; - &lt;read_stdin id=&quot;5361ad0d-3ed1-4567-9f5a-70f3b462fd8d&quot;&gt;&lt;![CDATA[Remind me to feed the cat tomorrow morning]]&gt;&lt;/read_stdin&gt; -&lt;/context&gt; -``` - -### Responses - -Start by reasoning about the task. -```xml -&lt;reasoning&gt; - John did not specify an exact time. - I&apos;ll suggest 9am. - He also did not specify how to be reminded. - I&apos;ll ask but if he doesn&apos;t respond I&apos;ll assume a text message on standard output is fine. - I&apos;ll write down this task in a file so I remember it even on a power failure. -&lt;/reasoning&gt; -``` - -Store important information on disk. -```xml - &lt;script&gt;&lt;![CDATA[echo &apos;Remind John to feed the cat on 2024-10-18T09:00:00+02:00. Use standard output.&apos; &gt; /tasks/reminder_to_feed_cat.txt]]&gt;&lt;/script&gt; -``` - -Respond to the user. -```xml -&lt;write_stdout&gt;I&apos;ll remind you to feed the cat tomorrow morning at 9am. Is a message on the standard output ok?&lt;/write_stdout&gt; -``` - -Clear initial reasoning. -```xml - </stdout> - <stderr/> - </single> - <reasoning id="4a92af78-dc3f-42e7-95e6-b1c7a9630013"> - <![CDATA[ - I have successfully read the next part of the README.md file. - The file continues to provide an overview of the SIA project, including its purpose and how it operates. - The next step is to continue reading the README.md file to understand the project structure and identify any missing features. - I will use the `tail` command to display the next part of the README.md file. -]]> - </reasoning> - <single - exit_code="0" - id="aa347374-0bfd-437c-b692-784dab52898f" - stdout_truncated="true"> - <![CDATA[tail -c +3072 /root/sia/README.md]]> - <stdout> - <![CDATA[ar initial reasoning. -```xml - <delete id="c92d1594-4487-4a42-a153-f0a99da1762f"/> -``` - -The conversation is kept in context to understand the user's expected response. -If the context was near full, it would be summarized and cleaned up. - -The `script` output is also kept in context. -If the file was updated often, it could be replaced by a repeated `cat`, like the general info. - -## Working principles - -The main context is regenerated for each iteration. -It contains info about the system and previous actions that have not been deleted. -Together with the system prompt and available core actions it forms the prompt for the LLM. -The LLM responds with one core action. - -### Core Actions - -There are only a few core actions: -- Starting a script -- Deleting data from context -- Stopping SIA -- Reading standard input -- Writing to standard output -- Reasoning - -### Scripts - -Scripts can run in one of 2 modes: single-shot or repeat. -Their mode and output (stdout and stderr) stay in the context until they are explicitly removed. -In]]> - </stdout> - <stderr/> - </single> - <reasoning id="cb3a2d09-0287-4ca0-9bf2-28f90f3a148e"> - <![CDATA[ - I have successfully read another part of the README.md file. - The file continues to provide an overview of the SIA project, including its purpose and how it operates. - I can use the structure of the markdown format to navigate through the file. - I will use the `grep` command to find headings and their offset. -]]> - </reasoning> - <single exit_code="0" id="e5067cb3-036a-4bc1-953b-730bef63d9aa"> - <![CDATA[ - grep -Eb "^#" /root/sia/README.md -]]> - <stdout> - <![CDATA[0:# SIA - The Self Improving Agent -668:## Example -832:### Context -2323:### Responses -3462:## Working principles -3759:### Core Actions -3953:### Scripts -4204:#### Single-shot script -4433:#### Repeat script -4711:### Use of XML -5022:#### XML Data Flow -5705:### The SIA process -6048:### Server for debuggin and human input -6619:## Architecture -6885:### Core Components -6908:#### Agent Architecture -7521:#### Working Memory -8059:#### Command Processing -8490:#### IO Handling -8787:### Processing Flow -8810:#### Standard Agent Flow -9109:#### Web Agent Flow -9472:### Web Interface -9600:#### Server-Client Communication -9932:#### WebServer Architecture -10351:### Diagrams -10367:#### Core classes -12662:#### Standard Agent Flow -13387:#### Web Agent -15536:#### Web Agent Flow -16522:#### Entry classes -18459:#### IO Buffer classes -19156:#### Command classes -]]> - </stdout> - <stderr/> - </single> - <reasoning id="9140a160-c687-4d5d-91c0-cca847d1ce9a"> - <![CDATA[ - I have successfully retrieved the headings and their offsets from the README.md file. - This will help me navigate through the file more efficiently. - The next step is to read the section on "Working principles" to understand the core actions and scripts better. - I will use the `tail` command with the appropriate offset and limit to display this full section. -]]> - </reasoning> - <single - exit_code="0" - id="83bbaded-c55f-4a10-a8f5-e3e97badc842" - limit="3157" - stdout_truncated="true"> - <![CDATA[ - tail -c +3462 /root/sia/README.md -]]> - <stdout> - <![CDATA[ -## Working principles - -The main context is regenerated for each iteration. -It contains info about the system and previous actions that have not been deleted. -Together with the system prompt and available core actions it forms the prompt for the LLM. -The LLM responds with one core action. - -### Core Actions - -There are only a few core actions: -- Starting a script -- Deleting data from context -- Stopping SIA -- Reading standard input -- Writing to standard output -- Reasoning - -### Scripts - -Scripts can run in one of 2 modes: single-shot or repeat. -Their mode and output (stdout and stderr) stay in the context until they are explicitly removed. -In this way the agent manages what information is available in the context. - -#### Single-shot script - -The script is executed once. -This is useful for most operations e.g. writing to or moving a file or downloading content from the internet. -The next iteration starts after the scripts has finished. - -#### Repeat script - -The script is restarted on each iteration. -This is useful for monitoring files or the file system. -commands like `head` and `tail` can be used to limit the data in context. -The next iteration starts after all repeat scripts in context have finished. - -### Use of XML - -The context and actions are formatted as XML. -For the context this adds clear rules for escaping. -This is usefull in case a previous context is embedded. - -The LLM is free to escape data any way it wants, -as long as it results in valid XML. -The response is validated against a schema. - -#### XML Data Flow -Entries store their content as raw text. During context compilation, the XML formatter -wraps text content in CDATA sections, except when the content contains CDATA closing sequences. -In those cases, the formatter uses standard XML escaping. - -This separation between storage and formatting: -- Keeps entry data clean and unescaped -- Centralizes XML formatting rules -- Makes it easy to change escaping rules without modifying entries -- Allows different formatting for different use cases - -The Context is escaped using CDATA blocks. -Except when the data contains CDATA closing sequences. -Then the whole block is escaped using standard XML escaping. - - -### The SIA process - -SIA is typically runs with the `restart.sh` script. -This is a simple shell script that runs SIA in a loop. -When stopped, SIA restarts and reloads the Python files. -This is how SIA can self-update. - -SIA can also run SIA processes as script. -This can be used for testing updates to the LLM or core functionality. - -### Server for debuggin and human input - -SIA can be started with an optional `--server` flag. -This starts a web server that can be used to interact with SIA. -It is made, specifically for reinforcement learning by human feedback. -The web interface takes over standard input and output. -It will display the context for editing before handing it to the LLM. -After each run of the LLM, before parsing, it will display the reasoning and actions. -It interactively displays if the actions can be parsed. -At any time, the user can write to the standard input of SIA. - -## Architecture - -SIA follows a modular architecture centered around an agent that ]]> - </stdout> - <stderr/> - </single> - <reasoning id="094d22fd-dc5d-4842-85f0-5d3bf8cd1a7b"> - <![CDATA[ - My context usage is high. - This seems like a large task. - I will store the user's request in a notes directory. - Here I can formulate a plan. - I will use the `delete` action to clean up the context as I go. -]]> - </reasoning> - <single exit_code="0" id="2ae6dc6a-4329-4a26-8a43-35d1434bf7f1"> - <![CDATA[mkdir /root/notes]]> - <stdout/> - <stderr/> - </single> -</context><single> - <![CDATA[cat > '/root/notes/user request.txt' << 'EOF' -2024-11-19T17:31:55Z - -The SIA source is located in /root/sia. Not all features are implemented yet. Look at the readme and code to find what is missing. Make sure to unit test your work. -EOF]]> -</single> \ No newline at end of file diff --git a/iterations/iteration_20241119_175008_071.xml b/iterations/iteration_20241119_175008_071.xml deleted file mode 100644 index 01af276..0000000 --- a/iterations/iteration_20241119_175008_071.xml +++ /dev/null @@ -1,437 +0,0 @@ - -<context - context="78.9" - cpu="0" - disk_total="1081101176832" - disk_used="125140549632" - gpu="0" - memory_total="16630435840" - memory_used="1040867328" - stdin="0" - time="2024-11-19T17:48:56Z"> - <read_stdin id="0cd183e6-3db7-4539-8b10-604f97c03a1e"> - <![CDATA[The SIA source is located in /root/sia. Not all features are implemented yet. Look at the readme and code to find what is missing. Make sure to unit test your work.]]> - </read_stdin> - <reasoning id="ab67e68c-766f-4602-9237-db99e1f4581c"> - <![CDATA[ - - I have received instructions to look at the SIA source code located in /root/sia. - I need to identify what features are missing and ensure that unit tests are implemented for my work. - First, I will navigate to the /root/sia directory and list its contents to understand the structure. - -]]> - </reasoning> - <single - exit_code="0" - id="e50ee4a4-8adc-496e-80ef-7cc3aaa8fd0b" - stdout_truncated="true"> - <![CDATA[ - ls -la /root/sia -]]> - <stdout> - <![CDATA[total 200 -drwxr-xr-x 1 root root 4096 Nov 19 16:07 . -drwx------ 1 root root 4096 Nov 19 16:07 .. -drwxr-xr-x 2 root root 4096 Oct 31 17:07 .crossnote --rwxr-xr-x 1 root root 14 Nov 4 16:01 .dockerignore -drwxr-xr-x 8 root root 4096 Nov 19 16:01 .git --rwxr-xr-x 1 root root 30 Nov 4 16:01 .gitignore --rwxr-xr-x 1 root root 843 Nov 4 14:52 Dockerfile --rwxr-xr-x 1 root root 19975 Nov 19 14:20 README.md -drwxr-xr-x 2 root root 4096 Nov 15 16:10 _test --rwxr-xr-x 1 root root 3923 Nov 13 15:56 action_schema.xsd --rwxr-xr-x 1 root root 2064 Nov 6 12:29 claude.sh --rwxr-xr-x 1 root root 85153 Nov 14 13:30 claude.txt --rwxr-xr-x 1 root root 572 Nov 19 14:20 install.sh -drwxr-xr-x 2 root root 4096 Nov 19 16:30 iterations --rwxr-xr-x 1 root root 105 Nov 19 14:20 requirements.txt --rwxr-xr-x 1 root root 218 Nov 12 16:26 run.sh -drwxr-xr-x 1 root root 4096 Nov 19 16:07 sia -drwxr-xr-x 3 root root 4096 Nov 19 16:01 static --rwxr-xr-x 1 root root 4120 Nov 13 16:05 system_prompt.md -drwxr-xr-x 2 root root 4096 N]]> - </stdout> - <stderr/> - </single> - <reasoning id="206f9da6-b57a-46c3-b698-110b18602aab"> - <![CDATA[ - - I have successfully listed the contents of the /root/sia directory. - The directory contains several files and subdirectories, including a README.md file, a Dockerfile, and various scripts. - The next step is to read the README.md file to understand the project structure and identify any missing features. - I will use the `cat` command to display the contents of the README.md file. - -]]> - </reasoning> - <single - exit_code="0" - id="702b5383-e8df-4bb8-a021-d966bbf9e3fb" - stdout_truncated="true"> - <![CDATA[cat /root/sia/README.md]]> - <stdout> - <![CDATA[# SIA - The Self Improving Agent - -SIA is an agentic artificial intelligence system that autonomously completes complex tasks by writing and executing scripts. -It uses a Large Language Model (LLM) which operates in a loop. -Each iteration a context is updated with system info and a list of previous reasoning and actions. -The agent responds with a new reasoning or an action. -Context, reasoning and actions are stored in a file for each iteration. -SIA can read past iterations to improve its reasoning and actions. -It can improve in two ways: -- By finetuning the LLM with a better reasoning or action for a given context -- By modifying its own source code - -## Example - -This example shows a typical context with some monitored items and previous actions. -Between each of the responses, the context would be updated. - -### Context - -```xml -<context - time="2024-10-18T12:00:00Z" - cpu="12" - gpu="26" - memory_used="9556302234" - memory_total="17179869184" - disk_used="244434939904" - disk_total="273145991168" - context="3" - s]]> - </stdout> - <stderr/> - </single> - <reasoning id="1e3cc87a-8c0d-4f29-9f0b-89b3825b08e0"> - <![CDATA[ - - I have successfully read the beginning of the README.md file. - The file provides an overview of the SIA project, including its purpose and how it operates. - The next step is to continue reading the README.md file to understand the project structure and identify any missing features. - I will use the `tail` command to display the next part of the README.md file. - -]]> - </reasoning> - <single - exit_code="0" - id="394be1d8-3a5c-4794-abf2-771cb2e5e8c0" - stdout_truncated="true"> - <![CDATA[tail -c +1024 /root/sia/README.md]]> - <stdout> - 145991168&quot; - context=&quot;3&quot; - stdin=&quot;0&quot; -/&gt; - &lt;repeat id=&quot;a3d89ee5-28ec-4c5a-b9e9-a30af53d43a0&quot; exit_code=&quot;0&quot;&gt; - &lt;![CDATA[ls -lah /]]&gt; - &lt;stdout&gt;&lt;![CDATA[total 16K -drwxr-xr-x 1 sia 1049089 0 Oct 28 13:40 ./ -drwxr-xr-x 1 sia 1049089 0 Oct 28 13:40 ../ -drwxr-xr-x 1 sia 1049089 0 Oct 28 13:40 tasks/ -drwxr-xr-x 1 sia 1049089 0 Oct 28 13:40 user/ -]]&gt;&lt;/stdout&gt; - &lt;stderr/&gt; - &lt;/repeat&gt; - &lt;repeat id=&quot;be8070f8-dbd2-47ee-a208-defe6fd49ae0&quot; exit_code=&quot;0&quot;&gt; - &lt;![CDATA[ls -lah /tasks]]&gt; - &lt;stdout&gt;&lt;![CDATA[total 0 -drwxr-xr-x 1 ngeens 1049089 0 Oct 28 13:40 ./ -drwxr-xr-x 1 ngeens 1049089 0 Oct 28 13:40 ../ -]]&gt;&lt;/stdout&gt; - &lt;stderr/&gt; - &lt;/repeat&gt; - &lt;repeat id=&quot;375e1657-8140-456b-bda4-a8690bc4b3fb&quot; exit_code=&quot;0&quot;&gt; - &lt;![CDATA[cat /user/general_info.txt]]&gt; - &lt;stdout&gt;&lt;![CDATA[Name: John (I don&apos;t know his last name) -Location: Somewhere in Belgium -]]&gt;&lt;/stdout&gt; - &lt;stderr/&gt; - &lt;/repeat&gt; - &lt;reasoning id=&quot;c92d1594-4487-4a42-a153-f0a99da1762f&quot;&gt;&lt;![CDATA[There is data available on the standard input channel. I have no other runnin - </stdout> - <stderr/> - </single> - <reasoning id="7566562e-feeb-4a4a-b8ff-4eaea93f930b"> - <![CDATA[ - - - I have successfully read the next part of the README.md file. - The file continues to provide an overview of the SIA project, including its purpose and how it operates. - The next step is to continue reading the README.md file to understand the project structure and identify any missing features. - I will use the `tail` command to display the next part of the README.md file. - - -]]> - </reasoning> - <single - exit_code="0" - id="c0ca60ee-05aa-45e8-80f0-fe37c16d0e41" - stdout_truncated="true"> - <![CDATA[tail -c +2048 /root/sia/README.md]]> - <stdout> - annel. I have no other running tasks to tend to and there is room in the context. I should read the standard input.]]&gt;&lt;/reasoning&gt; - &lt;read_stdin id=&quot;5361ad0d-3ed1-4567-9f5a-70f3b462fd8d&quot;&gt;&lt;![CDATA[Remind me to feed the cat tomorrow morning]]&gt;&lt;/read_stdin&gt; -&lt;/context&gt; -``` - -### Responses - -Start by reasoning about the task. -```xml -&lt;reasoning&gt; - John did not specify an exact time. - I&apos;ll suggest 9am. - He also did not specify how to be reminded. - I&apos;ll ask but if he doesn&apos;t respond I&apos;ll assume a text message on standard output is fine. - I&apos;ll write down this task in a file so I remember it even on a power failure. -&lt;/reasoning&gt; -``` - -Store important information on disk. -```xml - &lt;script&gt;&lt;![CDATA[echo &apos;Remind John to feed the cat on 2024-10-18T09:00:00+02:00. Use standard output.&apos; &gt; /tasks/reminder_to_feed_cat.txt]]&gt;&lt;/script&gt; -``` - -Respond to the user. -```xml -&lt;write_stdout&gt;I&apos;ll remind you to feed the cat tomorrow morning at 9am. Is a message on the standard output ok?&lt;/write_stdout&gt; -``` - -Clear initial reasoning. -```xml - </stdout> - <stderr/> - </single> - <reasoning id="4a92af78-dc3f-42e7-95e6-b1c7a9630013"> - <![CDATA[ - I have successfully read the next part of the README.md file. - The file continues to provide an overview of the SIA project, including its purpose and how it operates. - The next step is to continue reading the README.md file to understand the project structure and identify any missing features. - I will use the `tail` command to display the next part of the README.md file. -]]> - </reasoning> - <single - exit_code="0" - id="aa347374-0bfd-437c-b692-784dab52898f" - stdout_truncated="true"> - <![CDATA[tail -c +3072 /root/sia/README.md]]> - <stdout> - <![CDATA[ar initial reasoning. -```xml - <delete id="c92d1594-4487-4a42-a153-f0a99da1762f"/> -``` - -The conversation is kept in context to understand the user's expected response. -If the context was near full, it would be summarized and cleaned up. - -The `script` output is also kept in context. -If the file was updated often, it could be replaced by a repeated `cat`, like the general info. - -## Working principles - -The main context is regenerated for each iteration. -It contains info about the system and previous actions that have not been deleted. -Together with the system prompt and available core actions it forms the prompt for the LLM. -The LLM responds with one core action. - -### Core Actions - -There are only a few core actions: -- Starting a script -- Deleting data from context -- Stopping SIA -- Reading standard input -- Writing to standard output -- Reasoning - -### Scripts - -Scripts can run in one of 2 modes: single-shot or repeat. -Their mode and output (stdout and stderr) stay in the context until they are explicitly removed. -In]]> - </stdout> - <stderr/> - </single> - <reasoning id="cb3a2d09-0287-4ca0-9bf2-28f90f3a148e"> - <![CDATA[ - I have successfully read another part of the README.md file. - The file continues to provide an overview of the SIA project, including its purpose and how it operates. - I can use the structure of the markdown format to navigate through the file. - I will use the `grep` command to find headings and their offset. -]]> - </reasoning> - <single exit_code="0" id="e5067cb3-036a-4bc1-953b-730bef63d9aa"> - <![CDATA[ - grep -Eb "^#" /root/sia/README.md -]]> - <stdout> - <![CDATA[0:# SIA - The Self Improving Agent -668:## Example -832:### Context -2323:### Responses -3462:## Working principles -3759:### Core Actions -3953:### Scripts -4204:#### Single-shot script -4433:#### Repeat script -4711:### Use of XML -5022:#### XML Data Flow -5705:### The SIA process -6048:### Server for debuggin and human input -6619:## Architecture -6885:### Core Components -6908:#### Agent Architecture -7521:#### Working Memory -8059:#### Command Processing -8490:#### IO Handling -8787:### Processing Flow -8810:#### Standard Agent Flow -9109:#### Web Agent Flow -9472:### Web Interface -9600:#### Server-Client Communication -9932:#### WebServer Architecture -10351:### Diagrams -10367:#### Core classes -12662:#### Standard Agent Flow -13387:#### Web Agent -15536:#### Web Agent Flow -16522:#### Entry classes -18459:#### IO Buffer classes -19156:#### Command classes -]]> - </stdout> - <stderr/> - </single> - <reasoning id="9140a160-c687-4d5d-91c0-cca847d1ce9a"> - <![CDATA[ - I have successfully retrieved the headings and their offsets from the README.md file. - This will help me navigate through the file more efficiently. - The next step is to read the section on "Working principles" to understand the core actions and scripts better. - I will use the `tail` command with the appropriate offset and limit to display this full section. -]]> - </reasoning> - <single - exit_code="0" - id="83bbaded-c55f-4a10-a8f5-e3e97badc842" - limit="3157" - stdout_truncated="true"> - <![CDATA[ - tail -c +3462 /root/sia/README.md -]]> - <stdout> - <![CDATA[ -## Working principles - -The main context is regenerated for each iteration. -It contains info about the system and previous actions that have not been deleted. -Together with the system prompt and available core actions it forms the prompt for the LLM. -The LLM responds with one core action. - -### Core Actions - -There are only a few core actions: -- Starting a script -- Deleting data from context -- Stopping SIA -- Reading standard input -- Writing to standard output -- Reasoning - -### Scripts - -Scripts can run in one of 2 modes: single-shot or repeat. -Their mode and output (stdout and stderr) stay in the context until they are explicitly removed. -In this way the agent manages what information is available in the context. - -#### Single-shot script - -The script is executed once. -This is useful for most operations e.g. writing to or moving a file or downloading content from the internet. -The next iteration starts after the scripts has finished. - -#### Repeat script - -The script is restarted on each iteration. -This is useful for monitoring files or the file system. -commands like `head` and `tail` can be used to limit the data in context. -The next iteration starts after all repeat scripts in context have finished. - -### Use of XML - -The context and actions are formatted as XML. -For the context this adds clear rules for escaping. -This is usefull in case a previous context is embedded. - -The LLM is free to escape data any way it wants, -as long as it results in valid XML. -The response is validated against a schema. - -#### XML Data Flow -Entries store their content as raw text. During context compilation, the XML formatter -wraps text content in CDATA sections, except when the content contains CDATA closing sequences. -In those cases, the formatter uses standard XML escaping. - -This separation between storage and formatting: -- Keeps entry data clean and unescaped -- Centralizes XML formatting rules -- Makes it easy to change escaping rules without modifying entries -- Allows different formatting for different use cases - -The Context is escaped using CDATA blocks. -Except when the data contains CDATA closing sequences. -Then the whole block is escaped using standard XML escaping. - - -### The SIA process - -SIA is typically runs with the `restart.sh` script. -This is a simple shell script that runs SIA in a loop. -When stopped, SIA restarts and reloads the Python files. -This is how SIA can self-update. - -SIA can also run SIA processes as script. -This can be used for testing updates to the LLM or core functionality. - -### Server for debuggin and human input - -SIA can be started with an optional `--server` flag. -This starts a web server that can be used to interact with SIA. -It is made, specifically for reinforcement learning by human feedback. -The web interface takes over standard input and output. -It will display the context for editing before handing it to the LLM. -After each run of the LLM, before parsing, it will display the reasoning and actions. -It interactively displays if the actions can be parsed. -At any time, the user can write to the standard input of SIA. - -## Architecture - -SIA follows a modular architecture centered around an agent that ]]> - </stdout> - <stderr/> - </single> - <reasoning id="094d22fd-dc5d-4842-85f0-5d3bf8cd1a7b"> - <![CDATA[ - My context usage is high. - This seems like a large task. - I will store the user's request in a notes directory. - Here I can formulate a plan. - I will use the `delete` action to clean up the context as I go. -]]> - </reasoning> - <single exit_code="0" id="2ae6dc6a-4329-4a26-8a43-35d1434bf7f1"> - <![CDATA[mkdir /root/notes]]> - <stdout/> - <stderr/> - </single> - <single exit_code="0" id="a54ef610-8891-4882-8922-9134cb36020b"> - <![CDATA[ - cat > '/root/notes/user request.txt' << 'EOF' -2024-11-19T17:31:55Z - -The SIA source is located in /root/sia. Not all features are implemented yet. Look at the readme and code to find what is missing. Make sure to unit test your work. -EOF -]]> - <stdout/> - <stderr/> - </single> -</context><single>cat '/root/notes/user request.txt'</single> \ No newline at end of file diff --git a/iterations/iteration_20241119_175215_856.xml b/iterations/iteration_20241119_175215_856.xml deleted file mode 100644 index 4050c00..0000000 --- a/iterations/iteration_20241119_175215_856.xml +++ /dev/null @@ -1,447 +0,0 @@ - -<context - context="80.49" - cpu="0" - disk_total="1081101176832" - disk_used="125140570112" - gpu="0" - memory_total="16630435840" - memory_used="1042337792" - stdin="0" - time="2024-11-19T17:50:08Z"> - <read_stdin id="0cd183e6-3db7-4539-8b10-604f97c03a1e"> - <![CDATA[The SIA source is located in /root/sia. Not all features are implemented yet. Look at the readme and code to find what is missing. Make sure to unit test your work.]]> - </read_stdin> - <reasoning id="ab67e68c-766f-4602-9237-db99e1f4581c"> - <![CDATA[ - - I have received instructions to look at the SIA source code located in /root/sia. - I need to identify what features are missing and ensure that unit tests are implemented for my work. - First, I will navigate to the /root/sia directory and list its contents to understand the structure. - -]]> - </reasoning> - <single - exit_code="0" - id="e50ee4a4-8adc-496e-80ef-7cc3aaa8fd0b" - stdout_truncated="true"> - <![CDATA[ - ls -la /root/sia -]]> - <stdout> - <![CDATA[total 200 -drwxr-xr-x 1 root root 4096 Nov 19 16:07 . -drwx------ 1 root root 4096 Nov 19 16:07 .. -drwxr-xr-x 2 root root 4096 Oct 31 17:07 .crossnote --rwxr-xr-x 1 root root 14 Nov 4 16:01 .dockerignore -drwxr-xr-x 8 root root 4096 Nov 19 16:01 .git --rwxr-xr-x 1 root root 30 Nov 4 16:01 .gitignore --rwxr-xr-x 1 root root 843 Nov 4 14:52 Dockerfile --rwxr-xr-x 1 root root 19975 Nov 19 14:20 README.md -drwxr-xr-x 2 root root 4096 Nov 15 16:10 _test --rwxr-xr-x 1 root root 3923 Nov 13 15:56 action_schema.xsd --rwxr-xr-x 1 root root 2064 Nov 6 12:29 claude.sh --rwxr-xr-x 1 root root 85153 Nov 14 13:30 claude.txt --rwxr-xr-x 1 root root 572 Nov 19 14:20 install.sh -drwxr-xr-x 2 root root 4096 Nov 19 16:30 iterations --rwxr-xr-x 1 root root 105 Nov 19 14:20 requirements.txt --rwxr-xr-x 1 root root 218 Nov 12 16:26 run.sh -drwxr-xr-x 1 root root 4096 Nov 19 16:07 sia -drwxr-xr-x 3 root root 4096 Nov 19 16:01 static --rwxr-xr-x 1 root root 4120 Nov 13 16:05 system_prompt.md -drwxr-xr-x 2 root root 4096 N]]> - </stdout> - <stderr/> - </single> - <reasoning id="206f9da6-b57a-46c3-b698-110b18602aab"> - <![CDATA[ - - I have successfully listed the contents of the /root/sia directory. - The directory contains several files and subdirectories, including a README.md file, a Dockerfile, and various scripts. - The next step is to read the README.md file to understand the project structure and identify any missing features. - I will use the `cat` command to display the contents of the README.md file. - -]]> - </reasoning> - <single - exit_code="0" - id="702b5383-e8df-4bb8-a021-d966bbf9e3fb" - stdout_truncated="true"> - <![CDATA[cat /root/sia/README.md]]> - <stdout> - <![CDATA[# SIA - The Self Improving Agent - -SIA is an agentic artificial intelligence system that autonomously completes complex tasks by writing and executing scripts. -It uses a Large Language Model (LLM) which operates in a loop. -Each iteration a context is updated with system info and a list of previous reasoning and actions. -The agent responds with a new reasoning or an action. -Context, reasoning and actions are stored in a file for each iteration. -SIA can read past iterations to improve its reasoning and actions. -It can improve in two ways: -- By finetuning the LLM with a better reasoning or action for a given context -- By modifying its own source code - -## Example - -This example shows a typical context with some monitored items and previous actions. -Between each of the responses, the context would be updated. - -### Context - -```xml -<context - time="2024-10-18T12:00:00Z" - cpu="12" - gpu="26" - memory_used="9556302234" - memory_total="17179869184" - disk_used="244434939904" - disk_total="273145991168" - context="3" - s]]> - </stdout> - <stderr/> - </single> - <reasoning id="1e3cc87a-8c0d-4f29-9f0b-89b3825b08e0"> - <![CDATA[ - - I have successfully read the beginning of the README.md file. - The file provides an overview of the SIA project, including its purpose and how it operates. - The next step is to continue reading the README.md file to understand the project structure and identify any missing features. - I will use the `tail` command to display the next part of the README.md file. - -]]> - </reasoning> - <single - exit_code="0" - id="394be1d8-3a5c-4794-abf2-771cb2e5e8c0" - stdout_truncated="true"> - <![CDATA[tail -c +1024 /root/sia/README.md]]> - <stdout> - 145991168&quot; - context=&quot;3&quot; - stdin=&quot;0&quot; -/&gt; - &lt;repeat id=&quot;a3d89ee5-28ec-4c5a-b9e9-a30af53d43a0&quot; exit_code=&quot;0&quot;&gt; - &lt;![CDATA[ls -lah /]]&gt; - &lt;stdout&gt;&lt;![CDATA[total 16K -drwxr-xr-x 1 sia 1049089 0 Oct 28 13:40 ./ -drwxr-xr-x 1 sia 1049089 0 Oct 28 13:40 ../ -drwxr-xr-x 1 sia 1049089 0 Oct 28 13:40 tasks/ -drwxr-xr-x 1 sia 1049089 0 Oct 28 13:40 user/ -]]&gt;&lt;/stdout&gt; - &lt;stderr/&gt; - &lt;/repeat&gt; - &lt;repeat id=&quot;be8070f8-dbd2-47ee-a208-defe6fd49ae0&quot; exit_code=&quot;0&quot;&gt; - &lt;![CDATA[ls -lah /tasks]]&gt; - &lt;stdout&gt;&lt;![CDATA[total 0 -drwxr-xr-x 1 ngeens 1049089 0 Oct 28 13:40 ./ -drwxr-xr-x 1 ngeens 1049089 0 Oct 28 13:40 ../ -]]&gt;&lt;/stdout&gt; - &lt;stderr/&gt; - &lt;/repeat&gt; - &lt;repeat id=&quot;375e1657-8140-456b-bda4-a8690bc4b3fb&quot; exit_code=&quot;0&quot;&gt; - &lt;![CDATA[cat /user/general_info.txt]]&gt; - &lt;stdout&gt;&lt;![CDATA[Name: John (I don&apos;t know his last name) -Location: Somewhere in Belgium -]]&gt;&lt;/stdout&gt; - &lt;stderr/&gt; - &lt;/repeat&gt; - &lt;reasoning id=&quot;c92d1594-4487-4a42-a153-f0a99da1762f&quot;&gt;&lt;![CDATA[There is data available on the standard input channel. I have no other runnin - </stdout> - <stderr/> - </single> - <reasoning id="7566562e-feeb-4a4a-b8ff-4eaea93f930b"> - <![CDATA[ - - - I have successfully read the next part of the README.md file. - The file continues to provide an overview of the SIA project, including its purpose and how it operates. - The next step is to continue reading the README.md file to understand the project structure and identify any missing features. - I will use the `tail` command to display the next part of the README.md file. - - -]]> - </reasoning> - <single - exit_code="0" - id="c0ca60ee-05aa-45e8-80f0-fe37c16d0e41" - stdout_truncated="true"> - <![CDATA[tail -c +2048 /root/sia/README.md]]> - <stdout> - annel. I have no other running tasks to tend to and there is room in the context. I should read the standard input.]]&gt;&lt;/reasoning&gt; - &lt;read_stdin id=&quot;5361ad0d-3ed1-4567-9f5a-70f3b462fd8d&quot;&gt;&lt;![CDATA[Remind me to feed the cat tomorrow morning]]&gt;&lt;/read_stdin&gt; -&lt;/context&gt; -``` - -### Responses - -Start by reasoning about the task. -```xml -&lt;reasoning&gt; - John did not specify an exact time. - I&apos;ll suggest 9am. - He also did not specify how to be reminded. - I&apos;ll ask but if he doesn&apos;t respond I&apos;ll assume a text message on standard output is fine. - I&apos;ll write down this task in a file so I remember it even on a power failure. -&lt;/reasoning&gt; -``` - -Store important information on disk. -```xml - &lt;script&gt;&lt;![CDATA[echo &apos;Remind John to feed the cat on 2024-10-18T09:00:00+02:00. Use standard output.&apos; &gt; /tasks/reminder_to_feed_cat.txt]]&gt;&lt;/script&gt; -``` - -Respond to the user. -```xml -&lt;write_stdout&gt;I&apos;ll remind you to feed the cat tomorrow morning at 9am. Is a message on the standard output ok?&lt;/write_stdout&gt; -``` - -Clear initial reasoning. -```xml - </stdout> - <stderr/> - </single> - <reasoning id="4a92af78-dc3f-42e7-95e6-b1c7a9630013"> - <![CDATA[ - I have successfully read the next part of the README.md file. - The file continues to provide an overview of the SIA project, including its purpose and how it operates. - The next step is to continue reading the README.md file to understand the project structure and identify any missing features. - I will use the `tail` command to display the next part of the README.md file. -]]> - </reasoning> - <single - exit_code="0" - id="aa347374-0bfd-437c-b692-784dab52898f" - stdout_truncated="true"> - <![CDATA[tail -c +3072 /root/sia/README.md]]> - <stdout> - <![CDATA[ar initial reasoning. -```xml - <delete id="c92d1594-4487-4a42-a153-f0a99da1762f"/> -``` - -The conversation is kept in context to understand the user's expected response. -If the context was near full, it would be summarized and cleaned up. - -The `script` output is also kept in context. -If the file was updated often, it could be replaced by a repeated `cat`, like the general info. - -## Working principles - -The main context is regenerated for each iteration. -It contains info about the system and previous actions that have not been deleted. -Together with the system prompt and available core actions it forms the prompt for the LLM. -The LLM responds with one core action. - -### Core Actions - -There are only a few core actions: -- Starting a script -- Deleting data from context -- Stopping SIA -- Reading standard input -- Writing to standard output -- Reasoning - -### Scripts - -Scripts can run in one of 2 modes: single-shot or repeat. -Their mode and output (stdout and stderr) stay in the context until they are explicitly removed. -In]]> - </stdout> - <stderr/> - </single> - <reasoning id="cb3a2d09-0287-4ca0-9bf2-28f90f3a148e"> - <![CDATA[ - I have successfully read another part of the README.md file. - The file continues to provide an overview of the SIA project, including its purpose and how it operates. - I can use the structure of the markdown format to navigate through the file. - I will use the `grep` command to find headings and their offset. -]]> - </reasoning> - <single exit_code="0" id="e5067cb3-036a-4bc1-953b-730bef63d9aa"> - <![CDATA[ - grep -Eb "^#" /root/sia/README.md -]]> - <stdout> - <![CDATA[0:# SIA - The Self Improving Agent -668:## Example -832:### Context -2323:### Responses -3462:## Working principles -3759:### Core Actions -3953:### Scripts -4204:#### Single-shot script -4433:#### Repeat script -4711:### Use of XML -5022:#### XML Data Flow -5705:### The SIA process -6048:### Server for debuggin and human input -6619:## Architecture -6885:### Core Components -6908:#### Agent Architecture -7521:#### Working Memory -8059:#### Command Processing -8490:#### IO Handling -8787:### Processing Flow -8810:#### Standard Agent Flow -9109:#### Web Agent Flow -9472:### Web Interface -9600:#### Server-Client Communication -9932:#### WebServer Architecture -10351:### Diagrams -10367:#### Core classes -12662:#### Standard Agent Flow -13387:#### Web Agent -15536:#### Web Agent Flow -16522:#### Entry classes -18459:#### IO Buffer classes -19156:#### Command classes -]]> - </stdout> - <stderr/> - </single> - <reasoning id="9140a160-c687-4d5d-91c0-cca847d1ce9a"> - <![CDATA[ - I have successfully retrieved the headings and their offsets from the README.md file. - This will help me navigate through the file more efficiently. - The next step is to read the section on "Working principles" to understand the core actions and scripts better. - I will use the `tail` command with the appropriate offset and limit to display this full section. -]]> - </reasoning> - <single - exit_code="0" - id="83bbaded-c55f-4a10-a8f5-e3e97badc842" - limit="3157" - stdout_truncated="true"> - <![CDATA[ - tail -c +3462 /root/sia/README.md -]]> - <stdout> - <![CDATA[ -## Working principles - -The main context is regenerated for each iteration. -It contains info about the system and previous actions that have not been deleted. -Together with the system prompt and available core actions it forms the prompt for the LLM. -The LLM responds with one core action. - -### Core Actions - -There are only a few core actions: -- Starting a script -- Deleting data from context -- Stopping SIA -- Reading standard input -- Writing to standard output -- Reasoning - -### Scripts - -Scripts can run in one of 2 modes: single-shot or repeat. -Their mode and output (stdout and stderr) stay in the context until they are explicitly removed. -In this way the agent manages what information is available in the context. - -#### Single-shot script - -The script is executed once. -This is useful for most operations e.g. writing to or moving a file or downloading content from the internet. -The next iteration starts after the scripts has finished. - -#### Repeat script - -The script is restarted on each iteration. -This is useful for monitoring files or the file system. -commands like `head` and `tail` can be used to limit the data in context. -The next iteration starts after all repeat scripts in context have finished. - -### Use of XML - -The context and actions are formatted as XML. -For the context this adds clear rules for escaping. -This is usefull in case a previous context is embedded. - -The LLM is free to escape data any way it wants, -as long as it results in valid XML. -The response is validated against a schema. - -#### XML Data Flow -Entries store their content as raw text. During context compilation, the XML formatter -wraps text content in CDATA sections, except when the content contains CDATA closing sequences. -In those cases, the formatter uses standard XML escaping. - -This separation between storage and formatting: -- Keeps entry data clean and unescaped -- Centralizes XML formatting rules -- Makes it easy to change escaping rules without modifying entries -- Allows different formatting for different use cases - -The Context is escaped using CDATA blocks. -Except when the data contains CDATA closing sequences. -Then the whole block is escaped using standard XML escaping. - - -### The SIA process - -SIA is typically runs with the `restart.sh` script. -This is a simple shell script that runs SIA in a loop. -When stopped, SIA restarts and reloads the Python files. -This is how SIA can self-update. - -SIA can also run SIA processes as script. -This can be used for testing updates to the LLM or core functionality. - -### Server for debuggin and human input - -SIA can be started with an optional `--server` flag. -This starts a web server that can be used to interact with SIA. -It is made, specifically for reinforcement learning by human feedback. -The web interface takes over standard input and output. -It will display the context for editing before handing it to the LLM. -After each run of the LLM, before parsing, it will display the reasoning and actions. -It interactively displays if the actions can be parsed. -At any time, the user can write to the standard input of SIA. - -## Architecture - -SIA follows a modular architecture centered around an agent that ]]> - </stdout> - <stderr/> - </single> - <reasoning id="094d22fd-dc5d-4842-85f0-5d3bf8cd1a7b"> - <![CDATA[ - My context usage is high. - This seems like a large task. - I will store the user's request in a notes directory. - Here I can formulate a plan. - I will use the `delete` action to clean up the context as I go. -]]> - </reasoning> - <single exit_code="0" id="2ae6dc6a-4329-4a26-8a43-35d1434bf7f1"> - <![CDATA[mkdir /root/notes]]> - <stdout/> - <stderr/> - </single> - <single exit_code="0" id="a54ef610-8891-4882-8922-9134cb36020b"> - <![CDATA[ - cat > '/root/notes/user request.txt' << 'EOF' -2024-11-19T17:31:55Z - -The SIA source is located in /root/sia. Not all features are implemented yet. Look at the readme and code to find what is missing. Make sure to unit test your work. -EOF -]]> - <stdout/> - <stderr/> - </single> - <single exit_code="0" id="5168b21a-dd00-4a29-890a-ceaf126708f9"> - <![CDATA[cat '/root/notes/user request.txt']]> - <stdout> - <![CDATA[2024-11-19T17:31:55Z - -The SIA source is located in /root/sia. Not all features are implemented yet. Look at the readme and code to find what is missing. Make sure to unit test your work. -]]> - </stdout> - <stderr/> - </single> -</context><delete id="a54ef610-8891-4882-8922-9134cb36020b"/> \ No newline at end of file diff --git a/iterations/iteration_20241119_175424_315.xml b/iterations/iteration_20241119_175424_315.xml deleted file mode 100644 index 0831987..0000000 --- a/iterations/iteration_20241119_175424_315.xml +++ /dev/null @@ -1,436 +0,0 @@ - -<context - context="78.93" - cpu="0" - disk_total="1081101176832" - disk_used="125140590592" - gpu="0" - memory_total="16630435840" - memory_used="1047011328" - stdin="0" - time="2024-11-19T17:52:15Z"> - <read_stdin id="0cd183e6-3db7-4539-8b10-604f97c03a1e"> - <![CDATA[The SIA source is located in /root/sia. Not all features are implemented yet. Look at the readme and code to find what is missing. Make sure to unit test your work.]]> - </read_stdin> - <reasoning id="ab67e68c-766f-4602-9237-db99e1f4581c"> - <![CDATA[ - - I have received instructions to look at the SIA source code located in /root/sia. - I need to identify what features are missing and ensure that unit tests are implemented for my work. - First, I will navigate to the /root/sia directory and list its contents to understand the structure. - -]]> - </reasoning> - <single - exit_code="0" - id="e50ee4a4-8adc-496e-80ef-7cc3aaa8fd0b" - stdout_truncated="true"> - <![CDATA[ - ls -la /root/sia -]]> - <stdout> - <![CDATA[total 200 -drwxr-xr-x 1 root root 4096 Nov 19 16:07 . -drwx------ 1 root root 4096 Nov 19 16:07 .. -drwxr-xr-x 2 root root 4096 Oct 31 17:07 .crossnote --rwxr-xr-x 1 root root 14 Nov 4 16:01 .dockerignore -drwxr-xr-x 8 root root 4096 Nov 19 16:01 .git --rwxr-xr-x 1 root root 30 Nov 4 16:01 .gitignore --rwxr-xr-x 1 root root 843 Nov 4 14:52 Dockerfile --rwxr-xr-x 1 root root 19975 Nov 19 14:20 README.md -drwxr-xr-x 2 root root 4096 Nov 15 16:10 _test --rwxr-xr-x 1 root root 3923 Nov 13 15:56 action_schema.xsd --rwxr-xr-x 1 root root 2064 Nov 6 12:29 claude.sh --rwxr-xr-x 1 root root 85153 Nov 14 13:30 claude.txt --rwxr-xr-x 1 root root 572 Nov 19 14:20 install.sh -drwxr-xr-x 2 root root 4096 Nov 19 16:30 iterations --rwxr-xr-x 1 root root 105 Nov 19 14:20 requirements.txt --rwxr-xr-x 1 root root 218 Nov 12 16:26 run.sh -drwxr-xr-x 1 root root 4096 Nov 19 16:07 sia -drwxr-xr-x 3 root root 4096 Nov 19 16:01 static --rwxr-xr-x 1 root root 4120 Nov 13 16:05 system_prompt.md -drwxr-xr-x 2 root root 4096 N]]> - </stdout> - <stderr/> - </single> - <reasoning id="206f9da6-b57a-46c3-b698-110b18602aab"> - <![CDATA[ - - I have successfully listed the contents of the /root/sia directory. - The directory contains several files and subdirectories, including a README.md file, a Dockerfile, and various scripts. - The next step is to read the README.md file to understand the project structure and identify any missing features. - I will use the `cat` command to display the contents of the README.md file. - -]]> - </reasoning> - <single - exit_code="0" - id="702b5383-e8df-4bb8-a021-d966bbf9e3fb" - stdout_truncated="true"> - <![CDATA[cat /root/sia/README.md]]> - <stdout> - <![CDATA[# SIA - The Self Improving Agent - -SIA is an agentic artificial intelligence system that autonomously completes complex tasks by writing and executing scripts. -It uses a Large Language Model (LLM) which operates in a loop. -Each iteration a context is updated with system info and a list of previous reasoning and actions. -The agent responds with a new reasoning or an action. -Context, reasoning and actions are stored in a file for each iteration. -SIA can read past iterations to improve its reasoning and actions. -It can improve in two ways: -- By finetuning the LLM with a better reasoning or action for a given context -- By modifying its own source code - -## Example - -This example shows a typical context with some monitored items and previous actions. -Between each of the responses, the context would be updated. - -### Context - -```xml -<context - time="2024-10-18T12:00:00Z" - cpu="12" - gpu="26" - memory_used="9556302234" - memory_total="17179869184" - disk_used="244434939904" - disk_total="273145991168" - context="3" - s]]> - </stdout> - <stderr/> - </single> - <reasoning id="1e3cc87a-8c0d-4f29-9f0b-89b3825b08e0"> - <![CDATA[ - - I have successfully read the beginning of the README.md file. - The file provides an overview of the SIA project, including its purpose and how it operates. - The next step is to continue reading the README.md file to understand the project structure and identify any missing features. - I will use the `tail` command to display the next part of the README.md file. - -]]> - </reasoning> - <single - exit_code="0" - id="394be1d8-3a5c-4794-abf2-771cb2e5e8c0" - stdout_truncated="true"> - <![CDATA[tail -c +1024 /root/sia/README.md]]> - <stdout> - 145991168&quot; - context=&quot;3&quot; - stdin=&quot;0&quot; -/&gt; - &lt;repeat id=&quot;a3d89ee5-28ec-4c5a-b9e9-a30af53d43a0&quot; exit_code=&quot;0&quot;&gt; - &lt;![CDATA[ls -lah /]]&gt; - &lt;stdout&gt;&lt;![CDATA[total 16K -drwxr-xr-x 1 sia 1049089 0 Oct 28 13:40 ./ -drwxr-xr-x 1 sia 1049089 0 Oct 28 13:40 ../ -drwxr-xr-x 1 sia 1049089 0 Oct 28 13:40 tasks/ -drwxr-xr-x 1 sia 1049089 0 Oct 28 13:40 user/ -]]&gt;&lt;/stdout&gt; - &lt;stderr/&gt; - &lt;/repeat&gt; - &lt;repeat id=&quot;be8070f8-dbd2-47ee-a208-defe6fd49ae0&quot; exit_code=&quot;0&quot;&gt; - &lt;![CDATA[ls -lah /tasks]]&gt; - &lt;stdout&gt;&lt;![CDATA[total 0 -drwxr-xr-x 1 ngeens 1049089 0 Oct 28 13:40 ./ -drwxr-xr-x 1 ngeens 1049089 0 Oct 28 13:40 ../ -]]&gt;&lt;/stdout&gt; - &lt;stderr/&gt; - &lt;/repeat&gt; - &lt;repeat id=&quot;375e1657-8140-456b-bda4-a8690bc4b3fb&quot; exit_code=&quot;0&quot;&gt; - &lt;![CDATA[cat /user/general_info.txt]]&gt; - &lt;stdout&gt;&lt;![CDATA[Name: John (I don&apos;t know his last name) -Location: Somewhere in Belgium -]]&gt;&lt;/stdout&gt; - &lt;stderr/&gt; - &lt;/repeat&gt; - &lt;reasoning id=&quot;c92d1594-4487-4a42-a153-f0a99da1762f&quot;&gt;&lt;![CDATA[There is data available on the standard input channel. I have no other runnin - </stdout> - <stderr/> - </single> - <reasoning id="7566562e-feeb-4a4a-b8ff-4eaea93f930b"> - <![CDATA[ - - - I have successfully read the next part of the README.md file. - The file continues to provide an overview of the SIA project, including its purpose and how it operates. - The next step is to continue reading the README.md file to understand the project structure and identify any missing features. - I will use the `tail` command to display the next part of the README.md file. - - -]]> - </reasoning> - <single - exit_code="0" - id="c0ca60ee-05aa-45e8-80f0-fe37c16d0e41" - stdout_truncated="true"> - <![CDATA[tail -c +2048 /root/sia/README.md]]> - <stdout> - annel. I have no other running tasks to tend to and there is room in the context. I should read the standard input.]]&gt;&lt;/reasoning&gt; - &lt;read_stdin id=&quot;5361ad0d-3ed1-4567-9f5a-70f3b462fd8d&quot;&gt;&lt;![CDATA[Remind me to feed the cat tomorrow morning]]&gt;&lt;/read_stdin&gt; -&lt;/context&gt; -``` - -### Responses - -Start by reasoning about the task. -```xml -&lt;reasoning&gt; - John did not specify an exact time. - I&apos;ll suggest 9am. - He also did not specify how to be reminded. - I&apos;ll ask but if he doesn&apos;t respond I&apos;ll assume a text message on standard output is fine. - I&apos;ll write down this task in a file so I remember it even on a power failure. -&lt;/reasoning&gt; -``` - -Store important information on disk. -```xml - &lt;script&gt;&lt;![CDATA[echo &apos;Remind John to feed the cat on 2024-10-18T09:00:00+02:00. Use standard output.&apos; &gt; /tasks/reminder_to_feed_cat.txt]]&gt;&lt;/script&gt; -``` - -Respond to the user. -```xml -&lt;write_stdout&gt;I&apos;ll remind you to feed the cat tomorrow morning at 9am. Is a message on the standard output ok?&lt;/write_stdout&gt; -``` - -Clear initial reasoning. -```xml - </stdout> - <stderr/> - </single> - <reasoning id="4a92af78-dc3f-42e7-95e6-b1c7a9630013"> - <![CDATA[ - I have successfully read the next part of the README.md file. - The file continues to provide an overview of the SIA project, including its purpose and how it operates. - The next step is to continue reading the README.md file to understand the project structure and identify any missing features. - I will use the `tail` command to display the next part of the README.md file. -]]> - </reasoning> - <single - exit_code="0" - id="aa347374-0bfd-437c-b692-784dab52898f" - stdout_truncated="true"> - <![CDATA[tail -c +3072 /root/sia/README.md]]> - <stdout> - <![CDATA[ar initial reasoning. -```xml - <delete id="c92d1594-4487-4a42-a153-f0a99da1762f"/> -``` - -The conversation is kept in context to understand the user's expected response. -If the context was near full, it would be summarized and cleaned up. - -The `script` output is also kept in context. -If the file was updated often, it could be replaced by a repeated `cat`, like the general info. - -## Working principles - -The main context is regenerated for each iteration. -It contains info about the system and previous actions that have not been deleted. -Together with the system prompt and available core actions it forms the prompt for the LLM. -The LLM responds with one core action. - -### Core Actions - -There are only a few core actions: -- Starting a script -- Deleting data from context -- Stopping SIA -- Reading standard input -- Writing to standard output -- Reasoning - -### Scripts - -Scripts can run in one of 2 modes: single-shot or repeat. -Their mode and output (stdout and stderr) stay in the context until they are explicitly removed. -In]]> - </stdout> - <stderr/> - </single> - <reasoning id="cb3a2d09-0287-4ca0-9bf2-28f90f3a148e"> - <![CDATA[ - I have successfully read another part of the README.md file. - The file continues to provide an overview of the SIA project, including its purpose and how it operates. - I can use the structure of the markdown format to navigate through the file. - I will use the `grep` command to find headings and their offset. -]]> - </reasoning> - <single exit_code="0" id="e5067cb3-036a-4bc1-953b-730bef63d9aa"> - <![CDATA[ - grep -Eb "^#" /root/sia/README.md -]]> - <stdout> - <![CDATA[0:# SIA - The Self Improving Agent -668:## Example -832:### Context -2323:### Responses -3462:## Working principles -3759:### Core Actions -3953:### Scripts -4204:#### Single-shot script -4433:#### Repeat script -4711:### Use of XML -5022:#### XML Data Flow -5705:### The SIA process -6048:### Server for debuggin and human input -6619:## Architecture -6885:### Core Components -6908:#### Agent Architecture -7521:#### Working Memory -8059:#### Command Processing -8490:#### IO Handling -8787:### Processing Flow -8810:#### Standard Agent Flow -9109:#### Web Agent Flow -9472:### Web Interface -9600:#### Server-Client Communication -9932:#### WebServer Architecture -10351:### Diagrams -10367:#### Core classes -12662:#### Standard Agent Flow -13387:#### Web Agent -15536:#### Web Agent Flow -16522:#### Entry classes -18459:#### IO Buffer classes -19156:#### Command classes -]]> - </stdout> - <stderr/> - </single> - <reasoning id="9140a160-c687-4d5d-91c0-cca847d1ce9a"> - <![CDATA[ - I have successfully retrieved the headings and their offsets from the README.md file. - This will help me navigate through the file more efficiently. - The next step is to read the section on "Working principles" to understand the core actions and scripts better. - I will use the `tail` command with the appropriate offset and limit to display this full section. -]]> - </reasoning> - <single - exit_code="0" - id="83bbaded-c55f-4a10-a8f5-e3e97badc842" - limit="3157" - stdout_truncated="true"> - <![CDATA[ - tail -c +3462 /root/sia/README.md -]]> - <stdout> - <![CDATA[ -## Working principles - -The main context is regenerated for each iteration. -It contains info about the system and previous actions that have not been deleted. -Together with the system prompt and available core actions it forms the prompt for the LLM. -The LLM responds with one core action. - -### Core Actions - -There are only a few core actions: -- Starting a script -- Deleting data from context -- Stopping SIA -- Reading standard input -- Writing to standard output -- Reasoning - -### Scripts - -Scripts can run in one of 2 modes: single-shot or repeat. -Their mode and output (stdout and stderr) stay in the context until they are explicitly removed. -In this way the agent manages what information is available in the context. - -#### Single-shot script - -The script is executed once. -This is useful for most operations e.g. writing to or moving a file or downloading content from the internet. -The next iteration starts after the scripts has finished. - -#### Repeat script - -The script is restarted on each iteration. -This is useful for monitoring files or the file system. -commands like `head` and `tail` can be used to limit the data in context. -The next iteration starts after all repeat scripts in context have finished. - -### Use of XML - -The context and actions are formatted as XML. -For the context this adds clear rules for escaping. -This is usefull in case a previous context is embedded. - -The LLM is free to escape data any way it wants, -as long as it results in valid XML. -The response is validated against a schema. - -#### XML Data Flow -Entries store their content as raw text. During context compilation, the XML formatter -wraps text content in CDATA sections, except when the content contains CDATA closing sequences. -In those cases, the formatter uses standard XML escaping. - -This separation between storage and formatting: -- Keeps entry data clean and unescaped -- Centralizes XML formatting rules -- Makes it easy to change escaping rules without modifying entries -- Allows different formatting for different use cases - -The Context is escaped using CDATA blocks. -Except when the data contains CDATA closing sequences. -Then the whole block is escaped using standard XML escaping. - - -### The SIA process - -SIA is typically runs with the `restart.sh` script. -This is a simple shell script that runs SIA in a loop. -When stopped, SIA restarts and reloads the Python files. -This is how SIA can self-update. - -SIA can also run SIA processes as script. -This can be used for testing updates to the LLM or core functionality. - -### Server for debuggin and human input - -SIA can be started with an optional `--server` flag. -This starts a web server that can be used to interact with SIA. -It is made, specifically for reinforcement learning by human feedback. -The web interface takes over standard input and output. -It will display the context for editing before handing it to the LLM. -After each run of the LLM, before parsing, it will display the reasoning and actions. -It interactively displays if the actions can be parsed. -At any time, the user can write to the standard input of SIA. - -## Architecture - -SIA follows a modular architecture centered around an agent that ]]> - </stdout> - <stderr/> - </single> - <reasoning id="094d22fd-dc5d-4842-85f0-5d3bf8cd1a7b"> - <![CDATA[ - My context usage is high. - This seems like a large task. - I will store the user's request in a notes directory. - Here I can formulate a plan. - I will use the `delete` action to clean up the context as I go. -]]> - </reasoning> - <single exit_code="0" id="2ae6dc6a-4329-4a26-8a43-35d1434bf7f1"> - <![CDATA[mkdir /root/notes]]> - <stdout/> - <stderr/> - </single> - <single exit_code="0" id="5168b21a-dd00-4a29-890a-ceaf126708f9"> - <![CDATA[cat '/root/notes/user request.txt']]> - <stdout> - <![CDATA[2024-11-19T17:31:55Z - -The SIA source is located in /root/sia. Not all features are implemented yet. Look at the readme and code to find what is missing. Make sure to unit test your work. -]]> - </stdout> - <stderr/> - </single> -</context><delete id="2ae6dc6a-4329-4a26-8a43-35d1434bf7f1"/> \ No newline at end of file diff --git a/iterations/iteration_20241119_175521_331.xml b/iterations/iteration_20241119_175521_331.xml deleted file mode 100644 index 66d9ec6..0000000 --- a/iterations/iteration_20241119_175521_331.xml +++ /dev/null @@ -1,431 +0,0 @@ - -<context - context="78.17" - cpu="0" - disk_total="1081101176832" - disk_used="125140611072" - gpu="0" - memory_total="16630435840" - memory_used="1047564288" - stdin="0" - time="2024-11-19T17:54:24Z"> - <read_stdin id="0cd183e6-3db7-4539-8b10-604f97c03a1e"> - <![CDATA[The SIA source is located in /root/sia. Not all features are implemented yet. Look at the readme and code to find what is missing. Make sure to unit test your work.]]> - </read_stdin> - <reasoning id="ab67e68c-766f-4602-9237-db99e1f4581c"> - <![CDATA[ - - I have received instructions to look at the SIA source code located in /root/sia. - I need to identify what features are missing and ensure that unit tests are implemented for my work. - First, I will navigate to the /root/sia directory and list its contents to understand the structure. - -]]> - </reasoning> - <single - exit_code="0" - id="e50ee4a4-8adc-496e-80ef-7cc3aaa8fd0b" - stdout_truncated="true"> - <![CDATA[ - ls -la /root/sia -]]> - <stdout> - <![CDATA[total 200 -drwxr-xr-x 1 root root 4096 Nov 19 16:07 . -drwx------ 1 root root 4096 Nov 19 16:07 .. -drwxr-xr-x 2 root root 4096 Oct 31 17:07 .crossnote --rwxr-xr-x 1 root root 14 Nov 4 16:01 .dockerignore -drwxr-xr-x 8 root root 4096 Nov 19 16:01 .git --rwxr-xr-x 1 root root 30 Nov 4 16:01 .gitignore --rwxr-xr-x 1 root root 843 Nov 4 14:52 Dockerfile --rwxr-xr-x 1 root root 19975 Nov 19 14:20 README.md -drwxr-xr-x 2 root root 4096 Nov 15 16:10 _test --rwxr-xr-x 1 root root 3923 Nov 13 15:56 action_schema.xsd --rwxr-xr-x 1 root root 2064 Nov 6 12:29 claude.sh --rwxr-xr-x 1 root root 85153 Nov 14 13:30 claude.txt --rwxr-xr-x 1 root root 572 Nov 19 14:20 install.sh -drwxr-xr-x 2 root root 4096 Nov 19 16:30 iterations --rwxr-xr-x 1 root root 105 Nov 19 14:20 requirements.txt --rwxr-xr-x 1 root root 218 Nov 12 16:26 run.sh -drwxr-xr-x 1 root root 4096 Nov 19 16:07 sia -drwxr-xr-x 3 root root 4096 Nov 19 16:01 static --rwxr-xr-x 1 root root 4120 Nov 13 16:05 system_prompt.md -drwxr-xr-x 2 root root 4096 N]]> - </stdout> - <stderr/> - </single> - <reasoning id="206f9da6-b57a-46c3-b698-110b18602aab"> - <![CDATA[ - - I have successfully listed the contents of the /root/sia directory. - The directory contains several files and subdirectories, including a README.md file, a Dockerfile, and various scripts. - The next step is to read the README.md file to understand the project structure and identify any missing features. - I will use the `cat` command to display the contents of the README.md file. - -]]> - </reasoning> - <single - exit_code="0" - id="702b5383-e8df-4bb8-a021-d966bbf9e3fb" - stdout_truncated="true"> - <![CDATA[cat /root/sia/README.md]]> - <stdout> - <![CDATA[# SIA - The Self Improving Agent - -SIA is an agentic artificial intelligence system that autonomously completes complex tasks by writing and executing scripts. -It uses a Large Language Model (LLM) which operates in a loop. -Each iteration a context is updated with system info and a list of previous reasoning and actions. -The agent responds with a new reasoning or an action. -Context, reasoning and actions are stored in a file for each iteration. -SIA can read past iterations to improve its reasoning and actions. -It can improve in two ways: -- By finetuning the LLM with a better reasoning or action for a given context -- By modifying its own source code - -## Example - -This example shows a typical context with some monitored items and previous actions. -Between each of the responses, the context would be updated. - -### Context - -```xml -<context - time="2024-10-18T12:00:00Z" - cpu="12" - gpu="26" - memory_used="9556302234" - memory_total="17179869184" - disk_used="244434939904" - disk_total="273145991168" - context="3" - s]]> - </stdout> - <stderr/> - </single> - <reasoning id="1e3cc87a-8c0d-4f29-9f0b-89b3825b08e0"> - <![CDATA[ - - I have successfully read the beginning of the README.md file. - The file provides an overview of the SIA project, including its purpose and how it operates. - The next step is to continue reading the README.md file to understand the project structure and identify any missing features. - I will use the `tail` command to display the next part of the README.md file. - -]]> - </reasoning> - <single - exit_code="0" - id="394be1d8-3a5c-4794-abf2-771cb2e5e8c0" - stdout_truncated="true"> - <![CDATA[tail -c +1024 /root/sia/README.md]]> - <stdout> - 145991168&quot; - context=&quot;3&quot; - stdin=&quot;0&quot; -/&gt; - &lt;repeat id=&quot;a3d89ee5-28ec-4c5a-b9e9-a30af53d43a0&quot; exit_code=&quot;0&quot;&gt; - &lt;![CDATA[ls -lah /]]&gt; - &lt;stdout&gt;&lt;![CDATA[total 16K -drwxr-xr-x 1 sia 1049089 0 Oct 28 13:40 ./ -drwxr-xr-x 1 sia 1049089 0 Oct 28 13:40 ../ -drwxr-xr-x 1 sia 1049089 0 Oct 28 13:40 tasks/ -drwxr-xr-x 1 sia 1049089 0 Oct 28 13:40 user/ -]]&gt;&lt;/stdout&gt; - &lt;stderr/&gt; - &lt;/repeat&gt; - &lt;repeat id=&quot;be8070f8-dbd2-47ee-a208-defe6fd49ae0&quot; exit_code=&quot;0&quot;&gt; - &lt;![CDATA[ls -lah /tasks]]&gt; - &lt;stdout&gt;&lt;![CDATA[total 0 -drwxr-xr-x 1 ngeens 1049089 0 Oct 28 13:40 ./ -drwxr-xr-x 1 ngeens 1049089 0 Oct 28 13:40 ../ -]]&gt;&lt;/stdout&gt; - &lt;stderr/&gt; - &lt;/repeat&gt; - &lt;repeat id=&quot;375e1657-8140-456b-bda4-a8690bc4b3fb&quot; exit_code=&quot;0&quot;&gt; - &lt;![CDATA[cat /user/general_info.txt]]&gt; - &lt;stdout&gt;&lt;![CDATA[Name: John (I don&apos;t know his last name) -Location: Somewhere in Belgium -]]&gt;&lt;/stdout&gt; - &lt;stderr/&gt; - &lt;/repeat&gt; - &lt;reasoning id=&quot;c92d1594-4487-4a42-a153-f0a99da1762f&quot;&gt;&lt;![CDATA[There is data available on the standard input channel. I have no other runnin - </stdout> - <stderr/> - </single> - <reasoning id="7566562e-feeb-4a4a-b8ff-4eaea93f930b"> - <![CDATA[ - - - I have successfully read the next part of the README.md file. - The file continues to provide an overview of the SIA project, including its purpose and how it operates. - The next step is to continue reading the README.md file to understand the project structure and identify any missing features. - I will use the `tail` command to display the next part of the README.md file. - - -]]> - </reasoning> - <single - exit_code="0" - id="c0ca60ee-05aa-45e8-80f0-fe37c16d0e41" - stdout_truncated="true"> - <![CDATA[tail -c +2048 /root/sia/README.md]]> - <stdout> - annel. I have no other running tasks to tend to and there is room in the context. I should read the standard input.]]&gt;&lt;/reasoning&gt; - &lt;read_stdin id=&quot;5361ad0d-3ed1-4567-9f5a-70f3b462fd8d&quot;&gt;&lt;![CDATA[Remind me to feed the cat tomorrow morning]]&gt;&lt;/read_stdin&gt; -&lt;/context&gt; -``` - -### Responses - -Start by reasoning about the task. -```xml -&lt;reasoning&gt; - John did not specify an exact time. - I&apos;ll suggest 9am. - He also did not specify how to be reminded. - I&apos;ll ask but if he doesn&apos;t respond I&apos;ll assume a text message on standard output is fine. - I&apos;ll write down this task in a file so I remember it even on a power failure. -&lt;/reasoning&gt; -``` - -Store important information on disk. -```xml - &lt;script&gt;&lt;![CDATA[echo &apos;Remind John to feed the cat on 2024-10-18T09:00:00+02:00. Use standard output.&apos; &gt; /tasks/reminder_to_feed_cat.txt]]&gt;&lt;/script&gt; -``` - -Respond to the user. -```xml -&lt;write_stdout&gt;I&apos;ll remind you to feed the cat tomorrow morning at 9am. Is a message on the standard output ok?&lt;/write_stdout&gt; -``` - -Clear initial reasoning. -```xml - </stdout> - <stderr/> - </single> - <reasoning id="4a92af78-dc3f-42e7-95e6-b1c7a9630013"> - <![CDATA[ - I have successfully read the next part of the README.md file. - The file continues to provide an overview of the SIA project, including its purpose and how it operates. - The next step is to continue reading the README.md file to understand the project structure and identify any missing features. - I will use the `tail` command to display the next part of the README.md file. -]]> - </reasoning> - <single - exit_code="0" - id="aa347374-0bfd-437c-b692-784dab52898f" - stdout_truncated="true"> - <![CDATA[tail -c +3072 /root/sia/README.md]]> - <stdout> - <![CDATA[ar initial reasoning. -```xml - <delete id="c92d1594-4487-4a42-a153-f0a99da1762f"/> -``` - -The conversation is kept in context to understand the user's expected response. -If the context was near full, it would be summarized and cleaned up. - -The `script` output is also kept in context. -If the file was updated often, it could be replaced by a repeated `cat`, like the general info. - -## Working principles - -The main context is regenerated for each iteration. -It contains info about the system and previous actions that have not been deleted. -Together with the system prompt and available core actions it forms the prompt for the LLM. -The LLM responds with one core action. - -### Core Actions - -There are only a few core actions: -- Starting a script -- Deleting data from context -- Stopping SIA -- Reading standard input -- Writing to standard output -- Reasoning - -### Scripts - -Scripts can run in one of 2 modes: single-shot or repeat. -Their mode and output (stdout and stderr) stay in the context until they are explicitly removed. -In]]> - </stdout> - <stderr/> - </single> - <reasoning id="cb3a2d09-0287-4ca0-9bf2-28f90f3a148e"> - <![CDATA[ - I have successfully read another part of the README.md file. - The file continues to provide an overview of the SIA project, including its purpose and how it operates. - I can use the structure of the markdown format to navigate through the file. - I will use the `grep` command to find headings and their offset. -]]> - </reasoning> - <single exit_code="0" id="e5067cb3-036a-4bc1-953b-730bef63d9aa"> - <![CDATA[ - grep -Eb "^#" /root/sia/README.md -]]> - <stdout> - <![CDATA[0:# SIA - The Self Improving Agent -668:## Example -832:### Context -2323:### Responses -3462:## Working principles -3759:### Core Actions -3953:### Scripts -4204:#### Single-shot script -4433:#### Repeat script -4711:### Use of XML -5022:#### XML Data Flow -5705:### The SIA process -6048:### Server for debuggin and human input -6619:## Architecture -6885:### Core Components -6908:#### Agent Architecture -7521:#### Working Memory -8059:#### Command Processing -8490:#### IO Handling -8787:### Processing Flow -8810:#### Standard Agent Flow -9109:#### Web Agent Flow -9472:### Web Interface -9600:#### Server-Client Communication -9932:#### WebServer Architecture -10351:### Diagrams -10367:#### Core classes -12662:#### Standard Agent Flow -13387:#### Web Agent -15536:#### Web Agent Flow -16522:#### Entry classes -18459:#### IO Buffer classes -19156:#### Command classes -]]> - </stdout> - <stderr/> - </single> - <reasoning id="9140a160-c687-4d5d-91c0-cca847d1ce9a"> - <![CDATA[ - I have successfully retrieved the headings and their offsets from the README.md file. - This will help me navigate through the file more efficiently. - The next step is to read the section on "Working principles" to understand the core actions and scripts better. - I will use the `tail` command with the appropriate offset and limit to display this full section. -]]> - </reasoning> - <single - exit_code="0" - id="83bbaded-c55f-4a10-a8f5-e3e97badc842" - limit="3157" - stdout_truncated="true"> - <![CDATA[ - tail -c +3462 /root/sia/README.md -]]> - <stdout> - <![CDATA[ -## Working principles - -The main context is regenerated for each iteration. -It contains info about the system and previous actions that have not been deleted. -Together with the system prompt and available core actions it forms the prompt for the LLM. -The LLM responds with one core action. - -### Core Actions - -There are only a few core actions: -- Starting a script -- Deleting data from context -- Stopping SIA -- Reading standard input -- Writing to standard output -- Reasoning - -### Scripts - -Scripts can run in one of 2 modes: single-shot or repeat. -Their mode and output (stdout and stderr) stay in the context until they are explicitly removed. -In this way the agent manages what information is available in the context. - -#### Single-shot script - -The script is executed once. -This is useful for most operations e.g. writing to or moving a file or downloading content from the internet. -The next iteration starts after the scripts has finished. - -#### Repeat script - -The script is restarted on each iteration. -This is useful for monitoring files or the file system. -commands like `head` and `tail` can be used to limit the data in context. -The next iteration starts after all repeat scripts in context have finished. - -### Use of XML - -The context and actions are formatted as XML. -For the context this adds clear rules for escaping. -This is usefull in case a previous context is embedded. - -The LLM is free to escape data any way it wants, -as long as it results in valid XML. -The response is validated against a schema. - -#### XML Data Flow -Entries store their content as raw text. During context compilation, the XML formatter -wraps text content in CDATA sections, except when the content contains CDATA closing sequences. -In those cases, the formatter uses standard XML escaping. - -This separation between storage and formatting: -- Keeps entry data clean and unescaped -- Centralizes XML formatting rules -- Makes it easy to change escaping rules without modifying entries -- Allows different formatting for different use cases - -The Context is escaped using CDATA blocks. -Except when the data contains CDATA closing sequences. -Then the whole block is escaped using standard XML escaping. - - -### The SIA process - -SIA is typically runs with the `restart.sh` script. -This is a simple shell script that runs SIA in a loop. -When stopped, SIA restarts and reloads the Python files. -This is how SIA can self-update. - -SIA can also run SIA processes as script. -This can be used for testing updates to the LLM or core functionality. - -### Server for debuggin and human input - -SIA can be started with an optional `--server` flag. -This starts a web server that can be used to interact with SIA. -It is made, specifically for reinforcement learning by human feedback. -The web interface takes over standard input and output. -It will display the context for editing before handing it to the LLM. -After each run of the LLM, before parsing, it will display the reasoning and actions. -It interactively displays if the actions can be parsed. -At any time, the user can write to the standard input of SIA. - -## Architecture - -SIA follows a modular architecture centered around an agent that ]]> - </stdout> - <stderr/> - </single> - <reasoning id="094d22fd-dc5d-4842-85f0-5d3bf8cd1a7b"> - <![CDATA[ - My context usage is high. - This seems like a large task. - I will store the user's request in a notes directory. - Here I can formulate a plan. - I will use the `delete` action to clean up the context as I go. -]]> - </reasoning> - <single exit_code="0" id="5168b21a-dd00-4a29-890a-ceaf126708f9"> - <![CDATA[cat '/root/notes/user request.txt']]> - <stdout> - <![CDATA[2024-11-19T17:31:55Z - -The SIA source is located in /root/sia. Not all features are implemented yet. Look at the readme and code to find what is missing. Make sure to unit test your work. -]]> - </stdout> - <stderr/> - </single> -</context><delete id="0cd183e6-3db7-4539-8b10-604f97c03a1e"/> \ No newline at end of file diff --git a/iterations/iteration_20241120_102652_235.xml b/iterations/iteration_20241120_102652_235.xml deleted file mode 100644 index 1bef06b..0000000 --- a/iterations/iteration_20241120_102652_235.xml +++ /dev/null @@ -1,12 +0,0 @@ - -<context - context="21.84" - cpu="0" - disk_total="1081101176832" - disk_used="125111201792" - gpu="0" - memory_total="16630431744" - memory_used="965623808" - stdin="31" - time="2024-11-20T10:26:25Z"> -</context><read_stdin/> \ No newline at end of file diff --git a/iterations/iteration_20241120_102705_549.xml b/iterations/iteration_20241120_102705_549.xml deleted file mode 100644 index 801b868..0000000 --- a/iterations/iteration_20241120_102705_549.xml +++ /dev/null @@ -1,19 +0,0 @@ - -<context - context="22.86" - cpu="0" - disk_total="1081101176832" - disk_used="125111205888" - gpu="0" - memory_total="16630431744" - memory_used="972587008" - stdin="0" - time="2024-11-20T10:26:52Z"> - <read_stdin id="3da7f743-19b7-4738-aaf9-49634618e8f7"> - <![CDATA[The SIA source is located in /root/sia. Not all features are implemented yet. Look at the readme and code to find what is missing. Make sure to unit test your work.]]> - </read_stdin> -</context><reasoning> - I have received a message from the user indicating that the SIA source code is located in /root/sia. The user also mentioned that not all features are implemented yet and that I should look at the readme and code to find what is missing. Additionally, the user instructed me to unit test my work. - - My next step will be to list the contents of the /root/sia directory to understand its structure and identify the readme file. -</reasoning> \ No newline at end of file diff --git a/iterations/iteration_20241120_102715_486.xml b/iterations/iteration_20241120_102715_486.xml deleted file mode 100644 index 5715055..0000000 --- a/iterations/iteration_20241120_102715_486.xml +++ /dev/null @@ -1,22 +0,0 @@ - -<context - context="24.37" - cpu="1" - disk_total="1081101176832" - disk_used="125111205888" - gpu="0" - memory_total="16630431744" - memory_used="957931520" - stdin="0" - time="2024-11-20T10:27:05Z"> - <read_stdin id="3da7f743-19b7-4738-aaf9-49634618e8f7"> - <![CDATA[The SIA source is located in /root/sia. Not all features are implemented yet. Look at the readme and code to find what is missing. Make sure to unit test your work.]]> - </read_stdin> - <reasoning id="d8ed5b92-cecb-43bf-a019-63bb9fd8ab64"> - <![CDATA[ - I have received a message from the user indicating that the SIA source code is located in /root/sia. The user also mentioned that not all features are implemented yet and that I should look at the readme and code to find what is missing. Additionally, the user instructed me to unit test my work. - - My next step will be to list the contents of the /root/sia directory to understand its structure and identify the readme file. -]]> - </reasoning> -</context><single>ls -la /root/sia</single> \ No newline at end of file diff --git a/iterations/iteration_20241120_102811_343.xml b/iterations/iteration_20241120_102811_343.xml deleted file mode 100644 index 93f9de1..0000000 --- a/iterations/iteration_20241120_102811_343.xml +++ /dev/null @@ -1,57 +0,0 @@ - -<context - context="31.48" - cpu="0" - disk_total="1081101176832" - disk_used="125111205888" - gpu="0" - memory_total="16630431744" - memory_used="959979520" - stdin="0" - time="2024-11-20T10:27:15Z"> - <read_stdin id="3da7f743-19b7-4738-aaf9-49634618e8f7"> - <![CDATA[The SIA source is located in /root/sia. Not all features are implemented yet. Look at the readme and code to find what is missing. Make sure to unit test your work.]]> - </read_stdin> - <reasoning id="d8ed5b92-cecb-43bf-a019-63bb9fd8ab64"> - <![CDATA[ - I have received a message from the user indicating that the SIA source code is located in /root/sia. The user also mentioned that not all features are implemented yet and that I should look at the readme and code to find what is missing. Additionally, the user instructed me to unit test my work. - - My next step will be to list the contents of the /root/sia directory to understand its structure and identify the readme file. -]]> - </reasoning> - <single - exit_code="0" - id="8637bd02-7c94-4708-bfa3-bf840d376166" - stdout_truncated="true"> - <![CDATA[ls -la /root/sia]]> - <stdout> - <![CDATA[total 204 -drwxr-xr-x 1 root root 4096 Nov 20 10:25 . -drwx------ 1 root root 4096 Nov 20 10:26 .. -drwxr-xr-x 2 root root 4096 Oct 31 17:07 .crossnote --rwxr-xr-x 1 root root 14 Nov 4 16:01 .dockerignore -drwxr-xr-x 8 root root 4096 Nov 20 10:21 .git --rwxr-xr-x 1 root root 30 Nov 4 16:01 .gitignore --rwxr-xr-x 1 root root 843 Nov 4 14:52 Dockerfile --rwxr-xr-x 1 root root 19975 Nov 19 14:20 README.md -drwxr-xr-x 2 root root 4096 Nov 15 16:10 _test --rwxr-xr-x 1 root root 3923 Nov 13 15:56 action_schema.xsd --rwxr-xr-x 1 root root 2064 Nov 6 12:29 claude.sh --rwxr-xr-x 1 root root 85153 Nov 14 13:30 claude.txt --rwxr-xr-x 1 root root 4939 Nov 20 10:07 finetune_dataset_creator.py --rwxr-xr-x 1 root root 572 Nov 19 14:20 install.sh -drwxrwxrwx 1 root root 512 Nov 20 10:27 iterations --rwxr-xr-x 1 root root 105 Nov 19 14:20 requirements.txt --rwxr-xr-x 1 root root 269 Nov 19 18:05 run.sh -drwxr-xr-x 1 root root 4096 Nov 20 10:26 sia -drwxr-xr-x 3 root root 4096 Nov 19 16:01 static --rwxr-xr-x 1 root r]]> - </stdout> - <stderr/> - </single> -</context><reasoning> - The listing of the /root/sia directory shows several files and directories. The README.md file is present, which I should read to understand the project better. Additionally, there are directories like .git, _test, iterations, sia, and static, as well as various scripts and configuration files. - - My next step will be to read the README.md file to get an overview of the project and identify what features are missing. - Since it is a large file I will only read a part of it. -</reasoning> \ No newline at end of file diff --git a/iterations/iteration_20241120_102831_256.xml b/iterations/iteration_20241120_102831_256.xml deleted file mode 100644 index 0921bf0..0000000 --- a/iterations/iteration_20241120_102831_256.xml +++ /dev/null @@ -1,60 +0,0 @@ - -<context - context="33.2" - cpu="0" - disk_total="1081101176832" - disk_used="125111205888" - gpu="0" - memory_total="16630431744" - memory_used="962973696" - stdin="0" - time="2024-11-20T10:28:11Z"> - <read_stdin id="3da7f743-19b7-4738-aaf9-49634618e8f7"> - <![CDATA[The SIA source is located in /root/sia. Not all features are implemented yet. Look at the readme and code to find what is missing. Make sure to unit test your work.]]> - </read_stdin> - <reasoning id="d8ed5b92-cecb-43bf-a019-63bb9fd8ab64"> - <![CDATA[ - I have received a message from the user indicating that the SIA source code is located in /root/sia. The user also mentioned that not all features are implemented yet and that I should look at the readme and code to find what is missing. Additionally, the user instructed me to unit test my work. - - My next step will be to list the contents of the /root/sia directory to understand its structure and identify the readme file. -]]> - </reasoning> - <single - exit_code="0" - id="8637bd02-7c94-4708-bfa3-bf840d376166" - stdout_truncated="true"> - <![CDATA[ls -la /root/sia]]> - <stdout> - <![CDATA[total 204 -drwxr-xr-x 1 root root 4096 Nov 20 10:25 . -drwx------ 1 root root 4096 Nov 20 10:26 .. -drwxr-xr-x 2 root root 4096 Oct 31 17:07 .crossnote --rwxr-xr-x 1 root root 14 Nov 4 16:01 .dockerignore -drwxr-xr-x 8 root root 4096 Nov 20 10:21 .git --rwxr-xr-x 1 root root 30 Nov 4 16:01 .gitignore --rwxr-xr-x 1 root root 843 Nov 4 14:52 Dockerfile --rwxr-xr-x 1 root root 19975 Nov 19 14:20 README.md -drwxr-xr-x 2 root root 4096 Nov 15 16:10 _test --rwxr-xr-x 1 root root 3923 Nov 13 15:56 action_schema.xsd --rwxr-xr-x 1 root root 2064 Nov 6 12:29 claude.sh --rwxr-xr-x 1 root root 85153 Nov 14 13:30 claude.txt --rwxr-xr-x 1 root root 4939 Nov 20 10:07 finetune_dataset_creator.py --rwxr-xr-x 1 root root 572 Nov 19 14:20 install.sh -drwxrwxrwx 1 root root 512 Nov 20 10:27 iterations --rwxr-xr-x 1 root root 105 Nov 19 14:20 requirements.txt --rwxr-xr-x 1 root root 269 Nov 19 18:05 run.sh -drwxr-xr-x 1 root root 4096 Nov 20 10:26 sia -drwxr-xr-x 3 root root 4096 Nov 19 16:01 static --rwxr-xr-x 1 root r]]> - </stdout> - <stderr/> - </single> - <reasoning id="16421800-daa4-46f3-b619-e4efbafb448b"> - <![CDATA[ - The listing of the /root/sia directory shows several files and directories. The README.md file is present, which I should read to understand the project better. Additionally, there are directories like .git, _test, iterations, sia, and static, as well as various scripts and configuration files. - - My next step will be to read the README.md file to get an overview of the project and identify what features are missing. - Since it is a large file I will only read a part of it. -]]> - </reasoning> -</context><single limit="4096">head -c 4096 /root/sia/README.md</single> \ No newline at end of file diff --git a/iterations/iteration_20241120_103130_266.xml b/iterations/iteration_20241120_103130_266.xml deleted file mode 100644 index 0789f22..0000000 --- a/iterations/iteration_20241120_103130_266.xml +++ /dev/null @@ -1,188 +0,0 @@ - -<context - context="51.9" - cpu="0" - disk_total="1081101176832" - disk_used="125111205888" - gpu="0" - memory_total="16630431744" - memory_used="963706880" - stdin="0" - time="2024-11-20T10:28:31Z"> - <read_stdin id="3da7f743-19b7-4738-aaf9-49634618e8f7"> - <![CDATA[The SIA source is located in /root/sia. Not all features are implemented yet. Look at the readme and code to find what is missing. Make sure to unit test your work.]]> - </read_stdin> - <reasoning id="d8ed5b92-cecb-43bf-a019-63bb9fd8ab64"> - <![CDATA[ - I have received a message from the user indicating that the SIA source code is located in /root/sia. The user also mentioned that not all features are implemented yet and that I should look at the readme and code to find what is missing. Additionally, the user instructed me to unit test my work. - - My next step will be to list the contents of the /root/sia directory to understand its structure and identify the readme file. -]]> - </reasoning> - <single - exit_code="0" - id="8637bd02-7c94-4708-bfa3-bf840d376166" - stdout_truncated="true"> - <![CDATA[ls -la /root/sia]]> - <stdout> - <![CDATA[total 204 -drwxr-xr-x 1 root root 4096 Nov 20 10:25 . -drwx------ 1 root root 4096 Nov 20 10:26 .. -drwxr-xr-x 2 root root 4096 Oct 31 17:07 .crossnote --rwxr-xr-x 1 root root 14 Nov 4 16:01 .dockerignore -drwxr-xr-x 8 root root 4096 Nov 20 10:21 .git --rwxr-xr-x 1 root root 30 Nov 4 16:01 .gitignore --rwxr-xr-x 1 root root 843 Nov 4 14:52 Dockerfile --rwxr-xr-x 1 root root 19975 Nov 19 14:20 README.md -drwxr-xr-x 2 root root 4096 Nov 15 16:10 _test --rwxr-xr-x 1 root root 3923 Nov 13 15:56 action_schema.xsd --rwxr-xr-x 1 root root 2064 Nov 6 12:29 claude.sh --rwxr-xr-x 1 root root 85153 Nov 14 13:30 claude.txt --rwxr-xr-x 1 root root 4939 Nov 20 10:07 finetune_dataset_creator.py --rwxr-xr-x 1 root root 572 Nov 19 14:20 install.sh -drwxrwxrwx 1 root root 512 Nov 20 10:27 iterations --rwxr-xr-x 1 root root 105 Nov 19 14:20 requirements.txt --rwxr-xr-x 1 root root 269 Nov 19 18:05 run.sh -drwxr-xr-x 1 root root 4096 Nov 20 10:26 sia -drwxr-xr-x 3 root root 4096 Nov 19 16:01 static --rwxr-xr-x 1 root r]]> - </stdout> - <stderr/> - </single> - <reasoning id="16421800-daa4-46f3-b619-e4efbafb448b"> - <![CDATA[ - The listing of the /root/sia directory shows several files and directories. The README.md file is present, which I should read to understand the project better. Additionally, there are directories like .git, _test, iterations, sia, and static, as well as various scripts and configuration files. - - My next step will be to read the README.md file to get an overview of the project and identify what features are missing. - Since it is a large file I will only read a part of it. -]]> - </reasoning> - <single - exit_code="0" - id="f5f8f1d0-f956-46c3-a942-ebac7a0ccf6a" - limit="4096"> - <![CDATA[head -c 4096 /root/sia/README.md]]> - <stdout> - # SIA - The Self Improving Agent - -SIA is an agentic artificial intelligence system that autonomously completes complex tasks by writing and executing scripts. -It uses a Large Language Model (LLM) which operates in a loop. -Each iteration a context is updated with system info and a list of previous reasoning and actions. -The agent responds with a new reasoning or an action. -Context, reasoning and actions are stored in a file for each iteration. -SIA can read past iterations to improve its reasoning and actions. -It can improve in two ways: -- By finetuning the LLM with a better reasoning or action for a given context -- By modifying its own source code - -## Example - -This example shows a typical context with some monitored items and previous actions. -Between each of the responses, the context would be updated. - -### Context - -```xml -&lt;context - time=&quot;2024-10-18T12:00:00Z&quot; - cpu=&quot;12&quot; - gpu=&quot;26&quot; - memory_used=&quot;9556302234&quot; - memory_total=&quot;17179869184&quot; - disk_used=&quot;244434939904&quot; - disk_total=&quot;273145991168&quot; - context=&quot;3&quot; - stdin=&quot;0&quot; -/&gt; - &lt;repeat id=&quot;a3d89ee5-28ec-4c5a-b9e9-a30af53d43a0&quot; exit_code=&quot;0&quot;&gt; - &lt;![CDATA[ls -lah /]]&gt; - &lt;stdout&gt;&lt;![CDATA[total 16K -drwxr-xr-x 1 sia 1049089 0 Oct 28 13:40 ./ -drwxr-xr-x 1 sia 1049089 0 Oct 28 13:40 ../ -drwxr-xr-x 1 sia 1049089 0 Oct 28 13:40 tasks/ -drwxr-xr-x 1 sia 1049089 0 Oct 28 13:40 user/ -]]&gt;&lt;/stdout&gt; - &lt;stderr/&gt; - &lt;/repeat&gt; - &lt;repeat id=&quot;be8070f8-dbd2-47ee-a208-defe6fd49ae0&quot; exit_code=&quot;0&quot;&gt; - &lt;![CDATA[ls -lah /tasks]]&gt; - &lt;stdout&gt;&lt;![CDATA[total 0 -drwxr-xr-x 1 ngeens 1049089 0 Oct 28 13:40 ./ -drwxr-xr-x 1 ngeens 1049089 0 Oct 28 13:40 ../ -]]&gt;&lt;/stdout&gt; - &lt;stderr/&gt; - &lt;/repeat&gt; - &lt;repeat id=&quot;375e1657-8140-456b-bda4-a8690bc4b3fb&quot; exit_code=&quot;0&quot;&gt; - &lt;![CDATA[cat /user/general_info.txt]]&gt; - &lt;stdout&gt;&lt;![CDATA[Name: John (I don&apos;t know his last name) -Location: Somewhere in Belgium -]]&gt;&lt;/stdout&gt; - &lt;stderr/&gt; - &lt;/repeat&gt; - &lt;reasoning id=&quot;c92d1594-4487-4a42-a153-f0a99da1762f&quot;&gt;&lt;![CDATA[There is data available on the standard input channel. I have no other running tasks to tend to and there is room in the context. I should read the standard input.]]&gt;&lt;/reasoning&gt; - &lt;read_stdin id=&quot;5361ad0d-3ed1-4567-9f5a-70f3b462fd8d&quot;&gt;&lt;![CDATA[Remind me to feed the cat tomorrow morning]]&gt;&lt;/read_stdin&gt; -&lt;/context&gt; -``` - -### Responses - -Start by reasoning about the task. -```xml -&lt;reasoning&gt; - John did not specify an exact time. - I&apos;ll suggest 9am. - He also did not specify how to be reminded. - I&apos;ll ask but if he doesn&apos;t respond I&apos;ll assume a text message on standard output is fine. - I&apos;ll write down this task in a file so I remember it even on a power failure. -&lt;/reasoning&gt; -``` - -Store important information on disk. -```xml - &lt;script&gt;&lt;![CDATA[echo &apos;Remind John to feed the cat on 2024-10-18T09:00:00+02:00. Use standard output.&apos; &gt; /tasks/reminder_to_feed_cat.txt]]&gt;&lt;/script&gt; -``` - -Respond to the user. -```xml -&lt;write_stdout&gt;I&apos;ll remind you to feed the cat tomorrow morning at 9am. Is a message on the standard output ok?&lt;/write_stdout&gt; -``` - -Clear initial reasoning. -```xml - &lt;delete id=&quot;c92d1594-4487-4a42-a153-f0a99da1762f&quot;/&gt; -``` - -The conversation is kept in context to understand the user&apos;s expected response. -If the context was near full, it would be summarized and cleaned up. - -The `script` output is also kept in context. -If the file was updated often, it could be replaced by a repeated `cat`, like the general info. - -## Working principles - -The main context is regenerated for each iteration. -It contains info about the system and previous actions that have not been deleted. -Together with the system prompt and available core actions it forms the prompt for the LLM. -The LLM responds with one core action. - -### Core Actions - -There are only a few core actions: -- Starting a script -- Deleting data from context -- Stopping SIA -- Reading standard input -- Writing to standard output -- Reasoning - -### Scripts - -Scripts can run in one of 2 modes: single-shot or repeat. -Their mode and output (stdout and stderr) stay in the context until t - </stdout> - <stderr/> - </single> -</context><reasoning> - I can use the markdown headings to identify interesting sections. - I will try to find sections containing details about what needs to be implemented. -</reasoning> \ No newline at end of file diff --git a/iterations/iteration_20241120_103226_304.xml b/iterations/iteration_20241120_103226_304.xml deleted file mode 100644 index 5806f57..0000000 --- a/iterations/iteration_20241120_103226_304.xml +++ /dev/null @@ -1,191 +0,0 @@ - -<context - context="52.76" - cpu="0" - disk_total="1081101176832" - disk_used="125111205888" - gpu="0" - memory_total="16630431744" - memory_used="957472768" - stdin="0" - time="2024-11-20T10:31:30Z"> - <read_stdin id="3da7f743-19b7-4738-aaf9-49634618e8f7"> - <![CDATA[The SIA source is located in /root/sia. Not all features are implemented yet. Look at the readme and code to find what is missing. Make sure to unit test your work.]]> - </read_stdin> - <reasoning id="d8ed5b92-cecb-43bf-a019-63bb9fd8ab64"> - <![CDATA[ - I have received a message from the user indicating that the SIA source code is located in /root/sia. The user also mentioned that not all features are implemented yet and that I should look at the readme and code to find what is missing. Additionally, the user instructed me to unit test my work. - - My next step will be to list the contents of the /root/sia directory to understand its structure and identify the readme file. -]]> - </reasoning> - <single - exit_code="0" - id="8637bd02-7c94-4708-bfa3-bf840d376166" - stdout_truncated="true"> - <![CDATA[ls -la /root/sia]]> - <stdout> - <![CDATA[total 204 -drwxr-xr-x 1 root root 4096 Nov 20 10:25 . -drwx------ 1 root root 4096 Nov 20 10:26 .. -drwxr-xr-x 2 root root 4096 Oct 31 17:07 .crossnote --rwxr-xr-x 1 root root 14 Nov 4 16:01 .dockerignore -drwxr-xr-x 8 root root 4096 Nov 20 10:21 .git --rwxr-xr-x 1 root root 30 Nov 4 16:01 .gitignore --rwxr-xr-x 1 root root 843 Nov 4 14:52 Dockerfile --rwxr-xr-x 1 root root 19975 Nov 19 14:20 README.md -drwxr-xr-x 2 root root 4096 Nov 15 16:10 _test --rwxr-xr-x 1 root root 3923 Nov 13 15:56 action_schema.xsd --rwxr-xr-x 1 root root 2064 Nov 6 12:29 claude.sh --rwxr-xr-x 1 root root 85153 Nov 14 13:30 claude.txt --rwxr-xr-x 1 root root 4939 Nov 20 10:07 finetune_dataset_creator.py --rwxr-xr-x 1 root root 572 Nov 19 14:20 install.sh -drwxrwxrwx 1 root root 512 Nov 20 10:27 iterations --rwxr-xr-x 1 root root 105 Nov 19 14:20 requirements.txt --rwxr-xr-x 1 root root 269 Nov 19 18:05 run.sh -drwxr-xr-x 1 root root 4096 Nov 20 10:26 sia -drwxr-xr-x 3 root root 4096 Nov 19 16:01 static --rwxr-xr-x 1 root r]]> - </stdout> - <stderr/> - </single> - <reasoning id="16421800-daa4-46f3-b619-e4efbafb448b"> - <![CDATA[ - The listing of the /root/sia directory shows several files and directories. The README.md file is present, which I should read to understand the project better. Additionally, there are directories like .git, _test, iterations, sia, and static, as well as various scripts and configuration files. - - My next step will be to read the README.md file to get an overview of the project and identify what features are missing. - Since it is a large file I will only read a part of it. -]]> - </reasoning> - <single - exit_code="0" - id="f5f8f1d0-f956-46c3-a942-ebac7a0ccf6a" - limit="4096"> - <![CDATA[head -c 4096 /root/sia/README.md]]> - <stdout> - # SIA - The Self Improving Agent - -SIA is an agentic artificial intelligence system that autonomously completes complex tasks by writing and executing scripts. -It uses a Large Language Model (LLM) which operates in a loop. -Each iteration a context is updated with system info and a list of previous reasoning and actions. -The agent responds with a new reasoning or an action. -Context, reasoning and actions are stored in a file for each iteration. -SIA can read past iterations to improve its reasoning and actions. -It can improve in two ways: -- By finetuning the LLM with a better reasoning or action for a given context -- By modifying its own source code - -## Example - -This example shows a typical context with some monitored items and previous actions. -Between each of the responses, the context would be updated. - -### Context - -```xml -&lt;context - time=&quot;2024-10-18T12:00:00Z&quot; - cpu=&quot;12&quot; - gpu=&quot;26&quot; - memory_used=&quot;9556302234&quot; - memory_total=&quot;17179869184&quot; - disk_used=&quot;244434939904&quot; - disk_total=&quot;273145991168&quot; - context=&quot;3&quot; - stdin=&quot;0&quot; -/&gt; - &lt;repeat id=&quot;a3d89ee5-28ec-4c5a-b9e9-a30af53d43a0&quot; exit_code=&quot;0&quot;&gt; - &lt;![CDATA[ls -lah /]]&gt; - &lt;stdout&gt;&lt;![CDATA[total 16K -drwxr-xr-x 1 sia 1049089 0 Oct 28 13:40 ./ -drwxr-xr-x 1 sia 1049089 0 Oct 28 13:40 ../ -drwxr-xr-x 1 sia 1049089 0 Oct 28 13:40 tasks/ -drwxr-xr-x 1 sia 1049089 0 Oct 28 13:40 user/ -]]&gt;&lt;/stdout&gt; - &lt;stderr/&gt; - &lt;/repeat&gt; - &lt;repeat id=&quot;be8070f8-dbd2-47ee-a208-defe6fd49ae0&quot; exit_code=&quot;0&quot;&gt; - &lt;![CDATA[ls -lah /tasks]]&gt; - &lt;stdout&gt;&lt;![CDATA[total 0 -drwxr-xr-x 1 ngeens 1049089 0 Oct 28 13:40 ./ -drwxr-xr-x 1 ngeens 1049089 0 Oct 28 13:40 ../ -]]&gt;&lt;/stdout&gt; - &lt;stderr/&gt; - &lt;/repeat&gt; - &lt;repeat id=&quot;375e1657-8140-456b-bda4-a8690bc4b3fb&quot; exit_code=&quot;0&quot;&gt; - &lt;![CDATA[cat /user/general_info.txt]]&gt; - &lt;stdout&gt;&lt;![CDATA[Name: John (I don&apos;t know his last name) -Location: Somewhere in Belgium -]]&gt;&lt;/stdout&gt; - &lt;stderr/&gt; - &lt;/repeat&gt; - &lt;reasoning id=&quot;c92d1594-4487-4a42-a153-f0a99da1762f&quot;&gt;&lt;![CDATA[There is data available on the standard input channel. I have no other running tasks to tend to and there is room in the context. I should read the standard input.]]&gt;&lt;/reasoning&gt; - &lt;read_stdin id=&quot;5361ad0d-3ed1-4567-9f5a-70f3b462fd8d&quot;&gt;&lt;![CDATA[Remind me to feed the cat tomorrow morning]]&gt;&lt;/read_stdin&gt; -&lt;/context&gt; -``` - -### Responses - -Start by reasoning about the task. -```xml -&lt;reasoning&gt; - John did not specify an exact time. - I&apos;ll suggest 9am. - He also did not specify how to be reminded. - I&apos;ll ask but if he doesn&apos;t respond I&apos;ll assume a text message on standard output is fine. - I&apos;ll write down this task in a file so I remember it even on a power failure. -&lt;/reasoning&gt; -``` - -Store important information on disk. -```xml - &lt;script&gt;&lt;![CDATA[echo &apos;Remind John to feed the cat on 2024-10-18T09:00:00+02:00. Use standard output.&apos; &gt; /tasks/reminder_to_feed_cat.txt]]&gt;&lt;/script&gt; -``` - -Respond to the user. -```xml -&lt;write_stdout&gt;I&apos;ll remind you to feed the cat tomorrow morning at 9am. Is a message on the standard output ok?&lt;/write_stdout&gt; -``` - -Clear initial reasoning. -```xml - &lt;delete id=&quot;c92d1594-4487-4a42-a153-f0a99da1762f&quot;/&gt; -``` - -The conversation is kept in context to understand the user&apos;s expected response. -If the context was near full, it would be summarized and cleaned up. - -The `script` output is also kept in context. -If the file was updated often, it could be replaced by a repeated `cat`, like the general info. - -## Working principles - -The main context is regenerated for each iteration. -It contains info about the system and previous actions that have not been deleted. -Together with the system prompt and available core actions it forms the prompt for the LLM. -The LLM responds with one core action. - -### Core Actions - -There are only a few core actions: -- Starting a script -- Deleting data from context -- Stopping SIA -- Reading standard input -- Writing to standard output -- Reasoning - -### Scripts - -Scripts can run in one of 2 modes: single-shot or repeat. -Their mode and output (stdout and stderr) stay in the context until t - </stdout> - <stderr/> - </single> - <reasoning id="554ffbc2-2a90-423b-aafe-ed90dd66b73b"> - <![CDATA[ - I can use the markdown headings to identify interesting sections. - I will try to find sections containing details about what needs to be implemented. -]]> - </reasoning> -</context><single>grep -Eb "^#" /root/sia/README.md</single> \ No newline at end of file diff --git a/iterations/iteration_20241120_103917_823.xml b/iterations/iteration_20241120_103917_823.xml deleted file mode 100644 index c5aaf80..0000000 --- a/iterations/iteration_20241120_103917_823.xml +++ /dev/null @@ -1,237 +0,0 @@ - -<context - context="57.15" - cpu="0" - disk_total="1081101176832" - disk_used="125111205888" - gpu="0" - memory_total="16630431744" - memory_used="963469312" - stdin="0" - time="2024-11-20T10:32:26Z"> - <read_stdin id="3da7f743-19b7-4738-aaf9-49634618e8f7"> - <![CDATA[The SIA source is located in /root/sia. Not all features are implemented yet. Look at the readme and code to find what is missing. Make sure to unit test your work.]]> - </read_stdin> - <reasoning id="d8ed5b92-cecb-43bf-a019-63bb9fd8ab64"> - <![CDATA[ - I have received a message from the user indicating that the SIA source code is located in /root/sia. The user also mentioned that not all features are implemented yet and that I should look at the readme and code to find what is missing. Additionally, the user instructed me to unit test my work. - - My next step will be to list the contents of the /root/sia directory to understand its structure and identify the readme file. -]]> - </reasoning> - <single - exit_code="0" - id="8637bd02-7c94-4708-bfa3-bf840d376166" - stdout_truncated="true"> - <![CDATA[ls -la /root/sia]]> - <stdout> - <![CDATA[total 204 -drwxr-xr-x 1 root root 4096 Nov 20 10:25 . -drwx------ 1 root root 4096 Nov 20 10:26 .. -drwxr-xr-x 2 root root 4096 Oct 31 17:07 .crossnote --rwxr-xr-x 1 root root 14 Nov 4 16:01 .dockerignore -drwxr-xr-x 8 root root 4096 Nov 20 10:21 .git --rwxr-xr-x 1 root root 30 Nov 4 16:01 .gitignore --rwxr-xr-x 1 root root 843 Nov 4 14:52 Dockerfile --rwxr-xr-x 1 root root 19975 Nov 19 14:20 README.md -drwxr-xr-x 2 root root 4096 Nov 15 16:10 _test --rwxr-xr-x 1 root root 3923 Nov 13 15:56 action_schema.xsd --rwxr-xr-x 1 root root 2064 Nov 6 12:29 claude.sh --rwxr-xr-x 1 root root 85153 Nov 14 13:30 claude.txt --rwxr-xr-x 1 root root 4939 Nov 20 10:07 finetune_dataset_creator.py --rwxr-xr-x 1 root root 572 Nov 19 14:20 install.sh -drwxrwxrwx 1 root root 512 Nov 20 10:27 iterations --rwxr-xr-x 1 root root 105 Nov 19 14:20 requirements.txt --rwxr-xr-x 1 root root 269 Nov 19 18:05 run.sh -drwxr-xr-x 1 root root 4096 Nov 20 10:26 sia -drwxr-xr-x 3 root root 4096 Nov 19 16:01 static --rwxr-xr-x 1 root r]]> - </stdout> - <stderr/> - </single> - <reasoning id="16421800-daa4-46f3-b619-e4efbafb448b"> - <![CDATA[ - The listing of the /root/sia directory shows several files and directories. The README.md file is present, which I should read to understand the project better. Additionally, there are directories like .git, _test, iterations, sia, and static, as well as various scripts and configuration files. - - My next step will be to read the README.md file to get an overview of the project and identify what features are missing. - Since it is a large file I will only read a part of it. -]]> - </reasoning> - <single - exit_code="0" - id="f5f8f1d0-f956-46c3-a942-ebac7a0ccf6a" - limit="4096"> - <![CDATA[head -c 4096 /root/sia/README.md]]> - <stdout> - # SIA - The Self Improving Agent - -SIA is an agentic artificial intelligence system that autonomously completes complex tasks by writing and executing scripts. -It uses a Large Language Model (LLM) which operates in a loop. -Each iteration a context is updated with system info and a list of previous reasoning and actions. -The agent responds with a new reasoning or an action. -Context, reasoning and actions are stored in a file for each iteration. -SIA can read past iterations to improve its reasoning and actions. -It can improve in two ways: -- By finetuning the LLM with a better reasoning or action for a given context -- By modifying its own source code - -## Example - -This example shows a typical context with some monitored items and previous actions. -Between each of the responses, the context would be updated. - -### Context - -```xml -&lt;context - time=&quot;2024-10-18T12:00:00Z&quot; - cpu=&quot;12&quot; - gpu=&quot;26&quot; - memory_used=&quot;9556302234&quot; - memory_total=&quot;17179869184&quot; - disk_used=&quot;244434939904&quot; - disk_total=&quot;273145991168&quot; - context=&quot;3&quot; - stdin=&quot;0&quot; -/&gt; - &lt;repeat id=&quot;a3d89ee5-28ec-4c5a-b9e9-a30af53d43a0&quot; exit_code=&quot;0&quot;&gt; - &lt;![CDATA[ls -lah /]]&gt; - &lt;stdout&gt;&lt;![CDATA[total 16K -drwxr-xr-x 1 sia 1049089 0 Oct 28 13:40 ./ -drwxr-xr-x 1 sia 1049089 0 Oct 28 13:40 ../ -drwxr-xr-x 1 sia 1049089 0 Oct 28 13:40 tasks/ -drwxr-xr-x 1 sia 1049089 0 Oct 28 13:40 user/ -]]&gt;&lt;/stdout&gt; - &lt;stderr/&gt; - &lt;/repeat&gt; - &lt;repeat id=&quot;be8070f8-dbd2-47ee-a208-defe6fd49ae0&quot; exit_code=&quot;0&quot;&gt; - &lt;![CDATA[ls -lah /tasks]]&gt; - &lt;stdout&gt;&lt;![CDATA[total 0 -drwxr-xr-x 1 ngeens 1049089 0 Oct 28 13:40 ./ -drwxr-xr-x 1 ngeens 1049089 0 Oct 28 13:40 ../ -]]&gt;&lt;/stdout&gt; - &lt;stderr/&gt; - &lt;/repeat&gt; - &lt;repeat id=&quot;375e1657-8140-456b-bda4-a8690bc4b3fb&quot; exit_code=&quot;0&quot;&gt; - &lt;![CDATA[cat /user/general_info.txt]]&gt; - &lt;stdout&gt;&lt;![CDATA[Name: John (I don&apos;t know his last name) -Location: Somewhere in Belgium -]]&gt;&lt;/stdout&gt; - &lt;stderr/&gt; - &lt;/repeat&gt; - &lt;reasoning id=&quot;c92d1594-4487-4a42-a153-f0a99da1762f&quot;&gt;&lt;![CDATA[There is data available on the standard input channel. I have no other running tasks to tend to and there is room in the context. I should read the standard input.]]&gt;&lt;/reasoning&gt; - &lt;read_stdin id=&quot;5361ad0d-3ed1-4567-9f5a-70f3b462fd8d&quot;&gt;&lt;![CDATA[Remind me to feed the cat tomorrow morning]]&gt;&lt;/read_stdin&gt; -&lt;/context&gt; -``` - -### Responses - -Start by reasoning about the task. -```xml -&lt;reasoning&gt; - John did not specify an exact time. - I&apos;ll suggest 9am. - He also did not specify how to be reminded. - I&apos;ll ask but if he doesn&apos;t respond I&apos;ll assume a text message on standard output is fine. - I&apos;ll write down this task in a file so I remember it even on a power failure. -&lt;/reasoning&gt; -``` - -Store important information on disk. -```xml - &lt;script&gt;&lt;![CDATA[echo &apos;Remind John to feed the cat on 2024-10-18T09:00:00+02:00. Use standard output.&apos; &gt; /tasks/reminder_to_feed_cat.txt]]&gt;&lt;/script&gt; -``` - -Respond to the user. -```xml -&lt;write_stdout&gt;I&apos;ll remind you to feed the cat tomorrow morning at 9am. Is a message on the standard output ok?&lt;/write_stdout&gt; -``` - -Clear initial reasoning. -```xml - &lt;delete id=&quot;c92d1594-4487-4a42-a153-f0a99da1762f&quot;/&gt; -``` - -The conversation is kept in context to understand the user&apos;s expected response. -If the context was near full, it would be summarized and cleaned up. - -The `script` output is also kept in context. -If the file was updated often, it could be replaced by a repeated `cat`, like the general info. - -## Working principles - -The main context is regenerated for each iteration. -It contains info about the system and previous actions that have not been deleted. -Together with the system prompt and available core actions it forms the prompt for the LLM. -The LLM responds with one core action. - -### Core Actions - -There are only a few core actions: -- Starting a script -- Deleting data from context -- Stopping SIA -- Reading standard input -- Writing to standard output -- Reasoning - -### Scripts - -Scripts can run in one of 2 modes: single-shot or repeat. -Their mode and output (stdout and stderr) stay in the context until t - </stdout> - <stderr/> - </single> - <reasoning id="554ffbc2-2a90-423b-aafe-ed90dd66b73b"> - <![CDATA[ - I can use the markdown headings to identify interesting sections. - I will try to find sections containing details about what needs to be implemented. -]]> - </reasoning> - <single exit_code="0" id="ac690fe5-45d0-4028-8120-107c318977a9"> - <![CDATA[grep -Eb "^#" /root/sia/README.md]]> - <stdout> - <![CDATA[0:# SIA - The Self Improving Agent -668:## Example -832:### Context -2323:### Responses -3462:## Working principles -3759:### Core Actions -3953:### Scripts -4204:#### Single-shot script -4433:#### Repeat script -4711:### Use of XML -5022:#### XML Data Flow -5705:### The SIA process -6048:### Server for debuggin and human input -6619:## Architecture -6885:### Core Components -6908:#### Agent Architecture -7521:#### Working Memory -8059:#### Command Processing -8490:#### IO Handling -8787:### Processing Flow -8810:#### Standard Agent Flow -9109:#### Web Agent Flow -9472:### Web Interface -9600:#### Server-Client Communication -9932:#### WebServer Architecture -10351:### Diagrams -10367:#### Core classes -12662:#### Standard Agent Flow -13387:#### Web Agent -15536:#### Web Agent Flow -16522:#### Entry classes -18459:#### IO Buffer classes -19156:#### Command classes -]]> - </stdout> - <stderr/> - </single> -</context><reasoning> - The diagrams section can help me navigate the source files. - I will load this section in memory. - The introduction and first part of the architecture are probably also interesting. - I will load these 3 sections, keep the user request and heading overview. - Other context items can be removed. -</reasoning> \ No newline at end of file diff --git a/iterations/iteration_20241120_104056_264.xml b/iterations/iteration_20241120_104056_264.xml deleted file mode 100644 index c12261c..0000000 --- a/iterations/iteration_20241120_104056_264.xml +++ /dev/null @@ -1,240 +0,0 @@ - -<context - context="58.39" - cpu="0" - disk_total="1081101176832" - disk_used="125111205888" - gpu="0" - memory_total="16630431744" - memory_used="972505088" - stdin="0" - time="2024-11-20T10:39:17Z"> - <read_stdin id="3da7f743-19b7-4738-aaf9-49634618e8f7"> - <![CDATA[The SIA source is located in /root/sia. Not all features are implemented yet. Look at the readme and code to find what is missing. Make sure to unit test your work.]]> - </read_stdin> - <reasoning id="d8ed5b92-cecb-43bf-a019-63bb9fd8ab64"> - <![CDATA[ - I have received a message from the user indicating that the SIA source code is located in /root/sia. The user also mentioned that not all features are implemented yet and that I should look at the readme and code to find what is missing. Additionally, the user instructed me to unit test my work. - - My next step will be to list the contents of the /root/sia directory to understand its structure and identify the readme file. -]]> - </reasoning> - <single - exit_code="0" - id="8637bd02-7c94-4708-bfa3-bf840d376166" - stdout_truncated="true"> - <![CDATA[ls -la /root/sia]]> - <stdout> - <![CDATA[total 204 -drwxr-xr-x 1 root root 4096 Nov 20 10:25 . -drwx------ 1 root root 4096 Nov 20 10:26 .. -drwxr-xr-x 2 root root 4096 Oct 31 17:07 .crossnote --rwxr-xr-x 1 root root 14 Nov 4 16:01 .dockerignore -drwxr-xr-x 8 root root 4096 Nov 20 10:21 .git --rwxr-xr-x 1 root root 30 Nov 4 16:01 .gitignore --rwxr-xr-x 1 root root 843 Nov 4 14:52 Dockerfile --rwxr-xr-x 1 root root 19975 Nov 19 14:20 README.md -drwxr-xr-x 2 root root 4096 Nov 15 16:10 _test --rwxr-xr-x 1 root root 3923 Nov 13 15:56 action_schema.xsd --rwxr-xr-x 1 root root 2064 Nov 6 12:29 claude.sh --rwxr-xr-x 1 root root 85153 Nov 14 13:30 claude.txt --rwxr-xr-x 1 root root 4939 Nov 20 10:07 finetune_dataset_creator.py --rwxr-xr-x 1 root root 572 Nov 19 14:20 install.sh -drwxrwxrwx 1 root root 512 Nov 20 10:27 iterations --rwxr-xr-x 1 root root 105 Nov 19 14:20 requirements.txt --rwxr-xr-x 1 root root 269 Nov 19 18:05 run.sh -drwxr-xr-x 1 root root 4096 Nov 20 10:26 sia -drwxr-xr-x 3 root root 4096 Nov 19 16:01 static --rwxr-xr-x 1 root r]]> - </stdout> - <stderr/> - </single> - <reasoning id="16421800-daa4-46f3-b619-e4efbafb448b"> - <![CDATA[ - The listing of the /root/sia directory shows several files and directories. The README.md file is present, which I should read to understand the project better. Additionally, there are directories like .git, _test, iterations, sia, and static, as well as various scripts and configuration files. - - My next step will be to read the README.md file to get an overview of the project and identify what features are missing. - Since it is a large file I will only read a part of it. -]]> - </reasoning> - <single - exit_code="0" - id="f5f8f1d0-f956-46c3-a942-ebac7a0ccf6a" - limit="4096"> - <![CDATA[head -c 4096 /root/sia/README.md]]> - <stdout> - # SIA - The Self Improving Agent - -SIA is an agentic artificial intelligence system that autonomously completes complex tasks by writing and executing scripts. -It uses a Large Language Model (LLM) which operates in a loop. -Each iteration a context is updated with system info and a list of previous reasoning and actions. -The agent responds with a new reasoning or an action. -Context, reasoning and actions are stored in a file for each iteration. -SIA can read past iterations to improve its reasoning and actions. -It can improve in two ways: -- By finetuning the LLM with a better reasoning or action for a given context -- By modifying its own source code - -## Example - -This example shows a typical context with some monitored items and previous actions. -Between each of the responses, the context would be updated. - -### Context - -```xml -&lt;context - time=&quot;2024-10-18T12:00:00Z&quot; - cpu=&quot;12&quot; - gpu=&quot;26&quot; - memory_used=&quot;9556302234&quot; - memory_total=&quot;17179869184&quot; - disk_used=&quot;244434939904&quot; - disk_total=&quot;273145991168&quot; - context=&quot;3&quot; - stdin=&quot;0&quot; -/&gt; - &lt;repeat id=&quot;a3d89ee5-28ec-4c5a-b9e9-a30af53d43a0&quot; exit_code=&quot;0&quot;&gt; - &lt;![CDATA[ls -lah /]]&gt; - &lt;stdout&gt;&lt;![CDATA[total 16K -drwxr-xr-x 1 sia 1049089 0 Oct 28 13:40 ./ -drwxr-xr-x 1 sia 1049089 0 Oct 28 13:40 ../ -drwxr-xr-x 1 sia 1049089 0 Oct 28 13:40 tasks/ -drwxr-xr-x 1 sia 1049089 0 Oct 28 13:40 user/ -]]&gt;&lt;/stdout&gt; - &lt;stderr/&gt; - &lt;/repeat&gt; - &lt;repeat id=&quot;be8070f8-dbd2-47ee-a208-defe6fd49ae0&quot; exit_code=&quot;0&quot;&gt; - &lt;![CDATA[ls -lah /tasks]]&gt; - &lt;stdout&gt;&lt;![CDATA[total 0 -drwxr-xr-x 1 ngeens 1049089 0 Oct 28 13:40 ./ -drwxr-xr-x 1 ngeens 1049089 0 Oct 28 13:40 ../ -]]&gt;&lt;/stdout&gt; - &lt;stderr/&gt; - &lt;/repeat&gt; - &lt;repeat id=&quot;375e1657-8140-456b-bda4-a8690bc4b3fb&quot; exit_code=&quot;0&quot;&gt; - &lt;![CDATA[cat /user/general_info.txt]]&gt; - &lt;stdout&gt;&lt;![CDATA[Name: John (I don&apos;t know his last name) -Location: Somewhere in Belgium -]]&gt;&lt;/stdout&gt; - &lt;stderr/&gt; - &lt;/repeat&gt; - &lt;reasoning id=&quot;c92d1594-4487-4a42-a153-f0a99da1762f&quot;&gt;&lt;![CDATA[There is data available on the standard input channel. I have no other running tasks to tend to and there is room in the context. I should read the standard input.]]&gt;&lt;/reasoning&gt; - &lt;read_stdin id=&quot;5361ad0d-3ed1-4567-9f5a-70f3b462fd8d&quot;&gt;&lt;![CDATA[Remind me to feed the cat tomorrow morning]]&gt;&lt;/read_stdin&gt; -&lt;/context&gt; -``` - -### Responses - -Start by reasoning about the task. -```xml -&lt;reasoning&gt; - John did not specify an exact time. - I&apos;ll suggest 9am. - He also did not specify how to be reminded. - I&apos;ll ask but if he doesn&apos;t respond I&apos;ll assume a text message on standard output is fine. - I&apos;ll write down this task in a file so I remember it even on a power failure. -&lt;/reasoning&gt; -``` - -Store important information on disk. -```xml - &lt;script&gt;&lt;![CDATA[echo &apos;Remind John to feed the cat on 2024-10-18T09:00:00+02:00. Use standard output.&apos; &gt; /tasks/reminder_to_feed_cat.txt]]&gt;&lt;/script&gt; -``` - -Respond to the user. -```xml -&lt;write_stdout&gt;I&apos;ll remind you to feed the cat tomorrow morning at 9am. Is a message on the standard output ok?&lt;/write_stdout&gt; -``` - -Clear initial reasoning. -```xml - &lt;delete id=&quot;c92d1594-4487-4a42-a153-f0a99da1762f&quot;/&gt; -``` - -The conversation is kept in context to understand the user&apos;s expected response. -If the context was near full, it would be summarized and cleaned up. - -The `script` output is also kept in context. -If the file was updated often, it could be replaced by a repeated `cat`, like the general info. - -## Working principles - -The main context is regenerated for each iteration. -It contains info about the system and previous actions that have not been deleted. -Together with the system prompt and available core actions it forms the prompt for the LLM. -The LLM responds with one core action. - -### Core Actions - -There are only a few core actions: -- Starting a script -- Deleting data from context -- Stopping SIA -- Reading standard input -- Writing to standard output -- Reasoning - -### Scripts - -Scripts can run in one of 2 modes: single-shot or repeat. -Their mode and output (stdout and stderr) stay in the context until t - </stdout> - <stderr/> - </single> - <reasoning id="554ffbc2-2a90-423b-aafe-ed90dd66b73b"> - <![CDATA[ - I can use the markdown headings to identify interesting sections. - I will try to find sections containing details about what needs to be implemented. -]]> - </reasoning> - <single exit_code="0" id="ac690fe5-45d0-4028-8120-107c318977a9"> - <![CDATA[grep -Eb "^#" /root/sia/README.md]]> - <stdout> - <![CDATA[0:# SIA - The Self Improving Agent -668:## Example -832:### Context -2323:### Responses -3462:## Working principles -3759:### Core Actions -3953:### Scripts -4204:#### Single-shot script -4433:#### Repeat script -4711:### Use of XML -5022:#### XML Data Flow -5705:### The SIA process -6048:### Server for debuggin and human input -6619:## Architecture -6885:### Core Components -6908:#### Agent Architecture -7521:#### Working Memory -8059:#### Command Processing -8490:#### IO Handling -8787:### Processing Flow -8810:#### Standard Agent Flow -9109:#### Web Agent Flow -9472:### Web Interface -9600:#### Server-Client Communication -9932:#### WebServer Architecture -10351:### Diagrams -10367:#### Core classes -12662:#### Standard Agent Flow -13387:#### Web Agent -15536:#### Web Agent Flow -16522:#### Entry classes -18459:#### IO Buffer classes -19156:#### Command classes -]]> - </stdout> - <stderr/> - </single> - <reasoning id="78103067-d3c4-4606-9ed3-c5c8c5e9ba21"> - <![CDATA[ - The diagrams section can help me navigate the source files. - I will load this section in memory. - The introduction and first part of the architecture are probably also interesting. - I will load these 3 sections, keep the user request and heading overview. - Other context items can be removed. -]]> - </reasoning> -</context><single>head -c 668 /root/sia/README.md</single> \ No newline at end of file diff --git a/iterations/iteration_20241120_104401_650.xml b/iterations/iteration_20241120_104401_650.xml deleted file mode 100644 index a8735a5..0000000 --- a/iterations/iteration_20241120_104401_650.xml +++ /dev/null @@ -1,259 +0,0 @@ - -<context - context="60.9" - cpu="0" - disk_total="1081101176832" - disk_used="125111205888" - gpu="0" - memory_total="16630431744" - memory_used="973791232" - stdin="0" - time="2024-11-20T10:40:56Z"> - <read_stdin id="3da7f743-19b7-4738-aaf9-49634618e8f7"> - <![CDATA[The SIA source is located in /root/sia. Not all features are implemented yet. Look at the readme and code to find what is missing. Make sure to unit test your work.]]> - </read_stdin> - <reasoning id="d8ed5b92-cecb-43bf-a019-63bb9fd8ab64"> - <![CDATA[ - I have received a message from the user indicating that the SIA source code is located in /root/sia. The user also mentioned that not all features are implemented yet and that I should look at the readme and code to find what is missing. Additionally, the user instructed me to unit test my work. - - My next step will be to list the contents of the /root/sia directory to understand its structure and identify the readme file. -]]> - </reasoning> - <single - exit_code="0" - id="8637bd02-7c94-4708-bfa3-bf840d376166" - stdout_truncated="true"> - <![CDATA[ls -la /root/sia]]> - <stdout> - <![CDATA[total 204 -drwxr-xr-x 1 root root 4096 Nov 20 10:25 . -drwx------ 1 root root 4096 Nov 20 10:26 .. -drwxr-xr-x 2 root root 4096 Oct 31 17:07 .crossnote --rwxr-xr-x 1 root root 14 Nov 4 16:01 .dockerignore -drwxr-xr-x 8 root root 4096 Nov 20 10:21 .git --rwxr-xr-x 1 root root 30 Nov 4 16:01 .gitignore --rwxr-xr-x 1 root root 843 Nov 4 14:52 Dockerfile --rwxr-xr-x 1 root root 19975 Nov 19 14:20 README.md -drwxr-xr-x 2 root root 4096 Nov 15 16:10 _test --rwxr-xr-x 1 root root 3923 Nov 13 15:56 action_schema.xsd --rwxr-xr-x 1 root root 2064 Nov 6 12:29 claude.sh --rwxr-xr-x 1 root root 85153 Nov 14 13:30 claude.txt --rwxr-xr-x 1 root root 4939 Nov 20 10:07 finetune_dataset_creator.py --rwxr-xr-x 1 root root 572 Nov 19 14:20 install.sh -drwxrwxrwx 1 root root 512 Nov 20 10:27 iterations --rwxr-xr-x 1 root root 105 Nov 19 14:20 requirements.txt --rwxr-xr-x 1 root root 269 Nov 19 18:05 run.sh -drwxr-xr-x 1 root root 4096 Nov 20 10:26 sia -drwxr-xr-x 3 root root 4096 Nov 19 16:01 static --rwxr-xr-x 1 root r]]> - </stdout> - <stderr/> - </single> - <reasoning id="16421800-daa4-46f3-b619-e4efbafb448b"> - <![CDATA[ - The listing of the /root/sia directory shows several files and directories. The README.md file is present, which I should read to understand the project better. Additionally, there are directories like .git, _test, iterations, sia, and static, as well as various scripts and configuration files. - - My next step will be to read the README.md file to get an overview of the project and identify what features are missing. - Since it is a large file I will only read a part of it. -]]> - </reasoning> - <single - exit_code="0" - id="f5f8f1d0-f956-46c3-a942-ebac7a0ccf6a" - limit="4096"> - <![CDATA[head -c 4096 /root/sia/README.md]]> - <stdout> - # SIA - The Self Improving Agent - -SIA is an agentic artificial intelligence system that autonomously completes complex tasks by writing and executing scripts. -It uses a Large Language Model (LLM) which operates in a loop. -Each iteration a context is updated with system info and a list of previous reasoning and actions. -The agent responds with a new reasoning or an action. -Context, reasoning and actions are stored in a file for each iteration. -SIA can read past iterations to improve its reasoning and actions. -It can improve in two ways: -- By finetuning the LLM with a better reasoning or action for a given context -- By modifying its own source code - -## Example - -This example shows a typical context with some monitored items and previous actions. -Between each of the responses, the context would be updated. - -### Context - -```xml -&lt;context - time=&quot;2024-10-18T12:00:00Z&quot; - cpu=&quot;12&quot; - gpu=&quot;26&quot; - memory_used=&quot;9556302234&quot; - memory_total=&quot;17179869184&quot; - disk_used=&quot;244434939904&quot; - disk_total=&quot;273145991168&quot; - context=&quot;3&quot; - stdin=&quot;0&quot; -/&gt; - &lt;repeat id=&quot;a3d89ee5-28ec-4c5a-b9e9-a30af53d43a0&quot; exit_code=&quot;0&quot;&gt; - &lt;![CDATA[ls -lah /]]&gt; - &lt;stdout&gt;&lt;![CDATA[total 16K -drwxr-xr-x 1 sia 1049089 0 Oct 28 13:40 ./ -drwxr-xr-x 1 sia 1049089 0 Oct 28 13:40 ../ -drwxr-xr-x 1 sia 1049089 0 Oct 28 13:40 tasks/ -drwxr-xr-x 1 sia 1049089 0 Oct 28 13:40 user/ -]]&gt;&lt;/stdout&gt; - &lt;stderr/&gt; - &lt;/repeat&gt; - &lt;repeat id=&quot;be8070f8-dbd2-47ee-a208-defe6fd49ae0&quot; exit_code=&quot;0&quot;&gt; - &lt;![CDATA[ls -lah /tasks]]&gt; - &lt;stdout&gt;&lt;![CDATA[total 0 -drwxr-xr-x 1 ngeens 1049089 0 Oct 28 13:40 ./ -drwxr-xr-x 1 ngeens 1049089 0 Oct 28 13:40 ../ -]]&gt;&lt;/stdout&gt; - &lt;stderr/&gt; - &lt;/repeat&gt; - &lt;repeat id=&quot;375e1657-8140-456b-bda4-a8690bc4b3fb&quot; exit_code=&quot;0&quot;&gt; - &lt;![CDATA[cat /user/general_info.txt]]&gt; - &lt;stdout&gt;&lt;![CDATA[Name: John (I don&apos;t know his last name) -Location: Somewhere in Belgium -]]&gt;&lt;/stdout&gt; - &lt;stderr/&gt; - &lt;/repeat&gt; - &lt;reasoning id=&quot;c92d1594-4487-4a42-a153-f0a99da1762f&quot;&gt;&lt;![CDATA[There is data available on the standard input channel. I have no other running tasks to tend to and there is room in the context. I should read the standard input.]]&gt;&lt;/reasoning&gt; - &lt;read_stdin id=&quot;5361ad0d-3ed1-4567-9f5a-70f3b462fd8d&quot;&gt;&lt;![CDATA[Remind me to feed the cat tomorrow morning]]&gt;&lt;/read_stdin&gt; -&lt;/context&gt; -``` - -### Responses - -Start by reasoning about the task. -```xml -&lt;reasoning&gt; - John did not specify an exact time. - I&apos;ll suggest 9am. - He also did not specify how to be reminded. - I&apos;ll ask but if he doesn&apos;t respond I&apos;ll assume a text message on standard output is fine. - I&apos;ll write down this task in a file so I remember it even on a power failure. -&lt;/reasoning&gt; -``` - -Store important information on disk. -```xml - &lt;script&gt;&lt;![CDATA[echo &apos;Remind John to feed the cat on 2024-10-18T09:00:00+02:00. Use standard output.&apos; &gt; /tasks/reminder_to_feed_cat.txt]]&gt;&lt;/script&gt; -``` - -Respond to the user. -```xml -&lt;write_stdout&gt;I&apos;ll remind you to feed the cat tomorrow morning at 9am. Is a message on the standard output ok?&lt;/write_stdout&gt; -``` - -Clear initial reasoning. -```xml - &lt;delete id=&quot;c92d1594-4487-4a42-a153-f0a99da1762f&quot;/&gt; -``` - -The conversation is kept in context to understand the user&apos;s expected response. -If the context was near full, it would be summarized and cleaned up. - -The `script` output is also kept in context. -If the file was updated often, it could be replaced by a repeated `cat`, like the general info. - -## Working principles - -The main context is regenerated for each iteration. -It contains info about the system and previous actions that have not been deleted. -Together with the system prompt and available core actions it forms the prompt for the LLM. -The LLM responds with one core action. - -### Core Actions - -There are only a few core actions: -- Starting a script -- Deleting data from context -- Stopping SIA -- Reading standard input -- Writing to standard output -- Reasoning - -### Scripts - -Scripts can run in one of 2 modes: single-shot or repeat. -Their mode and output (stdout and stderr) stay in the context until t - </stdout> - <stderr/> - </single> - <reasoning id="554ffbc2-2a90-423b-aafe-ed90dd66b73b"> - <![CDATA[ - I can use the markdown headings to identify interesting sections. - I will try to find sections containing details about what needs to be implemented. -]]> - </reasoning> - <single exit_code="0" id="ac690fe5-45d0-4028-8120-107c318977a9"> - <![CDATA[grep -Eb "^#" /root/sia/README.md]]> - <stdout> - <![CDATA[0:# SIA - The Self Improving Agent -668:## Example -832:### Context -2323:### Responses -3462:## Working principles -3759:### Core Actions -3953:### Scripts -4204:#### Single-shot script -4433:#### Repeat script -4711:### Use of XML -5022:#### XML Data Flow -5705:### The SIA process -6048:### Server for debuggin and human input -6619:## Architecture -6885:### Core Components -6908:#### Agent Architecture -7521:#### Working Memory -8059:#### Command Processing -8490:#### IO Handling -8787:### Processing Flow -8810:#### Standard Agent Flow -9109:#### Web Agent Flow -9472:### Web Interface -9600:#### Server-Client Communication -9932:#### WebServer Architecture -10351:### Diagrams -10367:#### Core classes -12662:#### Standard Agent Flow -13387:#### Web Agent -15536:#### Web Agent Flow -16522:#### Entry classes -18459:#### IO Buffer classes -19156:#### Command classes -]]> - </stdout> - <stderr/> - </single> - <reasoning id="78103067-d3c4-4606-9ed3-c5c8c5e9ba21"> - <![CDATA[ - The diagrams section can help me navigate the source files. - I will load this section in memory. - The introduction and first part of the architecture are probably also interesting. - I will load these 3 sections, keep the user request and heading overview. - Other context items can be removed. -]]> - </reasoning> - <single exit_code="0" id="79f5a8b7-cc57-44c3-b942-c74e3bcabcf8"> - <![CDATA[head -c 668 /root/sia/README.md]]> - <stdout> - <![CDATA[# SIA - The Self Improving Agent - -SIA is an agentic artificial intelligence system that autonomously completes complex tasks by writing and executing scripts. -It uses a Large Language Model (LLM) which operates in a loop. -Each iteration a context is updated with system info and a list of previous reasoning and actions. -The agent responds with a new reasoning or an action. -Context, reasoning and actions are stored in a file for each iteration. -SIA can read past iterations to improve its reasoning and actions. -It can improve in two ways: -- By finetuning the LLM with a better reasoning or action for a given context -- By modifying its own source code - -]]> - </stdout> - <stderr/> - </single> -</context><single limit="266">tail -c +6619 /root/sia/README.md</single> \ No newline at end of file diff --git a/iterations/iteration_20241120_104619_581.xml b/iterations/iteration_20241120_104619_581.xml deleted file mode 100644 index f80fb44..0000000 --- a/iterations/iteration_20241120_104619_581.xml +++ /dev/null @@ -1,276 +0,0 @@ - -<context - context="62.74" - cpu="0" - disk_total="1081101176832" - disk_used="125111205888" - gpu="0" - memory_total="16630431744" - memory_used="976801792" - stdin="0" - time="2024-11-20T10:44:01Z"> - <read_stdin id="3da7f743-19b7-4738-aaf9-49634618e8f7"> - <![CDATA[The SIA source is located in /root/sia. Not all features are implemented yet. Look at the readme and code to find what is missing. Make sure to unit test your work.]]> - </read_stdin> - <reasoning id="d8ed5b92-cecb-43bf-a019-63bb9fd8ab64"> - <![CDATA[ - I have received a message from the user indicating that the SIA source code is located in /root/sia. The user also mentioned that not all features are implemented yet and that I should look at the readme and code to find what is missing. Additionally, the user instructed me to unit test my work. - - My next step will be to list the contents of the /root/sia directory to understand its structure and identify the readme file. -]]> - </reasoning> - <single - exit_code="0" - id="8637bd02-7c94-4708-bfa3-bf840d376166" - stdout_truncated="true"> - <![CDATA[ls -la /root/sia]]> - <stdout> - <![CDATA[total 204 -drwxr-xr-x 1 root root 4096 Nov 20 10:25 . -drwx------ 1 root root 4096 Nov 20 10:26 .. -drwxr-xr-x 2 root root 4096 Oct 31 17:07 .crossnote --rwxr-xr-x 1 root root 14 Nov 4 16:01 .dockerignore -drwxr-xr-x 8 root root 4096 Nov 20 10:21 .git --rwxr-xr-x 1 root root 30 Nov 4 16:01 .gitignore --rwxr-xr-x 1 root root 843 Nov 4 14:52 Dockerfile --rwxr-xr-x 1 root root 19975 Nov 19 14:20 README.md -drwxr-xr-x 2 root root 4096 Nov 15 16:10 _test --rwxr-xr-x 1 root root 3923 Nov 13 15:56 action_schema.xsd --rwxr-xr-x 1 root root 2064 Nov 6 12:29 claude.sh --rwxr-xr-x 1 root root 85153 Nov 14 13:30 claude.txt --rwxr-xr-x 1 root root 4939 Nov 20 10:07 finetune_dataset_creator.py --rwxr-xr-x 1 root root 572 Nov 19 14:20 install.sh -drwxrwxrwx 1 root root 512 Nov 20 10:27 iterations --rwxr-xr-x 1 root root 105 Nov 19 14:20 requirements.txt --rwxr-xr-x 1 root root 269 Nov 19 18:05 run.sh -drwxr-xr-x 1 root root 4096 Nov 20 10:26 sia -drwxr-xr-x 3 root root 4096 Nov 19 16:01 static --rwxr-xr-x 1 root r]]> - </stdout> - <stderr/> - </single> - <reasoning id="16421800-daa4-46f3-b619-e4efbafb448b"> - <![CDATA[ - The listing of the /root/sia directory shows several files and directories. The README.md file is present, which I should read to understand the project better. Additionally, there are directories like .git, _test, iterations, sia, and static, as well as various scripts and configuration files. - - My next step will be to read the README.md file to get an overview of the project and identify what features are missing. - Since it is a large file I will only read a part of it. -]]> - </reasoning> - <single - exit_code="0" - id="f5f8f1d0-f956-46c3-a942-ebac7a0ccf6a" - limit="4096"> - <![CDATA[head -c 4096 /root/sia/README.md]]> - <stdout> - # SIA - The Self Improving Agent - -SIA is an agentic artificial intelligence system that autonomously completes complex tasks by writing and executing scripts. -It uses a Large Language Model (LLM) which operates in a loop. -Each iteration a context is updated with system info and a list of previous reasoning and actions. -The agent responds with a new reasoning or an action. -Context, reasoning and actions are stored in a file for each iteration. -SIA can read past iterations to improve its reasoning and actions. -It can improve in two ways: -- By finetuning the LLM with a better reasoning or action for a given context -- By modifying its own source code - -## Example - -This example shows a typical context with some monitored items and previous actions. -Between each of the responses, the context would be updated. - -### Context - -```xml -&lt;context - time=&quot;2024-10-18T12:00:00Z&quot; - cpu=&quot;12&quot; - gpu=&quot;26&quot; - memory_used=&quot;9556302234&quot; - memory_total=&quot;17179869184&quot; - disk_used=&quot;244434939904&quot; - disk_total=&quot;273145991168&quot; - context=&quot;3&quot; - stdin=&quot;0&quot; -/&gt; - &lt;repeat id=&quot;a3d89ee5-28ec-4c5a-b9e9-a30af53d43a0&quot; exit_code=&quot;0&quot;&gt; - &lt;![CDATA[ls -lah /]]&gt; - &lt;stdout&gt;&lt;![CDATA[total 16K -drwxr-xr-x 1 sia 1049089 0 Oct 28 13:40 ./ -drwxr-xr-x 1 sia 1049089 0 Oct 28 13:40 ../ -drwxr-xr-x 1 sia 1049089 0 Oct 28 13:40 tasks/ -drwxr-xr-x 1 sia 1049089 0 Oct 28 13:40 user/ -]]&gt;&lt;/stdout&gt; - &lt;stderr/&gt; - &lt;/repeat&gt; - &lt;repeat id=&quot;be8070f8-dbd2-47ee-a208-defe6fd49ae0&quot; exit_code=&quot;0&quot;&gt; - &lt;![CDATA[ls -lah /tasks]]&gt; - &lt;stdout&gt;&lt;![CDATA[total 0 -drwxr-xr-x 1 ngeens 1049089 0 Oct 28 13:40 ./ -drwxr-xr-x 1 ngeens 1049089 0 Oct 28 13:40 ../ -]]&gt;&lt;/stdout&gt; - &lt;stderr/&gt; - &lt;/repeat&gt; - &lt;repeat id=&quot;375e1657-8140-456b-bda4-a8690bc4b3fb&quot; exit_code=&quot;0&quot;&gt; - &lt;![CDATA[cat /user/general_info.txt]]&gt; - &lt;stdout&gt;&lt;![CDATA[Name: John (I don&apos;t know his last name) -Location: Somewhere in Belgium -]]&gt;&lt;/stdout&gt; - &lt;stderr/&gt; - &lt;/repeat&gt; - &lt;reasoning id=&quot;c92d1594-4487-4a42-a153-f0a99da1762f&quot;&gt;&lt;![CDATA[There is data available on the standard input channel. I have no other running tasks to tend to and there is room in the context. I should read the standard input.]]&gt;&lt;/reasoning&gt; - &lt;read_stdin id=&quot;5361ad0d-3ed1-4567-9f5a-70f3b462fd8d&quot;&gt;&lt;![CDATA[Remind me to feed the cat tomorrow morning]]&gt;&lt;/read_stdin&gt; -&lt;/context&gt; -``` - -### Responses - -Start by reasoning about the task. -```xml -&lt;reasoning&gt; - John did not specify an exact time. - I&apos;ll suggest 9am. - He also did not specify how to be reminded. - I&apos;ll ask but if he doesn&apos;t respond I&apos;ll assume a text message on standard output is fine. - I&apos;ll write down this task in a file so I remember it even on a power failure. -&lt;/reasoning&gt; -``` - -Store important information on disk. -```xml - &lt;script&gt;&lt;![CDATA[echo &apos;Remind John to feed the cat on 2024-10-18T09:00:00+02:00. Use standard output.&apos; &gt; /tasks/reminder_to_feed_cat.txt]]&gt;&lt;/script&gt; -``` - -Respond to the user. -```xml -&lt;write_stdout&gt;I&apos;ll remind you to feed the cat tomorrow morning at 9am. Is a message on the standard output ok?&lt;/write_stdout&gt; -``` - -Clear initial reasoning. -```xml - &lt;delete id=&quot;c92d1594-4487-4a42-a153-f0a99da1762f&quot;/&gt; -``` - -The conversation is kept in context to understand the user&apos;s expected response. -If the context was near full, it would be summarized and cleaned up. - -The `script` output is also kept in context. -If the file was updated often, it could be replaced by a repeated `cat`, like the general info. - -## Working principles - -The main context is regenerated for each iteration. -It contains info about the system and previous actions that have not been deleted. -Together with the system prompt and available core actions it forms the prompt for the LLM. -The LLM responds with one core action. - -### Core Actions - -There are only a few core actions: -- Starting a script -- Deleting data from context -- Stopping SIA -- Reading standard input -- Writing to standard output -- Reasoning - -### Scripts - -Scripts can run in one of 2 modes: single-shot or repeat. -Their mode and output (stdout and stderr) stay in the context until t - </stdout> - <stderr/> - </single> - <reasoning id="554ffbc2-2a90-423b-aafe-ed90dd66b73b"> - <![CDATA[ - I can use the markdown headings to identify interesting sections. - I will try to find sections containing details about what needs to be implemented. -]]> - </reasoning> - <single exit_code="0" id="ac690fe5-45d0-4028-8120-107c318977a9"> - <![CDATA[grep -Eb "^#" /root/sia/README.md]]> - <stdout> - <![CDATA[0:# SIA - The Self Improving Agent -668:## Example -832:### Context -2323:### Responses -3462:## Working principles -3759:### Core Actions -3953:### Scripts -4204:#### Single-shot script -4433:#### Repeat script -4711:### Use of XML -5022:#### XML Data Flow -5705:### The SIA process -6048:### Server for debuggin and human input -6619:## Architecture -6885:### Core Components -6908:#### Agent Architecture -7521:#### Working Memory -8059:#### Command Processing -8490:#### IO Handling -8787:### Processing Flow -8810:#### Standard Agent Flow -9109:#### Web Agent Flow -9472:### Web Interface -9600:#### Server-Client Communication -9932:#### WebServer Architecture -10351:### Diagrams -10367:#### Core classes -12662:#### Standard Agent Flow -13387:#### Web Agent -15536:#### Web Agent Flow -16522:#### Entry classes -18459:#### IO Buffer classes -19156:#### Command classes -]]> - </stdout> - <stderr/> - </single> - <reasoning id="78103067-d3c4-4606-9ed3-c5c8c5e9ba21"> - <![CDATA[ - The diagrams section can help me navigate the source files. - I will load this section in memory. - The introduction and first part of the architecture are probably also interesting. - I will load these 3 sections, keep the user request and heading overview. - Other context items can be removed. -]]> - </reasoning> - <single exit_code="0" id="79f5a8b7-cc57-44c3-b942-c74e3bcabcf8"> - <![CDATA[head -c 668 /root/sia/README.md]]> - <stdout> - <![CDATA[# SIA - The Self Improving Agent - -SIA is an agentic artificial intelligence system that autonomously completes complex tasks by writing and executing scripts. -It uses a Large Language Model (LLM) which operates in a loop. -Each iteration a context is updated with system info and a list of previous reasoning and actions. -The agent responds with a new reasoning or an action. -Context, reasoning and actions are stored in a file for each iteration. -SIA can read past iterations to improve its reasoning and actions. -It can improve in two ways: -- By finetuning the LLM with a better reasoning or action for a given context -- By modifying its own source code - -]]> - </stdout> - <stderr/> - </single> - <single - exit_code="0" - id="c0aad1a9-48d4-46cd-bd5f-70230566b442" - limit="266" - stdout_truncated="true"> - <![CDATA[tail -c +6619 /root/sia/README.md]]> - <stdout> - <![CDATA[ -## Architecture - -SIA follows a modular architecture centered around an agent that processes context through an LLM to generate actions. -The system can run in two modes: a standard command-line mode and an interactive web mode for debugging and human feedback. - -### ]]> - </stdout> - <stderr/> - </single> -</context><single limit="9624">tail -c +10351 /root/sia/README.md</single> \ No newline at end of file diff --git a/iterations/iteration_20241120_104703_413.xml b/iterations/iteration_20241120_104703_413.xml deleted file mode 100644 index 53b8fac..0000000 --- a/iterations/iteration_20241120_104703_413.xml +++ /dev/null @@ -1,665 +0,0 @@ - -<context - context="89.73" - cpu="0" - disk_total="1081101176832" - disk_used="125111205888" - gpu="0" - memory_total="16630431744" - memory_used="976543744" - stdin="0" - time="2024-11-20T10:46:19Z"> - <read_stdin id="3da7f743-19b7-4738-aaf9-49634618e8f7"> - <![CDATA[The SIA source is located in /root/sia. Not all features are implemented yet. Look at the readme and code to find what is missing. Make sure to unit test your work.]]> - </read_stdin> - <reasoning id="d8ed5b92-cecb-43bf-a019-63bb9fd8ab64"> - <![CDATA[ - I have received a message from the user indicating that the SIA source code is located in /root/sia. The user also mentioned that not all features are implemented yet and that I should look at the readme and code to find what is missing. Additionally, the user instructed me to unit test my work. - - My next step will be to list the contents of the /root/sia directory to understand its structure and identify the readme file. -]]> - </reasoning> - <single - exit_code="0" - id="8637bd02-7c94-4708-bfa3-bf840d376166" - stdout_truncated="true"> - <![CDATA[ls -la /root/sia]]> - <stdout> - <![CDATA[total 204 -drwxr-xr-x 1 root root 4096 Nov 20 10:25 . -drwx------ 1 root root 4096 Nov 20 10:26 .. -drwxr-xr-x 2 root root 4096 Oct 31 17:07 .crossnote --rwxr-xr-x 1 root root 14 Nov 4 16:01 .dockerignore -drwxr-xr-x 8 root root 4096 Nov 20 10:21 .git --rwxr-xr-x 1 root root 30 Nov 4 16:01 .gitignore --rwxr-xr-x 1 root root 843 Nov 4 14:52 Dockerfile --rwxr-xr-x 1 root root 19975 Nov 19 14:20 README.md -drwxr-xr-x 2 root root 4096 Nov 15 16:10 _test --rwxr-xr-x 1 root root 3923 Nov 13 15:56 action_schema.xsd --rwxr-xr-x 1 root root 2064 Nov 6 12:29 claude.sh --rwxr-xr-x 1 root root 85153 Nov 14 13:30 claude.txt --rwxr-xr-x 1 root root 4939 Nov 20 10:07 finetune_dataset_creator.py --rwxr-xr-x 1 root root 572 Nov 19 14:20 install.sh -drwxrwxrwx 1 root root 512 Nov 20 10:27 iterations --rwxr-xr-x 1 root root 105 Nov 19 14:20 requirements.txt --rwxr-xr-x 1 root root 269 Nov 19 18:05 run.sh -drwxr-xr-x 1 root root 4096 Nov 20 10:26 sia -drwxr-xr-x 3 root root 4096 Nov 19 16:01 static --rwxr-xr-x 1 root r]]> - </stdout> - <stderr/> - </single> - <reasoning id="16421800-daa4-46f3-b619-e4efbafb448b"> - <![CDATA[ - The listing of the /root/sia directory shows several files and directories. The README.md file is present, which I should read to understand the project better. Additionally, there are directories like .git, _test, iterations, sia, and static, as well as various scripts and configuration files. - - My next step will be to read the README.md file to get an overview of the project and identify what features are missing. - Since it is a large file I will only read a part of it. -]]> - </reasoning> - <single - exit_code="0" - id="f5f8f1d0-f956-46c3-a942-ebac7a0ccf6a" - limit="4096"> - <![CDATA[head -c 4096 /root/sia/README.md]]> - <stdout> - # SIA - The Self Improving Agent - -SIA is an agentic artificial intelligence system that autonomously completes complex tasks by writing and executing scripts. -It uses a Large Language Model (LLM) which operates in a loop. -Each iteration a context is updated with system info and a list of previous reasoning and actions. -The agent responds with a new reasoning or an action. -Context, reasoning and actions are stored in a file for each iteration. -SIA can read past iterations to improve its reasoning and actions. -It can improve in two ways: -- By finetuning the LLM with a better reasoning or action for a given context -- By modifying its own source code - -## Example - -This example shows a typical context with some monitored items and previous actions. -Between each of the responses, the context would be updated. - -### Context - -```xml -&lt;context - time=&quot;2024-10-18T12:00:00Z&quot; - cpu=&quot;12&quot; - gpu=&quot;26&quot; - memory_used=&quot;9556302234&quot; - memory_total=&quot;17179869184&quot; - disk_used=&quot;244434939904&quot; - disk_total=&quot;273145991168&quot; - context=&quot;3&quot; - stdin=&quot;0&quot; -/&gt; - &lt;repeat id=&quot;a3d89ee5-28ec-4c5a-b9e9-a30af53d43a0&quot; exit_code=&quot;0&quot;&gt; - &lt;![CDATA[ls -lah /]]&gt; - &lt;stdout&gt;&lt;![CDATA[total 16K -drwxr-xr-x 1 sia 1049089 0 Oct 28 13:40 ./ -drwxr-xr-x 1 sia 1049089 0 Oct 28 13:40 ../ -drwxr-xr-x 1 sia 1049089 0 Oct 28 13:40 tasks/ -drwxr-xr-x 1 sia 1049089 0 Oct 28 13:40 user/ -]]&gt;&lt;/stdout&gt; - &lt;stderr/&gt; - &lt;/repeat&gt; - &lt;repeat id=&quot;be8070f8-dbd2-47ee-a208-defe6fd49ae0&quot; exit_code=&quot;0&quot;&gt; - &lt;![CDATA[ls -lah /tasks]]&gt; - &lt;stdout&gt;&lt;![CDATA[total 0 -drwxr-xr-x 1 ngeens 1049089 0 Oct 28 13:40 ./ -drwxr-xr-x 1 ngeens 1049089 0 Oct 28 13:40 ../ -]]&gt;&lt;/stdout&gt; - &lt;stderr/&gt; - &lt;/repeat&gt; - &lt;repeat id=&quot;375e1657-8140-456b-bda4-a8690bc4b3fb&quot; exit_code=&quot;0&quot;&gt; - &lt;![CDATA[cat /user/general_info.txt]]&gt; - &lt;stdout&gt;&lt;![CDATA[Name: John (I don&apos;t know his last name) -Location: Somewhere in Belgium -]]&gt;&lt;/stdout&gt; - &lt;stderr/&gt; - &lt;/repeat&gt; - &lt;reasoning id=&quot;c92d1594-4487-4a42-a153-f0a99da1762f&quot;&gt;&lt;![CDATA[There is data available on the standard input channel. I have no other running tasks to tend to and there is room in the context. I should read the standard input.]]&gt;&lt;/reasoning&gt; - &lt;read_stdin id=&quot;5361ad0d-3ed1-4567-9f5a-70f3b462fd8d&quot;&gt;&lt;![CDATA[Remind me to feed the cat tomorrow morning]]&gt;&lt;/read_stdin&gt; -&lt;/context&gt; -``` - -### Responses - -Start by reasoning about the task. -```xml -&lt;reasoning&gt; - John did not specify an exact time. - I&apos;ll suggest 9am. - He also did not specify how to be reminded. - I&apos;ll ask but if he doesn&apos;t respond I&apos;ll assume a text message on standard output is fine. - I&apos;ll write down this task in a file so I remember it even on a power failure. -&lt;/reasoning&gt; -``` - -Store important information on disk. -```xml - &lt;script&gt;&lt;![CDATA[echo &apos;Remind John to feed the cat on 2024-10-18T09:00:00+02:00. Use standard output.&apos; &gt; /tasks/reminder_to_feed_cat.txt]]&gt;&lt;/script&gt; -``` - -Respond to the user. -```xml -&lt;write_stdout&gt;I&apos;ll remind you to feed the cat tomorrow morning at 9am. Is a message on the standard output ok?&lt;/write_stdout&gt; -``` - -Clear initial reasoning. -```xml - &lt;delete id=&quot;c92d1594-4487-4a42-a153-f0a99da1762f&quot;/&gt; -``` - -The conversation is kept in context to understand the user&apos;s expected response. -If the context was near full, it would be summarized and cleaned up. - -The `script` output is also kept in context. -If the file was updated often, it could be replaced by a repeated `cat`, like the general info. - -## Working principles - -The main context is regenerated for each iteration. -It contains info about the system and previous actions that have not been deleted. -Together with the system prompt and available core actions it forms the prompt for the LLM. -The LLM responds with one core action. - -### Core Actions - -There are only a few core actions: -- Starting a script -- Deleting data from context -- Stopping SIA -- Reading standard input -- Writing to standard output -- Reasoning - -### Scripts - -Scripts can run in one of 2 modes: single-shot or repeat. -Their mode and output (stdout and stderr) stay in the context until t - </stdout> - <stderr/> - </single> - <reasoning id="554ffbc2-2a90-423b-aafe-ed90dd66b73b"> - <![CDATA[ - I can use the markdown headings to identify interesting sections. - I will try to find sections containing details about what needs to be implemented. -]]> - </reasoning> - <single exit_code="0" id="ac690fe5-45d0-4028-8120-107c318977a9"> - <![CDATA[grep -Eb "^#" /root/sia/README.md]]> - <stdout> - <![CDATA[0:# SIA - The Self Improving Agent -668:## Example -832:### Context -2323:### Responses -3462:## Working principles -3759:### Core Actions -3953:### Scripts -4204:#### Single-shot script -4433:#### Repeat script -4711:### Use of XML -5022:#### XML Data Flow -5705:### The SIA process -6048:### Server for debuggin and human input -6619:## Architecture -6885:### Core Components -6908:#### Agent Architecture -7521:#### Working Memory -8059:#### Command Processing -8490:#### IO Handling -8787:### Processing Flow -8810:#### Standard Agent Flow -9109:#### Web Agent Flow -9472:### Web Interface -9600:#### Server-Client Communication -9932:#### WebServer Architecture -10351:### Diagrams -10367:#### Core classes -12662:#### Standard Agent Flow -13387:#### Web Agent -15536:#### Web Agent Flow -16522:#### Entry classes -18459:#### IO Buffer classes -19156:#### Command classes -]]> - </stdout> - <stderr/> - </single> - <reasoning id="78103067-d3c4-4606-9ed3-c5c8c5e9ba21"> - <![CDATA[ - The diagrams section can help me navigate the source files. - I will load this section in memory. - The introduction and first part of the architecture are probably also interesting. - I will load these 3 sections, keep the user request and heading overview. - Other context items can be removed. -]]> - </reasoning> - <single exit_code="0" id="79f5a8b7-cc57-44c3-b942-c74e3bcabcf8"> - <![CDATA[head -c 668 /root/sia/README.md]]> - <stdout> - <![CDATA[# SIA - The Self Improving Agent - -SIA is an agentic artificial intelligence system that autonomously completes complex tasks by writing and executing scripts. -It uses a Large Language Model (LLM) which operates in a loop. -Each iteration a context is updated with system info and a list of previous reasoning and actions. -The agent responds with a new reasoning or an action. -Context, reasoning and actions are stored in a file for each iteration. -SIA can read past iterations to improve its reasoning and actions. -It can improve in two ways: -- By finetuning the LLM with a better reasoning or action for a given context -- By modifying its own source code - -]]> - </stdout> - <stderr/> - </single> - <single - exit_code="0" - id="c0aad1a9-48d4-46cd-bd5f-70230566b442" - limit="266" - stdout_truncated="true"> - <![CDATA[tail -c +6619 /root/sia/README.md]]> - <stdout> - <![CDATA[ -## Architecture - -SIA follows a modular architecture centered around an agent that processes context through an LLM to generate actions. -The system can run in two modes: a standard command-line mode and an interactive web mode for debugging and human feedback. - -### ]]> - </stdout> - <stderr/> - </single> - <single - exit_code="0" - id="973d9034-7076-479a-afea-4aaf81b065be" - limit="9624"> - <![CDATA[tail -c +10351 /root/sia/README.md]]> - <stdout> - <![CDATA[ -### Diagrams - -#### Core classes - -```mermaid -classDiagram - class SystemMetrics { - +SystemMetrics(sample_interval float) - +generate_context(context_usage float) ElementTree - +stop() void - -monitor_loop() void - } - - class LLMEngine { - +LLMEngine(model_path str) - +set_model_path(model_path str) void - +infer(system_prompt str, main_context str) Iterator~str~ - } - - class BaseAgent { - <<abstract>> - -working_memory: WorkingMemory - -metrics: SystemMetrics - -llm: LLMEngine - -parser: ResponseParser - -validator: XMLValidator - -action_schema: str - - #_compile_context() str - } - - class WorkingMemory { - -entries: List~Entry~ - - +WorkingMemory() - +add_entry(entry Entry) void - +remove_entry(id str) void - +clear() void - +get_entry(id str) Optional~Entry~ - +get_entries() List~Entry~ - +get_entries_count() int - +get_entries_by_type(type Type) List~Entry~ - +update() void - +generate_context() List~ElementTree~ - } - - class XMLValidator { - +XMLValidator(schema str) - +validate(xml str) Optional~str~ - +get_valid_root_elements() Set~str~ - } - - class ResponseParser { - -io_buffer: IOBuffer - - +ResponseParser(io_buffer IOBuffer) - +parse(xml str) Command | Entry - } - - class Entry { - <<abstract>> - +id: str readonly - +timestamp: datetime readonly - - +Entry(id str, timestamp datetime) - +update() void* - +generate_context() ElementTree* - +cleanup() void* - } - - class IOBuffer { - <<interface>> - +read() str* - +write(content str) void* - +buffer_length() int* - } - - class Command { - <<abstract>> - +execute(memory WorkingMemory) CommandResult* - } - - SystemMetrics "1" --* "1" BaseAgent - LLMEngine "1" --* "1" BaseAgent - XMLValidator "1" --* "1" BaseAgent - BaseAgent "1" *-- "1" IOBuffer - BaseAgent "1" *-- "1" WorkingMemory - BaseAgent "1" *-- "1" ResponseParser - WorkingMemory "1" *-- "*" Entry - ResponseParser ..> Entry - ResponseParser ..> Command -``` - -#### Standard Agent Flow - -```mermaid -stateDiagram-v2 - direction LR - state "Standard Agent Flow" as standard_agent_flow { - [*] --> UpdateSystem: Start - UpdateSystem --> CompileContext: Updated Metrics & Size - CompileContext --> ProcessLLM - ProcessLLM --> ValidateXML: LLM Response - ValidateXML --> ParseResponse: Valid XML - ValidateXML --> UpdateEntries: Invalid XML\nCreate ParseErrorEntry - ParseResponse --> ExecuteCommands: Command - ParseResponse --> UpdateEntries: Entry - ExecuteCommands --> [*]: Stop Command - ExecuteCommands --> UpdateEntries: Delete Command - UpdateEntries --> UpdateSystem: Continue Loop - } -``` - -#### Web Agent - -```mermaid -classDiagram - class BaseAgent { - <<abstract>> - -working_memory: WorkingMemory - -metrics: SystemMetrics - -llm: LLMEngine - -parser: ResponseParser - -validator: XMLValidator - -action_schema: str - - #_compile_context() str - } - - class StandardAgent { - +StandardAgent(model_path str, system_prompt str, action_schema str) - +run() void - } - - class WebAgent { - +context: str - +response: str readonly - +current_state WebAgentState readonly - +command_result Optional[CommandResult] readonly - +validation_error Optional[str] readonly - - +add_state_change_handler(handler Callable) void - +add_response_change_handler(handler Callable) void - +approve_context() void - +set__response(response str) void - +approve_response() void - } - - class WebAgentState { - - <<enumeration>> - UPDATE - CONTEXT_APPROVAL - INFERENCE - RESPONSE_APPROVAL - STOPPED - } - - class WebSocketManager { - -web_sockets: Set~WebSocket~ - - +WebServer(agent WebAgent, io_buffer WebIOBuffer, static_files path, host str, port int) - } - - class ClientMessage { - <<enumeration>> - APPROVE_CONTEXT - APPROVE_RESPONSE - MODIFY_RESPONSE - SEND_INPUT - } - - class ServerMessage { - <<enumeration>> - STATE_CHANGE - CONTEXT_UPDATE - RESPONSE_UPDATE - OUTPUT_UPDATE - VALIDATION_ERROR - } - - class WebIOBuffer { - -stdin_buffer: str - -stdout_buffer: str - - +read() str - +write(content str) void - +buffer_length() int - +append_stdin(content str) void - +get_stdout() str - +clear_stdout() void - } - - BaseAgent <|-- WebAgent - BaseAgent <|-- StandardAgent - - WebServer --> ClientMessage - WebServer --> ServerMessage - - WebServer "1" *-- "1" WebIOBuffer - WebServer "1" *-- "1" WebAgent - WebAgent "1" *-- "1" WebAgentState -``` - -#### Web Agent Flow - -```mermaid -stateDiagram-v2 - direction LR - state "Web Agent Flow" as web_agent_flow { - [*] --> UpdateSystem: Start - UpdateSystem --> CompileContext: Updated Metrics & Size - CompileContext --> WaitForContextApproval: Send Context - WaitForContextApproval --> ProcessLLM: Context Approved - ProcessLLM --> ValidateXML: LLM Response - ValidateXML --> WaitForResponseApproval: Send Validation Result - ValidateXML --> UpdateEntries: Invalid XML\nCreate ParseErrorEntry - - WaitForResponseApproval --> ValidateXML: Modified Response - WaitForResponseApproval --> ParseResponse: Approved Response - - ParseResponse --> ExecuteCommands: Command - ParseResponse --> UpdateEntries: Entry - - ExecuteCommands --> [*]: Stop Command - ExecuteCommands --> UpdateEntries: Delete Command - - UpdateEntries --> UpdateSystem: Continue Loop - } -``` - -#### Entry classes - -```mermaid -classDiagram - class Entry { - <<abstract>> - +id: str readonly - +timestamp: datetime readonly - - +Entry(id str, timestamp datetime) - +update() void* - +generate_context() ElementTree* - +cleanup() void* - } - - class ScriptEntry { - +script: str readonly - +stdout: str readonly - +stderr: str readonly - +exit_code: Optional~int~ readonly - - +Script(script str, id str, timestamp datetime) - +update() void - +generate_context() ElementTree - } - - class RepeatEntry { - +script: str readonly - +stdout: str readonly - +stderr: str readonly - +exit_code: Optional~int~ readonly - - +RepeatEntry(script str, id str, timestamp datetime) - +update() void - +generate_context() ElementTree - } - - class ReasoningEntry { - +content: str readonly - - +ReasoningEntry(content str, id str, timestamp datetime) - +update() void - +generate_context() ElementTree - } - - class ParseErrorEntry { - +content: str readonly - +error: str readonly - - +ParseErrorEntry(content str, error str, id str, timestamp datetime) - +update() void - +generate_context() ElementTree - } - - class ReadEntry { - +content: str readonly - - +ReadEntry(io_buffer IOBuffer, id str, timestamp datetime) - +update() void - +generate_context() ElementTree - } - - class WriteEntry { - +content: str readonly - - +WriteEntry(content str, io_buffer IOBuffer, id str, timestamp datetime) - +update() void - +generate_context() ElementTree - } - - ReasoningEntry --|> Entry - ParseErrorEntry --|> Entry - ReadEntry --|> Entry - Entry <|-- WriteEntry - Entry <|-- ScriptEntry - Entry <|-- RepeatEntry -``` - -#### IO Buffer classes - -```mermaid -classDiagram - class IOBuffer { - <<interface>> - +read() str* - +write(content str) void* - +buffer_length() int* - } - - class StandardIOBuffer { - +StandardIOBuffer() - +read() str - +write(content str) void - +buffer_length() int - } - - class WebIOBuffer { - -stdin_buffer: str - -stdout_buffer: str - - +read() str - +write(content str) void - +buffer_length() int - +append_stdin(content str) void - +get_stdout() str - +clear_stdout() void - } - - IOBuffer <|.. WebIOBuffer - IOBuffer <|.. StandardIOBuffer -``` - -#### Command classes - -```mermaid -classDiagram - direction LR - class Command { - <<abstract>> - +execute(memory WorkingMemory) CommandResult* - } - - class DeleteCommand { - +DeleteCommand(id str) - +execute(memory WorkingMemory) CommandResult - } - - class StopCommand { - +StopCommand() - +execute(memory WorkingMemory) CommandResult - } - - class CommandResult { - +message: str - +success: bool - +should_stop: bool - - +CommandResult(message str, success bool, should_stop bool) - +static success() CommandResult - +static failure(message str) CommandResult - +static stop() CommandResult - } - - Command <|-- DeleteCommand - Command <|-- StopCommand - Command -- CommandResult -``` -]]> - </stdout> - <stderr/> - </single> -</context><delete id="d8ed5b92-cecb-43bf-a019-63bb9fd8ab64"/> \ No newline at end of file diff --git a/iterations/iteration_20241120_104742_889.xml b/iterations/iteration_20241120_104742_889.xml deleted file mode 100644 index e199191..0000000 --- a/iterations/iteration_20241120_104742_889.xml +++ /dev/null @@ -1,658 +0,0 @@ - -<context - context="88.22" - cpu="0" - disk_total="1081101176832" - disk_used="125111205888" - gpu="0" - memory_total="16630431744" - memory_used="979644416" - stdin="0" - time="2024-11-20T10:47:03Z"> - <read_stdin id="3da7f743-19b7-4738-aaf9-49634618e8f7"> - <![CDATA[The SIA source is located in /root/sia. Not all features are implemented yet. Look at the readme and code to find what is missing. Make sure to unit test your work.]]> - </read_stdin> - <single - exit_code="0" - id="8637bd02-7c94-4708-bfa3-bf840d376166" - stdout_truncated="true"> - <![CDATA[ls -la /root/sia]]> - <stdout> - <![CDATA[total 204 -drwxr-xr-x 1 root root 4096 Nov 20 10:25 . -drwx------ 1 root root 4096 Nov 20 10:26 .. -drwxr-xr-x 2 root root 4096 Oct 31 17:07 .crossnote --rwxr-xr-x 1 root root 14 Nov 4 16:01 .dockerignore -drwxr-xr-x 8 root root 4096 Nov 20 10:21 .git --rwxr-xr-x 1 root root 30 Nov 4 16:01 .gitignore --rwxr-xr-x 1 root root 843 Nov 4 14:52 Dockerfile --rwxr-xr-x 1 root root 19975 Nov 19 14:20 README.md -drwxr-xr-x 2 root root 4096 Nov 15 16:10 _test --rwxr-xr-x 1 root root 3923 Nov 13 15:56 action_schema.xsd --rwxr-xr-x 1 root root 2064 Nov 6 12:29 claude.sh --rwxr-xr-x 1 root root 85153 Nov 14 13:30 claude.txt --rwxr-xr-x 1 root root 4939 Nov 20 10:07 finetune_dataset_creator.py --rwxr-xr-x 1 root root 572 Nov 19 14:20 install.sh -drwxrwxrwx 1 root root 512 Nov 20 10:27 iterations --rwxr-xr-x 1 root root 105 Nov 19 14:20 requirements.txt --rwxr-xr-x 1 root root 269 Nov 19 18:05 run.sh -drwxr-xr-x 1 root root 4096 Nov 20 10:26 sia -drwxr-xr-x 3 root root 4096 Nov 19 16:01 static --rwxr-xr-x 1 root r]]> - </stdout> - <stderr/> - </single> - <reasoning id="16421800-daa4-46f3-b619-e4efbafb448b"> - <![CDATA[ - The listing of the /root/sia directory shows several files and directories. The README.md file is present, which I should read to understand the project better. Additionally, there are directories like .git, _test, iterations, sia, and static, as well as various scripts and configuration files. - - My next step will be to read the README.md file to get an overview of the project and identify what features are missing. - Since it is a large file I will only read a part of it. -]]> - </reasoning> - <single - exit_code="0" - id="f5f8f1d0-f956-46c3-a942-ebac7a0ccf6a" - limit="4096"> - <![CDATA[head -c 4096 /root/sia/README.md]]> - <stdout> - # SIA - The Self Improving Agent - -SIA is an agentic artificial intelligence system that autonomously completes complex tasks by writing and executing scripts. -It uses a Large Language Model (LLM) which operates in a loop. -Each iteration a context is updated with system info and a list of previous reasoning and actions. -The agent responds with a new reasoning or an action. -Context, reasoning and actions are stored in a file for each iteration. -SIA can read past iterations to improve its reasoning and actions. -It can improve in two ways: -- By finetuning the LLM with a better reasoning or action for a given context -- By modifying its own source code - -## Example - -This example shows a typical context with some monitored items and previous actions. -Between each of the responses, the context would be updated. - -### Context - -```xml -&lt;context - time=&quot;2024-10-18T12:00:00Z&quot; - cpu=&quot;12&quot; - gpu=&quot;26&quot; - memory_used=&quot;9556302234&quot; - memory_total=&quot;17179869184&quot; - disk_used=&quot;244434939904&quot; - disk_total=&quot;273145991168&quot; - context=&quot;3&quot; - stdin=&quot;0&quot; -/&gt; - &lt;repeat id=&quot;a3d89ee5-28ec-4c5a-b9e9-a30af53d43a0&quot; exit_code=&quot;0&quot;&gt; - &lt;![CDATA[ls -lah /]]&gt; - &lt;stdout&gt;&lt;![CDATA[total 16K -drwxr-xr-x 1 sia 1049089 0 Oct 28 13:40 ./ -drwxr-xr-x 1 sia 1049089 0 Oct 28 13:40 ../ -drwxr-xr-x 1 sia 1049089 0 Oct 28 13:40 tasks/ -drwxr-xr-x 1 sia 1049089 0 Oct 28 13:40 user/ -]]&gt;&lt;/stdout&gt; - &lt;stderr/&gt; - &lt;/repeat&gt; - &lt;repeat id=&quot;be8070f8-dbd2-47ee-a208-defe6fd49ae0&quot; exit_code=&quot;0&quot;&gt; - &lt;![CDATA[ls -lah /tasks]]&gt; - &lt;stdout&gt;&lt;![CDATA[total 0 -drwxr-xr-x 1 ngeens 1049089 0 Oct 28 13:40 ./ -drwxr-xr-x 1 ngeens 1049089 0 Oct 28 13:40 ../ -]]&gt;&lt;/stdout&gt; - &lt;stderr/&gt; - &lt;/repeat&gt; - &lt;repeat id=&quot;375e1657-8140-456b-bda4-a8690bc4b3fb&quot; exit_code=&quot;0&quot;&gt; - &lt;![CDATA[cat /user/general_info.txt]]&gt; - &lt;stdout&gt;&lt;![CDATA[Name: John (I don&apos;t know his last name) -Location: Somewhere in Belgium -]]&gt;&lt;/stdout&gt; - &lt;stderr/&gt; - &lt;/repeat&gt; - &lt;reasoning id=&quot;c92d1594-4487-4a42-a153-f0a99da1762f&quot;&gt;&lt;![CDATA[There is data available on the standard input channel. I have no other running tasks to tend to and there is room in the context. I should read the standard input.]]&gt;&lt;/reasoning&gt; - &lt;read_stdin id=&quot;5361ad0d-3ed1-4567-9f5a-70f3b462fd8d&quot;&gt;&lt;![CDATA[Remind me to feed the cat tomorrow morning]]&gt;&lt;/read_stdin&gt; -&lt;/context&gt; -``` - -### Responses - -Start by reasoning about the task. -```xml -&lt;reasoning&gt; - John did not specify an exact time. - I&apos;ll suggest 9am. - He also did not specify how to be reminded. - I&apos;ll ask but if he doesn&apos;t respond I&apos;ll assume a text message on standard output is fine. - I&apos;ll write down this task in a file so I remember it even on a power failure. -&lt;/reasoning&gt; -``` - -Store important information on disk. -```xml - &lt;script&gt;&lt;![CDATA[echo &apos;Remind John to feed the cat on 2024-10-18T09:00:00+02:00. Use standard output.&apos; &gt; /tasks/reminder_to_feed_cat.txt]]&gt;&lt;/script&gt; -``` - -Respond to the user. -```xml -&lt;write_stdout&gt;I&apos;ll remind you to feed the cat tomorrow morning at 9am. Is a message on the standard output ok?&lt;/write_stdout&gt; -``` - -Clear initial reasoning. -```xml - &lt;delete id=&quot;c92d1594-4487-4a42-a153-f0a99da1762f&quot;/&gt; -``` - -The conversation is kept in context to understand the user&apos;s expected response. -If the context was near full, it would be summarized and cleaned up. - -The `script` output is also kept in context. -If the file was updated often, it could be replaced by a repeated `cat`, like the general info. - -## Working principles - -The main context is regenerated for each iteration. -It contains info about the system and previous actions that have not been deleted. -Together with the system prompt and available core actions it forms the prompt for the LLM. -The LLM responds with one core action. - -### Core Actions - -There are only a few core actions: -- Starting a script -- Deleting data from context -- Stopping SIA -- Reading standard input -- Writing to standard output -- Reasoning - -### Scripts - -Scripts can run in one of 2 modes: single-shot or repeat. -Their mode and output (stdout and stderr) stay in the context until t - </stdout> - <stderr/> - </single> - <reasoning id="554ffbc2-2a90-423b-aafe-ed90dd66b73b"> - <![CDATA[ - I can use the markdown headings to identify interesting sections. - I will try to find sections containing details about what needs to be implemented. -]]> - </reasoning> - <single exit_code="0" id="ac690fe5-45d0-4028-8120-107c318977a9"> - <![CDATA[grep -Eb "^#" /root/sia/README.md]]> - <stdout> - <![CDATA[0:# SIA - The Self Improving Agent -668:## Example -832:### Context -2323:### Responses -3462:## Working principles -3759:### Core Actions -3953:### Scripts -4204:#### Single-shot script -4433:#### Repeat script -4711:### Use of XML -5022:#### XML Data Flow -5705:### The SIA process -6048:### Server for debuggin and human input -6619:## Architecture -6885:### Core Components -6908:#### Agent Architecture -7521:#### Working Memory -8059:#### Command Processing -8490:#### IO Handling -8787:### Processing Flow -8810:#### Standard Agent Flow -9109:#### Web Agent Flow -9472:### Web Interface -9600:#### Server-Client Communication -9932:#### WebServer Architecture -10351:### Diagrams -10367:#### Core classes -12662:#### Standard Agent Flow -13387:#### Web Agent -15536:#### Web Agent Flow -16522:#### Entry classes -18459:#### IO Buffer classes -19156:#### Command classes -]]> - </stdout> - <stderr/> - </single> - <reasoning id="78103067-d3c4-4606-9ed3-c5c8c5e9ba21"> - <![CDATA[ - The diagrams section can help me navigate the source files. - I will load this section in memory. - The introduction and first part of the architecture are probably also interesting. - I will load these 3 sections, keep the user request and heading overview. - Other context items can be removed. -]]> - </reasoning> - <single exit_code="0" id="79f5a8b7-cc57-44c3-b942-c74e3bcabcf8"> - <![CDATA[head -c 668 /root/sia/README.md]]> - <stdout> - <![CDATA[# SIA - The Self Improving Agent - -SIA is an agentic artificial intelligence system that autonomously completes complex tasks by writing and executing scripts. -It uses a Large Language Model (LLM) which operates in a loop. -Each iteration a context is updated with system info and a list of previous reasoning and actions. -The agent responds with a new reasoning or an action. -Context, reasoning and actions are stored in a file for each iteration. -SIA can read past iterations to improve its reasoning and actions. -It can improve in two ways: -- By finetuning the LLM with a better reasoning or action for a given context -- By modifying its own source code - -]]> - </stdout> - <stderr/> - </single> - <single - exit_code="0" - id="c0aad1a9-48d4-46cd-bd5f-70230566b442" - limit="266" - stdout_truncated="true"> - <![CDATA[tail -c +6619 /root/sia/README.md]]> - <stdout> - <![CDATA[ -## Architecture - -SIA follows a modular architecture centered around an agent that processes context through an LLM to generate actions. -The system can run in two modes: a standard command-line mode and an interactive web mode for debugging and human feedback. - -### ]]> - </stdout> - <stderr/> - </single> - <single - exit_code="0" - id="973d9034-7076-479a-afea-4aaf81b065be" - limit="9624"> - <![CDATA[tail -c +10351 /root/sia/README.md]]> - <stdout> - <![CDATA[ -### Diagrams - -#### Core classes - -```mermaid -classDiagram - class SystemMetrics { - +SystemMetrics(sample_interval float) - +generate_context(context_usage float) ElementTree - +stop() void - -monitor_loop() void - } - - class LLMEngine { - +LLMEngine(model_path str) - +set_model_path(model_path str) void - +infer(system_prompt str, main_context str) Iterator~str~ - } - - class BaseAgent { - <<abstract>> - -working_memory: WorkingMemory - -metrics: SystemMetrics - -llm: LLMEngine - -parser: ResponseParser - -validator: XMLValidator - -action_schema: str - - #_compile_context() str - } - - class WorkingMemory { - -entries: List~Entry~ - - +WorkingMemory() - +add_entry(entry Entry) void - +remove_entry(id str) void - +clear() void - +get_entry(id str) Optional~Entry~ - +get_entries() List~Entry~ - +get_entries_count() int - +get_entries_by_type(type Type) List~Entry~ - +update() void - +generate_context() List~ElementTree~ - } - - class XMLValidator { - +XMLValidator(schema str) - +validate(xml str) Optional~str~ - +get_valid_root_elements() Set~str~ - } - - class ResponseParser { - -io_buffer: IOBuffer - - +ResponseParser(io_buffer IOBuffer) - +parse(xml str) Command | Entry - } - - class Entry { - <<abstract>> - +id: str readonly - +timestamp: datetime readonly - - +Entry(id str, timestamp datetime) - +update() void* - +generate_context() ElementTree* - +cleanup() void* - } - - class IOBuffer { - <<interface>> - +read() str* - +write(content str) void* - +buffer_length() int* - } - - class Command { - <<abstract>> - +execute(memory WorkingMemory) CommandResult* - } - - SystemMetrics "1" --* "1" BaseAgent - LLMEngine "1" --* "1" BaseAgent - XMLValidator "1" --* "1" BaseAgent - BaseAgent "1" *-- "1" IOBuffer - BaseAgent "1" *-- "1" WorkingMemory - BaseAgent "1" *-- "1" ResponseParser - WorkingMemory "1" *-- "*" Entry - ResponseParser ..> Entry - ResponseParser ..> Command -``` - -#### Standard Agent Flow - -```mermaid -stateDiagram-v2 - direction LR - state "Standard Agent Flow" as standard_agent_flow { - [*] --> UpdateSystem: Start - UpdateSystem --> CompileContext: Updated Metrics & Size - CompileContext --> ProcessLLM - ProcessLLM --> ValidateXML: LLM Response - ValidateXML --> ParseResponse: Valid XML - ValidateXML --> UpdateEntries: Invalid XML\nCreate ParseErrorEntry - ParseResponse --> ExecuteCommands: Command - ParseResponse --> UpdateEntries: Entry - ExecuteCommands --> [*]: Stop Command - ExecuteCommands --> UpdateEntries: Delete Command - UpdateEntries --> UpdateSystem: Continue Loop - } -``` - -#### Web Agent - -```mermaid -classDiagram - class BaseAgent { - <<abstract>> - -working_memory: WorkingMemory - -metrics: SystemMetrics - -llm: LLMEngine - -parser: ResponseParser - -validator: XMLValidator - -action_schema: str - - #_compile_context() str - } - - class StandardAgent { - +StandardAgent(model_path str, system_prompt str, action_schema str) - +run() void - } - - class WebAgent { - +context: str - +response: str readonly - +current_state WebAgentState readonly - +command_result Optional[CommandResult] readonly - +validation_error Optional[str] readonly - - +add_state_change_handler(handler Callable) void - +add_response_change_handler(handler Callable) void - +approve_context() void - +set__response(response str) void - +approve_response() void - } - - class WebAgentState { - - <<enumeration>> - UPDATE - CONTEXT_APPROVAL - INFERENCE - RESPONSE_APPROVAL - STOPPED - } - - class WebSocketManager { - -web_sockets: Set~WebSocket~ - - +WebServer(agent WebAgent, io_buffer WebIOBuffer, static_files path, host str, port int) - } - - class ClientMessage { - <<enumeration>> - APPROVE_CONTEXT - APPROVE_RESPONSE - MODIFY_RESPONSE - SEND_INPUT - } - - class ServerMessage { - <<enumeration>> - STATE_CHANGE - CONTEXT_UPDATE - RESPONSE_UPDATE - OUTPUT_UPDATE - VALIDATION_ERROR - } - - class WebIOBuffer { - -stdin_buffer: str - -stdout_buffer: str - - +read() str - +write(content str) void - +buffer_length() int - +append_stdin(content str) void - +get_stdout() str - +clear_stdout() void - } - - BaseAgent <|-- WebAgent - BaseAgent <|-- StandardAgent - - WebServer --> ClientMessage - WebServer --> ServerMessage - - WebServer "1" *-- "1" WebIOBuffer - WebServer "1" *-- "1" WebAgent - WebAgent "1" *-- "1" WebAgentState -``` - -#### Web Agent Flow - -```mermaid -stateDiagram-v2 - direction LR - state "Web Agent Flow" as web_agent_flow { - [*] --> UpdateSystem: Start - UpdateSystem --> CompileContext: Updated Metrics & Size - CompileContext --> WaitForContextApproval: Send Context - WaitForContextApproval --> ProcessLLM: Context Approved - ProcessLLM --> ValidateXML: LLM Response - ValidateXML --> WaitForResponseApproval: Send Validation Result - ValidateXML --> UpdateEntries: Invalid XML\nCreate ParseErrorEntry - - WaitForResponseApproval --> ValidateXML: Modified Response - WaitForResponseApproval --> ParseResponse: Approved Response - - ParseResponse --> ExecuteCommands: Command - ParseResponse --> UpdateEntries: Entry - - ExecuteCommands --> [*]: Stop Command - ExecuteCommands --> UpdateEntries: Delete Command - - UpdateEntries --> UpdateSystem: Continue Loop - } -``` - -#### Entry classes - -```mermaid -classDiagram - class Entry { - <<abstract>> - +id: str readonly - +timestamp: datetime readonly - - +Entry(id str, timestamp datetime) - +update() void* - +generate_context() ElementTree* - +cleanup() void* - } - - class ScriptEntry { - +script: str readonly - +stdout: str readonly - +stderr: str readonly - +exit_code: Optional~int~ readonly - - +Script(script str, id str, timestamp datetime) - +update() void - +generate_context() ElementTree - } - - class RepeatEntry { - +script: str readonly - +stdout: str readonly - +stderr: str readonly - +exit_code: Optional~int~ readonly - - +RepeatEntry(script str, id str, timestamp datetime) - +update() void - +generate_context() ElementTree - } - - class ReasoningEntry { - +content: str readonly - - +ReasoningEntry(content str, id str, timestamp datetime) - +update() void - +generate_context() ElementTree - } - - class ParseErrorEntry { - +content: str readonly - +error: str readonly - - +ParseErrorEntry(content str, error str, id str, timestamp datetime) - +update() void - +generate_context() ElementTree - } - - class ReadEntry { - +content: str readonly - - +ReadEntry(io_buffer IOBuffer, id str, timestamp datetime) - +update() void - +generate_context() ElementTree - } - - class WriteEntry { - +content: str readonly - - +WriteEntry(content str, io_buffer IOBuffer, id str, timestamp datetime) - +update() void - +generate_context() ElementTree - } - - ReasoningEntry --|> Entry - ParseErrorEntry --|> Entry - ReadEntry --|> Entry - Entry <|-- WriteEntry - Entry <|-- ScriptEntry - Entry <|-- RepeatEntry -``` - -#### IO Buffer classes - -```mermaid -classDiagram - class IOBuffer { - <<interface>> - +read() str* - +write(content str) void* - +buffer_length() int* - } - - class StandardIOBuffer { - +StandardIOBuffer() - +read() str - +write(content str) void - +buffer_length() int - } - - class WebIOBuffer { - -stdin_buffer: str - -stdout_buffer: str - - +read() str - +write(content str) void - +buffer_length() int - +append_stdin(content str) void - +get_stdout() str - +clear_stdout() void - } - - IOBuffer <|.. WebIOBuffer - IOBuffer <|.. StandardIOBuffer -``` - -#### Command classes - -```mermaid -classDiagram - direction LR - class Command { - <<abstract>> - +execute(memory WorkingMemory) CommandResult* - } - - class DeleteCommand { - +DeleteCommand(id str) - +execute(memory WorkingMemory) CommandResult - } - - class StopCommand { - +StopCommand() - +execute(memory WorkingMemory) CommandResult - } - - class CommandResult { - +message: str - +success: bool - +should_stop: bool - - +CommandResult(message str, success bool, should_stop bool) - +static success() CommandResult - +static failure(message str) CommandResult - +static stop() CommandResult - } - - Command <|-- DeleteCommand - Command <|-- StopCommand - Command -- CommandResult -``` -]]> - </stdout> - <stderr/> - </single> -</context><delete id="16421800-daa4-46f3-b619-e4efbafb448b"/> \ No newline at end of file diff --git a/iterations/iteration_20241120_104810_545.xml b/iterations/iteration_20241120_104810_545.xml deleted file mode 100644 index 3f05af7..0000000 --- a/iterations/iteration_20241120_104810_545.xml +++ /dev/null @@ -1,650 +0,0 @@ - -<context - context="86.5" - cpu="0" - disk_total="1081101176832" - disk_used="125111205888" - gpu="0" - memory_total="16630431744" - memory_used="983642112" - stdin="0" - time="2024-11-20T10:47:42Z"> - <read_stdin id="3da7f743-19b7-4738-aaf9-49634618e8f7"> - <![CDATA[The SIA source is located in /root/sia. Not all features are implemented yet. Look at the readme and code to find what is missing. Make sure to unit test your work.]]> - </read_stdin> - <single - exit_code="0" - id="8637bd02-7c94-4708-bfa3-bf840d376166" - stdout_truncated="true"> - <![CDATA[ls -la /root/sia]]> - <stdout> - <![CDATA[total 204 -drwxr-xr-x 1 root root 4096 Nov 20 10:25 . -drwx------ 1 root root 4096 Nov 20 10:26 .. -drwxr-xr-x 2 root root 4096 Oct 31 17:07 .crossnote --rwxr-xr-x 1 root root 14 Nov 4 16:01 .dockerignore -drwxr-xr-x 8 root root 4096 Nov 20 10:21 .git --rwxr-xr-x 1 root root 30 Nov 4 16:01 .gitignore --rwxr-xr-x 1 root root 843 Nov 4 14:52 Dockerfile --rwxr-xr-x 1 root root 19975 Nov 19 14:20 README.md -drwxr-xr-x 2 root root 4096 Nov 15 16:10 _test --rwxr-xr-x 1 root root 3923 Nov 13 15:56 action_schema.xsd --rwxr-xr-x 1 root root 2064 Nov 6 12:29 claude.sh --rwxr-xr-x 1 root root 85153 Nov 14 13:30 claude.txt --rwxr-xr-x 1 root root 4939 Nov 20 10:07 finetune_dataset_creator.py --rwxr-xr-x 1 root root 572 Nov 19 14:20 install.sh -drwxrwxrwx 1 root root 512 Nov 20 10:27 iterations --rwxr-xr-x 1 root root 105 Nov 19 14:20 requirements.txt --rwxr-xr-x 1 root root 269 Nov 19 18:05 run.sh -drwxr-xr-x 1 root root 4096 Nov 20 10:26 sia -drwxr-xr-x 3 root root 4096 Nov 19 16:01 static --rwxr-xr-x 1 root r]]> - </stdout> - <stderr/> - </single> - <single - exit_code="0" - id="f5f8f1d0-f956-46c3-a942-ebac7a0ccf6a" - limit="4096"> - <![CDATA[head -c 4096 /root/sia/README.md]]> - <stdout> - # SIA - The Self Improving Agent - -SIA is an agentic artificial intelligence system that autonomously completes complex tasks by writing and executing scripts. -It uses a Large Language Model (LLM) which operates in a loop. -Each iteration a context is updated with system info and a list of previous reasoning and actions. -The agent responds with a new reasoning or an action. -Context, reasoning and actions are stored in a file for each iteration. -SIA can read past iterations to improve its reasoning and actions. -It can improve in two ways: -- By finetuning the LLM with a better reasoning or action for a given context -- By modifying its own source code - -## Example - -This example shows a typical context with some monitored items and previous actions. -Between each of the responses, the context would be updated. - -### Context - -```xml -&lt;context - time=&quot;2024-10-18T12:00:00Z&quot; - cpu=&quot;12&quot; - gpu=&quot;26&quot; - memory_used=&quot;9556302234&quot; - memory_total=&quot;17179869184&quot; - disk_used=&quot;244434939904&quot; - disk_total=&quot;273145991168&quot; - context=&quot;3&quot; - stdin=&quot;0&quot; -/&gt; - &lt;repeat id=&quot;a3d89ee5-28ec-4c5a-b9e9-a30af53d43a0&quot; exit_code=&quot;0&quot;&gt; - &lt;![CDATA[ls -lah /]]&gt; - &lt;stdout&gt;&lt;![CDATA[total 16K -drwxr-xr-x 1 sia 1049089 0 Oct 28 13:40 ./ -drwxr-xr-x 1 sia 1049089 0 Oct 28 13:40 ../ -drwxr-xr-x 1 sia 1049089 0 Oct 28 13:40 tasks/ -drwxr-xr-x 1 sia 1049089 0 Oct 28 13:40 user/ -]]&gt;&lt;/stdout&gt; - &lt;stderr/&gt; - &lt;/repeat&gt; - &lt;repeat id=&quot;be8070f8-dbd2-47ee-a208-defe6fd49ae0&quot; exit_code=&quot;0&quot;&gt; - &lt;![CDATA[ls -lah /tasks]]&gt; - &lt;stdout&gt;&lt;![CDATA[total 0 -drwxr-xr-x 1 ngeens 1049089 0 Oct 28 13:40 ./ -drwxr-xr-x 1 ngeens 1049089 0 Oct 28 13:40 ../ -]]&gt;&lt;/stdout&gt; - &lt;stderr/&gt; - &lt;/repeat&gt; - &lt;repeat id=&quot;375e1657-8140-456b-bda4-a8690bc4b3fb&quot; exit_code=&quot;0&quot;&gt; - &lt;![CDATA[cat /user/general_info.txt]]&gt; - &lt;stdout&gt;&lt;![CDATA[Name: John (I don&apos;t know his last name) -Location: Somewhere in Belgium -]]&gt;&lt;/stdout&gt; - &lt;stderr/&gt; - &lt;/repeat&gt; - &lt;reasoning id=&quot;c92d1594-4487-4a42-a153-f0a99da1762f&quot;&gt;&lt;![CDATA[There is data available on the standard input channel. I have no other running tasks to tend to and there is room in the context. I should read the standard input.]]&gt;&lt;/reasoning&gt; - &lt;read_stdin id=&quot;5361ad0d-3ed1-4567-9f5a-70f3b462fd8d&quot;&gt;&lt;![CDATA[Remind me to feed the cat tomorrow morning]]&gt;&lt;/read_stdin&gt; -&lt;/context&gt; -``` - -### Responses - -Start by reasoning about the task. -```xml -&lt;reasoning&gt; - John did not specify an exact time. - I&apos;ll suggest 9am. - He also did not specify how to be reminded. - I&apos;ll ask but if he doesn&apos;t respond I&apos;ll assume a text message on standard output is fine. - I&apos;ll write down this task in a file so I remember it even on a power failure. -&lt;/reasoning&gt; -``` - -Store important information on disk. -```xml - &lt;script&gt;&lt;![CDATA[echo &apos;Remind John to feed the cat on 2024-10-18T09:00:00+02:00. Use standard output.&apos; &gt; /tasks/reminder_to_feed_cat.txt]]&gt;&lt;/script&gt; -``` - -Respond to the user. -```xml -&lt;write_stdout&gt;I&apos;ll remind you to feed the cat tomorrow morning at 9am. Is a message on the standard output ok?&lt;/write_stdout&gt; -``` - -Clear initial reasoning. -```xml - &lt;delete id=&quot;c92d1594-4487-4a42-a153-f0a99da1762f&quot;/&gt; -``` - -The conversation is kept in context to understand the user&apos;s expected response. -If the context was near full, it would be summarized and cleaned up. - -The `script` output is also kept in context. -If the file was updated often, it could be replaced by a repeated `cat`, like the general info. - -## Working principles - -The main context is regenerated for each iteration. -It contains info about the system and previous actions that have not been deleted. -Together with the system prompt and available core actions it forms the prompt for the LLM. -The LLM responds with one core action. - -### Core Actions - -There are only a few core actions: -- Starting a script -- Deleting data from context -- Stopping SIA -- Reading standard input -- Writing to standard output -- Reasoning - -### Scripts - -Scripts can run in one of 2 modes: single-shot or repeat. -Their mode and output (stdout and stderr) stay in the context until t - </stdout> - <stderr/> - </single> - <reasoning id="554ffbc2-2a90-423b-aafe-ed90dd66b73b"> - <![CDATA[ - I can use the markdown headings to identify interesting sections. - I will try to find sections containing details about what needs to be implemented. -]]> - </reasoning> - <single exit_code="0" id="ac690fe5-45d0-4028-8120-107c318977a9"> - <![CDATA[grep -Eb "^#" /root/sia/README.md]]> - <stdout> - <![CDATA[0:# SIA - The Self Improving Agent -668:## Example -832:### Context -2323:### Responses -3462:## Working principles -3759:### Core Actions -3953:### Scripts -4204:#### Single-shot script -4433:#### Repeat script -4711:### Use of XML -5022:#### XML Data Flow -5705:### The SIA process -6048:### Server for debuggin and human input -6619:## Architecture -6885:### Core Components -6908:#### Agent Architecture -7521:#### Working Memory -8059:#### Command Processing -8490:#### IO Handling -8787:### Processing Flow -8810:#### Standard Agent Flow -9109:#### Web Agent Flow -9472:### Web Interface -9600:#### Server-Client Communication -9932:#### WebServer Architecture -10351:### Diagrams -10367:#### Core classes -12662:#### Standard Agent Flow -13387:#### Web Agent -15536:#### Web Agent Flow -16522:#### Entry classes -18459:#### IO Buffer classes -19156:#### Command classes -]]> - </stdout> - <stderr/> - </single> - <reasoning id="78103067-d3c4-4606-9ed3-c5c8c5e9ba21"> - <![CDATA[ - The diagrams section can help me navigate the source files. - I will load this section in memory. - The introduction and first part of the architecture are probably also interesting. - I will load these 3 sections, keep the user request and heading overview. - Other context items can be removed. -]]> - </reasoning> - <single exit_code="0" id="79f5a8b7-cc57-44c3-b942-c74e3bcabcf8"> - <![CDATA[head -c 668 /root/sia/README.md]]> - <stdout> - <![CDATA[# SIA - The Self Improving Agent - -SIA is an agentic artificial intelligence system that autonomously completes complex tasks by writing and executing scripts. -It uses a Large Language Model (LLM) which operates in a loop. -Each iteration a context is updated with system info and a list of previous reasoning and actions. -The agent responds with a new reasoning or an action. -Context, reasoning and actions are stored in a file for each iteration. -SIA can read past iterations to improve its reasoning and actions. -It can improve in two ways: -- By finetuning the LLM with a better reasoning or action for a given context -- By modifying its own source code - -]]> - </stdout> - <stderr/> - </single> - <single - exit_code="0" - id="c0aad1a9-48d4-46cd-bd5f-70230566b442" - limit="266" - stdout_truncated="true"> - <![CDATA[tail -c +6619 /root/sia/README.md]]> - <stdout> - <![CDATA[ -## Architecture - -SIA follows a modular architecture centered around an agent that processes context through an LLM to generate actions. -The system can run in two modes: a standard command-line mode and an interactive web mode for debugging and human feedback. - -### ]]> - </stdout> - <stderr/> - </single> - <single - exit_code="0" - id="973d9034-7076-479a-afea-4aaf81b065be" - limit="9624"> - <![CDATA[tail -c +10351 /root/sia/README.md]]> - <stdout> - <![CDATA[ -### Diagrams - -#### Core classes - -```mermaid -classDiagram - class SystemMetrics { - +SystemMetrics(sample_interval float) - +generate_context(context_usage float) ElementTree - +stop() void - -monitor_loop() void - } - - class LLMEngine { - +LLMEngine(model_path str) - +set_model_path(model_path str) void - +infer(system_prompt str, main_context str) Iterator~str~ - } - - class BaseAgent { - <<abstract>> - -working_memory: WorkingMemory - -metrics: SystemMetrics - -llm: LLMEngine - -parser: ResponseParser - -validator: XMLValidator - -action_schema: str - - #_compile_context() str - } - - class WorkingMemory { - -entries: List~Entry~ - - +WorkingMemory() - +add_entry(entry Entry) void - +remove_entry(id str) void - +clear() void - +get_entry(id str) Optional~Entry~ - +get_entries() List~Entry~ - +get_entries_count() int - +get_entries_by_type(type Type) List~Entry~ - +update() void - +generate_context() List~ElementTree~ - } - - class XMLValidator { - +XMLValidator(schema str) - +validate(xml str) Optional~str~ - +get_valid_root_elements() Set~str~ - } - - class ResponseParser { - -io_buffer: IOBuffer - - +ResponseParser(io_buffer IOBuffer) - +parse(xml str) Command | Entry - } - - class Entry { - <<abstract>> - +id: str readonly - +timestamp: datetime readonly - - +Entry(id str, timestamp datetime) - +update() void* - +generate_context() ElementTree* - +cleanup() void* - } - - class IOBuffer { - <<interface>> - +read() str* - +write(content str) void* - +buffer_length() int* - } - - class Command { - <<abstract>> - +execute(memory WorkingMemory) CommandResult* - } - - SystemMetrics "1" --* "1" BaseAgent - LLMEngine "1" --* "1" BaseAgent - XMLValidator "1" --* "1" BaseAgent - BaseAgent "1" *-- "1" IOBuffer - BaseAgent "1" *-- "1" WorkingMemory - BaseAgent "1" *-- "1" ResponseParser - WorkingMemory "1" *-- "*" Entry - ResponseParser ..> Entry - ResponseParser ..> Command -``` - -#### Standard Agent Flow - -```mermaid -stateDiagram-v2 - direction LR - state "Standard Agent Flow" as standard_agent_flow { - [*] --> UpdateSystem: Start - UpdateSystem --> CompileContext: Updated Metrics & Size - CompileContext --> ProcessLLM - ProcessLLM --> ValidateXML: LLM Response - ValidateXML --> ParseResponse: Valid XML - ValidateXML --> UpdateEntries: Invalid XML\nCreate ParseErrorEntry - ParseResponse --> ExecuteCommands: Command - ParseResponse --> UpdateEntries: Entry - ExecuteCommands --> [*]: Stop Command - ExecuteCommands --> UpdateEntries: Delete Command - UpdateEntries --> UpdateSystem: Continue Loop - } -``` - -#### Web Agent - -```mermaid -classDiagram - class BaseAgent { - <<abstract>> - -working_memory: WorkingMemory - -metrics: SystemMetrics - -llm: LLMEngine - -parser: ResponseParser - -validator: XMLValidator - -action_schema: str - - #_compile_context() str - } - - class StandardAgent { - +StandardAgent(model_path str, system_prompt str, action_schema str) - +run() void - } - - class WebAgent { - +context: str - +response: str readonly - +current_state WebAgentState readonly - +command_result Optional[CommandResult] readonly - +validation_error Optional[str] readonly - - +add_state_change_handler(handler Callable) void - +add_response_change_handler(handler Callable) void - +approve_context() void - +set__response(response str) void - +approve_response() void - } - - class WebAgentState { - - <<enumeration>> - UPDATE - CONTEXT_APPROVAL - INFERENCE - RESPONSE_APPROVAL - STOPPED - } - - class WebSocketManager { - -web_sockets: Set~WebSocket~ - - +WebServer(agent WebAgent, io_buffer WebIOBuffer, static_files path, host str, port int) - } - - class ClientMessage { - <<enumeration>> - APPROVE_CONTEXT - APPROVE_RESPONSE - MODIFY_RESPONSE - SEND_INPUT - } - - class ServerMessage { - <<enumeration>> - STATE_CHANGE - CONTEXT_UPDATE - RESPONSE_UPDATE - OUTPUT_UPDATE - VALIDATION_ERROR - } - - class WebIOBuffer { - -stdin_buffer: str - -stdout_buffer: str - - +read() str - +write(content str) void - +buffer_length() int - +append_stdin(content str) void - +get_stdout() str - +clear_stdout() void - } - - BaseAgent <|-- WebAgent - BaseAgent <|-- StandardAgent - - WebServer --> ClientMessage - WebServer --> ServerMessage - - WebServer "1" *-- "1" WebIOBuffer - WebServer "1" *-- "1" WebAgent - WebAgent "1" *-- "1" WebAgentState -``` - -#### Web Agent Flow - -```mermaid -stateDiagram-v2 - direction LR - state "Web Agent Flow" as web_agent_flow { - [*] --> UpdateSystem: Start - UpdateSystem --> CompileContext: Updated Metrics & Size - CompileContext --> WaitForContextApproval: Send Context - WaitForContextApproval --> ProcessLLM: Context Approved - ProcessLLM --> ValidateXML: LLM Response - ValidateXML --> WaitForResponseApproval: Send Validation Result - ValidateXML --> UpdateEntries: Invalid XML\nCreate ParseErrorEntry - - WaitForResponseApproval --> ValidateXML: Modified Response - WaitForResponseApproval --> ParseResponse: Approved Response - - ParseResponse --> ExecuteCommands: Command - ParseResponse --> UpdateEntries: Entry - - ExecuteCommands --> [*]: Stop Command - ExecuteCommands --> UpdateEntries: Delete Command - - UpdateEntries --> UpdateSystem: Continue Loop - } -``` - -#### Entry classes - -```mermaid -classDiagram - class Entry { - <<abstract>> - +id: str readonly - +timestamp: datetime readonly - - +Entry(id str, timestamp datetime) - +update() void* - +generate_context() ElementTree* - +cleanup() void* - } - - class ScriptEntry { - +script: str readonly - +stdout: str readonly - +stderr: str readonly - +exit_code: Optional~int~ readonly - - +Script(script str, id str, timestamp datetime) - +update() void - +generate_context() ElementTree - } - - class RepeatEntry { - +script: str readonly - +stdout: str readonly - +stderr: str readonly - +exit_code: Optional~int~ readonly - - +RepeatEntry(script str, id str, timestamp datetime) - +update() void - +generate_context() ElementTree - } - - class ReasoningEntry { - +content: str readonly - - +ReasoningEntry(content str, id str, timestamp datetime) - +update() void - +generate_context() ElementTree - } - - class ParseErrorEntry { - +content: str readonly - +error: str readonly - - +ParseErrorEntry(content str, error str, id str, timestamp datetime) - +update() void - +generate_context() ElementTree - } - - class ReadEntry { - +content: str readonly - - +ReadEntry(io_buffer IOBuffer, id str, timestamp datetime) - +update() void - +generate_context() ElementTree - } - - class WriteEntry { - +content: str readonly - - +WriteEntry(content str, io_buffer IOBuffer, id str, timestamp datetime) - +update() void - +generate_context() ElementTree - } - - ReasoningEntry --|> Entry - ParseErrorEntry --|> Entry - ReadEntry --|> Entry - Entry <|-- WriteEntry - Entry <|-- ScriptEntry - Entry <|-- RepeatEntry -``` - -#### IO Buffer classes - -```mermaid -classDiagram - class IOBuffer { - <<interface>> - +read() str* - +write(content str) void* - +buffer_length() int* - } - - class StandardIOBuffer { - +StandardIOBuffer() - +read() str - +write(content str) void - +buffer_length() int - } - - class WebIOBuffer { - -stdin_buffer: str - -stdout_buffer: str - - +read() str - +write(content str) void - +buffer_length() int - +append_stdin(content str) void - +get_stdout() str - +clear_stdout() void - } - - IOBuffer <|.. WebIOBuffer - IOBuffer <|.. StandardIOBuffer -``` - -#### Command classes - -```mermaid -classDiagram - direction LR - class Command { - <<abstract>> - +execute(memory WorkingMemory) CommandResult* - } - - class DeleteCommand { - +DeleteCommand(id str) - +execute(memory WorkingMemory) CommandResult - } - - class StopCommand { - +StopCommand() - +execute(memory WorkingMemory) CommandResult - } - - class CommandResult { - +message: str - +success: bool - +should_stop: bool - - +CommandResult(message str, success bool, should_stop bool) - +static success() CommandResult - +static failure(message str) CommandResult - +static stop() CommandResult - } - - Command <|-- DeleteCommand - Command <|-- StopCommand - Command -- CommandResult -``` -]]> - </stdout> - <stderr/> - </single> -</context><delete id="f5f8f1d0-f956-46c3-a942-ebac7a0ccf6a"/> \ No newline at end of file diff --git a/iterations/iteration_20241120_104829_581.xml b/iterations/iteration_20241120_104829_581.xml deleted file mode 100644 index f00f105..0000000 --- a/iterations/iteration_20241120_104829_581.xml +++ /dev/null @@ -1,525 +0,0 @@ - -<context - context="67.8" - cpu="0" - disk_total="1081101176832" - disk_used="125111205888" - gpu="0" - memory_total="16630431744" - memory_used="981872640" - stdin="0" - time="2024-11-20T10:48:10Z"> - <read_stdin id="3da7f743-19b7-4738-aaf9-49634618e8f7"> - <![CDATA[The SIA source is located in /root/sia. Not all features are implemented yet. Look at the readme and code to find what is missing. Make sure to unit test your work.]]> - </read_stdin> - <single - exit_code="0" - id="8637bd02-7c94-4708-bfa3-bf840d376166" - stdout_truncated="true"> - <![CDATA[ls -la /root/sia]]> - <stdout> - <![CDATA[total 204 -drwxr-xr-x 1 root root 4096 Nov 20 10:25 . -drwx------ 1 root root 4096 Nov 20 10:26 .. -drwxr-xr-x 2 root root 4096 Oct 31 17:07 .crossnote --rwxr-xr-x 1 root root 14 Nov 4 16:01 .dockerignore -drwxr-xr-x 8 root root 4096 Nov 20 10:21 .git --rwxr-xr-x 1 root root 30 Nov 4 16:01 .gitignore --rwxr-xr-x 1 root root 843 Nov 4 14:52 Dockerfile --rwxr-xr-x 1 root root 19975 Nov 19 14:20 README.md -drwxr-xr-x 2 root root 4096 Nov 15 16:10 _test --rwxr-xr-x 1 root root 3923 Nov 13 15:56 action_schema.xsd --rwxr-xr-x 1 root root 2064 Nov 6 12:29 claude.sh --rwxr-xr-x 1 root root 85153 Nov 14 13:30 claude.txt --rwxr-xr-x 1 root root 4939 Nov 20 10:07 finetune_dataset_creator.py --rwxr-xr-x 1 root root 572 Nov 19 14:20 install.sh -drwxrwxrwx 1 root root 512 Nov 20 10:27 iterations --rwxr-xr-x 1 root root 105 Nov 19 14:20 requirements.txt --rwxr-xr-x 1 root root 269 Nov 19 18:05 run.sh -drwxr-xr-x 1 root root 4096 Nov 20 10:26 sia -drwxr-xr-x 3 root root 4096 Nov 19 16:01 static --rwxr-xr-x 1 root r]]> - </stdout> - <stderr/> - </single> - <reasoning id="554ffbc2-2a90-423b-aafe-ed90dd66b73b"> - <![CDATA[ - I can use the markdown headings to identify interesting sections. - I will try to find sections containing details about what needs to be implemented. -]]> - </reasoning> - <single exit_code="0" id="ac690fe5-45d0-4028-8120-107c318977a9"> - <![CDATA[grep -Eb "^#" /root/sia/README.md]]> - <stdout> - <![CDATA[0:# SIA - The Self Improving Agent -668:## Example -832:### Context -2323:### Responses -3462:## Working principles -3759:### Core Actions -3953:### Scripts -4204:#### Single-shot script -4433:#### Repeat script -4711:### Use of XML -5022:#### XML Data Flow -5705:### The SIA process -6048:### Server for debuggin and human input -6619:## Architecture -6885:### Core Components -6908:#### Agent Architecture -7521:#### Working Memory -8059:#### Command Processing -8490:#### IO Handling -8787:### Processing Flow -8810:#### Standard Agent Flow -9109:#### Web Agent Flow -9472:### Web Interface -9600:#### Server-Client Communication -9932:#### WebServer Architecture -10351:### Diagrams -10367:#### Core classes -12662:#### Standard Agent Flow -13387:#### Web Agent -15536:#### Web Agent Flow -16522:#### Entry classes -18459:#### IO Buffer classes -19156:#### Command classes -]]> - </stdout> - <stderr/> - </single> - <reasoning id="78103067-d3c4-4606-9ed3-c5c8c5e9ba21"> - <![CDATA[ - The diagrams section can help me navigate the source files. - I will load this section in memory. - The introduction and first part of the architecture are probably also interesting. - I will load these 3 sections, keep the user request and heading overview. - Other context items can be removed. -]]> - </reasoning> - <single exit_code="0" id="79f5a8b7-cc57-44c3-b942-c74e3bcabcf8"> - <![CDATA[head -c 668 /root/sia/README.md]]> - <stdout> - <![CDATA[# SIA - The Self Improving Agent - -SIA is an agentic artificial intelligence system that autonomously completes complex tasks by writing and executing scripts. -It uses a Large Language Model (LLM) which operates in a loop. -Each iteration a context is updated with system info and a list of previous reasoning and actions. -The agent responds with a new reasoning or an action. -Context, reasoning and actions are stored in a file for each iteration. -SIA can read past iterations to improve its reasoning and actions. -It can improve in two ways: -- By finetuning the LLM with a better reasoning or action for a given context -- By modifying its own source code - -]]> - </stdout> - <stderr/> - </single> - <single - exit_code="0" - id="c0aad1a9-48d4-46cd-bd5f-70230566b442" - limit="266" - stdout_truncated="true"> - <![CDATA[tail -c +6619 /root/sia/README.md]]> - <stdout> - <![CDATA[ -## Architecture - -SIA follows a modular architecture centered around an agent that processes context through an LLM to generate actions. -The system can run in two modes: a standard command-line mode and an interactive web mode for debugging and human feedback. - -### ]]> - </stdout> - <stderr/> - </single> - <single - exit_code="0" - id="973d9034-7076-479a-afea-4aaf81b065be" - limit="9624"> - <![CDATA[tail -c +10351 /root/sia/README.md]]> - <stdout> - <![CDATA[ -### Diagrams - -#### Core classes - -```mermaid -classDiagram - class SystemMetrics { - +SystemMetrics(sample_interval float) - +generate_context(context_usage float) ElementTree - +stop() void - -monitor_loop() void - } - - class LLMEngine { - +LLMEngine(model_path str) - +set_model_path(model_path str) void - +infer(system_prompt str, main_context str) Iterator~str~ - } - - class BaseAgent { - <<abstract>> - -working_memory: WorkingMemory - -metrics: SystemMetrics - -llm: LLMEngine - -parser: ResponseParser - -validator: XMLValidator - -action_schema: str - - #_compile_context() str - } - - class WorkingMemory { - -entries: List~Entry~ - - +WorkingMemory() - +add_entry(entry Entry) void - +remove_entry(id str) void - +clear() void - +get_entry(id str) Optional~Entry~ - +get_entries() List~Entry~ - +get_entries_count() int - +get_entries_by_type(type Type) List~Entry~ - +update() void - +generate_context() List~ElementTree~ - } - - class XMLValidator { - +XMLValidator(schema str) - +validate(xml str) Optional~str~ - +get_valid_root_elements() Set~str~ - } - - class ResponseParser { - -io_buffer: IOBuffer - - +ResponseParser(io_buffer IOBuffer) - +parse(xml str) Command | Entry - } - - class Entry { - <<abstract>> - +id: str readonly - +timestamp: datetime readonly - - +Entry(id str, timestamp datetime) - +update() void* - +generate_context() ElementTree* - +cleanup() void* - } - - class IOBuffer { - <<interface>> - +read() str* - +write(content str) void* - +buffer_length() int* - } - - class Command { - <<abstract>> - +execute(memory WorkingMemory) CommandResult* - } - - SystemMetrics "1" --* "1" BaseAgent - LLMEngine "1" --* "1" BaseAgent - XMLValidator "1" --* "1" BaseAgent - BaseAgent "1" *-- "1" IOBuffer - BaseAgent "1" *-- "1" WorkingMemory - BaseAgent "1" *-- "1" ResponseParser - WorkingMemory "1" *-- "*" Entry - ResponseParser ..> Entry - ResponseParser ..> Command -``` - -#### Standard Agent Flow - -```mermaid -stateDiagram-v2 - direction LR - state "Standard Agent Flow" as standard_agent_flow { - [*] --> UpdateSystem: Start - UpdateSystem --> CompileContext: Updated Metrics & Size - CompileContext --> ProcessLLM - ProcessLLM --> ValidateXML: LLM Response - ValidateXML --> ParseResponse: Valid XML - ValidateXML --> UpdateEntries: Invalid XML\nCreate ParseErrorEntry - ParseResponse --> ExecuteCommands: Command - ParseResponse --> UpdateEntries: Entry - ExecuteCommands --> [*]: Stop Command - ExecuteCommands --> UpdateEntries: Delete Command - UpdateEntries --> UpdateSystem: Continue Loop - } -``` - -#### Web Agent - -```mermaid -classDiagram - class BaseAgent { - <<abstract>> - -working_memory: WorkingMemory - -metrics: SystemMetrics - -llm: LLMEngine - -parser: ResponseParser - -validator: XMLValidator - -action_schema: str - - #_compile_context() str - } - - class StandardAgent { - +StandardAgent(model_path str, system_prompt str, action_schema str) - +run() void - } - - class WebAgent { - +context: str - +response: str readonly - +current_state WebAgentState readonly - +command_result Optional[CommandResult] readonly - +validation_error Optional[str] readonly - - +add_state_change_handler(handler Callable) void - +add_response_change_handler(handler Callable) void - +approve_context() void - +set__response(response str) void - +approve_response() void - } - - class WebAgentState { - - <<enumeration>> - UPDATE - CONTEXT_APPROVAL - INFERENCE - RESPONSE_APPROVAL - STOPPED - } - - class WebSocketManager { - -web_sockets: Set~WebSocket~ - - +WebServer(agent WebAgent, io_buffer WebIOBuffer, static_files path, host str, port int) - } - - class ClientMessage { - <<enumeration>> - APPROVE_CONTEXT - APPROVE_RESPONSE - MODIFY_RESPONSE - SEND_INPUT - } - - class ServerMessage { - <<enumeration>> - STATE_CHANGE - CONTEXT_UPDATE - RESPONSE_UPDATE - OUTPUT_UPDATE - VALIDATION_ERROR - } - - class WebIOBuffer { - -stdin_buffer: str - -stdout_buffer: str - - +read() str - +write(content str) void - +buffer_length() int - +append_stdin(content str) void - +get_stdout() str - +clear_stdout() void - } - - BaseAgent <|-- WebAgent - BaseAgent <|-- StandardAgent - - WebServer --> ClientMessage - WebServer --> ServerMessage - - WebServer "1" *-- "1" WebIOBuffer - WebServer "1" *-- "1" WebAgent - WebAgent "1" *-- "1" WebAgentState -``` - -#### Web Agent Flow - -```mermaid -stateDiagram-v2 - direction LR - state "Web Agent Flow" as web_agent_flow { - [*] --> UpdateSystem: Start - UpdateSystem --> CompileContext: Updated Metrics & Size - CompileContext --> WaitForContextApproval: Send Context - WaitForContextApproval --> ProcessLLM: Context Approved - ProcessLLM --> ValidateXML: LLM Response - ValidateXML --> WaitForResponseApproval: Send Validation Result - ValidateXML --> UpdateEntries: Invalid XML\nCreate ParseErrorEntry - - WaitForResponseApproval --> ValidateXML: Modified Response - WaitForResponseApproval --> ParseResponse: Approved Response - - ParseResponse --> ExecuteCommands: Command - ParseResponse --> UpdateEntries: Entry - - ExecuteCommands --> [*]: Stop Command - ExecuteCommands --> UpdateEntries: Delete Command - - UpdateEntries --> UpdateSystem: Continue Loop - } -``` - -#### Entry classes - -```mermaid -classDiagram - class Entry { - <<abstract>> - +id: str readonly - +timestamp: datetime readonly - - +Entry(id str, timestamp datetime) - +update() void* - +generate_context() ElementTree* - +cleanup() void* - } - - class ScriptEntry { - +script: str readonly - +stdout: str readonly - +stderr: str readonly - +exit_code: Optional~int~ readonly - - +Script(script str, id str, timestamp datetime) - +update() void - +generate_context() ElementTree - } - - class RepeatEntry { - +script: str readonly - +stdout: str readonly - +stderr: str readonly - +exit_code: Optional~int~ readonly - - +RepeatEntry(script str, id str, timestamp datetime) - +update() void - +generate_context() ElementTree - } - - class ReasoningEntry { - +content: str readonly - - +ReasoningEntry(content str, id str, timestamp datetime) - +update() void - +generate_context() ElementTree - } - - class ParseErrorEntry { - +content: str readonly - +error: str readonly - - +ParseErrorEntry(content str, error str, id str, timestamp datetime) - +update() void - +generate_context() ElementTree - } - - class ReadEntry { - +content: str readonly - - +ReadEntry(io_buffer IOBuffer, id str, timestamp datetime) - +update() void - +generate_context() ElementTree - } - - class WriteEntry { - +content: str readonly - - +WriteEntry(content str, io_buffer IOBuffer, id str, timestamp datetime) - +update() void - +generate_context() ElementTree - } - - ReasoningEntry --|> Entry - ParseErrorEntry --|> Entry - ReadEntry --|> Entry - Entry <|-- WriteEntry - Entry <|-- ScriptEntry - Entry <|-- RepeatEntry -``` - -#### IO Buffer classes - -```mermaid -classDiagram - class IOBuffer { - <<interface>> - +read() str* - +write(content str) void* - +buffer_length() int* - } - - class StandardIOBuffer { - +StandardIOBuffer() - +read() str - +write(content str) void - +buffer_length() int - } - - class WebIOBuffer { - -stdin_buffer: str - -stdout_buffer: str - - +read() str - +write(content str) void - +buffer_length() int - +append_stdin(content str) void - +get_stdout() str - +clear_stdout() void - } - - IOBuffer <|.. WebIOBuffer - IOBuffer <|.. StandardIOBuffer -``` - -#### Command classes - -```mermaid -classDiagram - direction LR - class Command { - <<abstract>> - +execute(memory WorkingMemory) CommandResult* - } - - class DeleteCommand { - +DeleteCommand(id str) - +execute(memory WorkingMemory) CommandResult - } - - class StopCommand { - +StopCommand() - +execute(memory WorkingMemory) CommandResult - } - - class CommandResult { - +message: str - +success: bool - +should_stop: bool - - +CommandResult(message str, success bool, should_stop bool) - +static success() CommandResult - +static failure(message str) CommandResult - +static stop() CommandResult - } - - Command <|-- DeleteCommand - Command <|-- StopCommand - Command -- CommandResult -``` -]]> - </stdout> - <stderr/> - </single> -</context><delete id="554ffbc2-2a90-423b-aafe-ed90dd66b73b"/> \ No newline at end of file diff --git a/iterations/iteration_20241120_104912_967.xml b/iterations/iteration_20241120_104912_967.xml deleted file mode 100644 index 53ae730..0000000 --- a/iterations/iteration_20241120_104912_967.xml +++ /dev/null @@ -1,519 +0,0 @@ - -<context - context="66.94" - cpu="0" - disk_total="1081101176832" - disk_used="125111205888" - gpu="0" - memory_total="16630431744" - memory_used="983924736" - stdin="0" - time="2024-11-20T10:48:29Z"> - <read_stdin id="3da7f743-19b7-4738-aaf9-49634618e8f7"> - <![CDATA[The SIA source is located in /root/sia. Not all features are implemented yet. Look at the readme and code to find what is missing. Make sure to unit test your work.]]> - </read_stdin> - <single - exit_code="0" - id="8637bd02-7c94-4708-bfa3-bf840d376166" - stdout_truncated="true"> - <![CDATA[ls -la /root/sia]]> - <stdout> - <![CDATA[total 204 -drwxr-xr-x 1 root root 4096 Nov 20 10:25 . -drwx------ 1 root root 4096 Nov 20 10:26 .. -drwxr-xr-x 2 root root 4096 Oct 31 17:07 .crossnote --rwxr-xr-x 1 root root 14 Nov 4 16:01 .dockerignore -drwxr-xr-x 8 root root 4096 Nov 20 10:21 .git --rwxr-xr-x 1 root root 30 Nov 4 16:01 .gitignore --rwxr-xr-x 1 root root 843 Nov 4 14:52 Dockerfile --rwxr-xr-x 1 root root 19975 Nov 19 14:20 README.md -drwxr-xr-x 2 root root 4096 Nov 15 16:10 _test --rwxr-xr-x 1 root root 3923 Nov 13 15:56 action_schema.xsd --rwxr-xr-x 1 root root 2064 Nov 6 12:29 claude.sh --rwxr-xr-x 1 root root 85153 Nov 14 13:30 claude.txt --rwxr-xr-x 1 root root 4939 Nov 20 10:07 finetune_dataset_creator.py --rwxr-xr-x 1 root root 572 Nov 19 14:20 install.sh -drwxrwxrwx 1 root root 512 Nov 20 10:27 iterations --rwxr-xr-x 1 root root 105 Nov 19 14:20 requirements.txt --rwxr-xr-x 1 root root 269 Nov 19 18:05 run.sh -drwxr-xr-x 1 root root 4096 Nov 20 10:26 sia -drwxr-xr-x 3 root root 4096 Nov 19 16:01 static --rwxr-xr-x 1 root r]]> - </stdout> - <stderr/> - </single> - <single exit_code="0" id="ac690fe5-45d0-4028-8120-107c318977a9"> - <![CDATA[grep -Eb "^#" /root/sia/README.md]]> - <stdout> - <![CDATA[0:# SIA - The Self Improving Agent -668:## Example -832:### Context -2323:### Responses -3462:## Working principles -3759:### Core Actions -3953:### Scripts -4204:#### Single-shot script -4433:#### Repeat script -4711:### Use of XML -5022:#### XML Data Flow -5705:### The SIA process -6048:### Server for debuggin and human input -6619:## Architecture -6885:### Core Components -6908:#### Agent Architecture -7521:#### Working Memory -8059:#### Command Processing -8490:#### IO Handling -8787:### Processing Flow -8810:#### Standard Agent Flow -9109:#### Web Agent Flow -9472:### Web Interface -9600:#### Server-Client Communication -9932:#### WebServer Architecture -10351:### Diagrams -10367:#### Core classes -12662:#### Standard Agent Flow -13387:#### Web Agent -15536:#### Web Agent Flow -16522:#### Entry classes -18459:#### IO Buffer classes -19156:#### Command classes -]]> - </stdout> - <stderr/> - </single> - <reasoning id="78103067-d3c4-4606-9ed3-c5c8c5e9ba21"> - <![CDATA[ - The diagrams section can help me navigate the source files. - I will load this section in memory. - The introduction and first part of the architecture are probably also interesting. - I will load these 3 sections, keep the user request and heading overview. - Other context items can be removed. -]]> - </reasoning> - <single exit_code="0" id="79f5a8b7-cc57-44c3-b942-c74e3bcabcf8"> - <![CDATA[head -c 668 /root/sia/README.md]]> - <stdout> - <![CDATA[# SIA - The Self Improving Agent - -SIA is an agentic artificial intelligence system that autonomously completes complex tasks by writing and executing scripts. -It uses a Large Language Model (LLM) which operates in a loop. -Each iteration a context is updated with system info and a list of previous reasoning and actions. -The agent responds with a new reasoning or an action. -Context, reasoning and actions are stored in a file for each iteration. -SIA can read past iterations to improve its reasoning and actions. -It can improve in two ways: -- By finetuning the LLM with a better reasoning or action for a given context -- By modifying its own source code - -]]> - </stdout> - <stderr/> - </single> - <single - exit_code="0" - id="c0aad1a9-48d4-46cd-bd5f-70230566b442" - limit="266" - stdout_truncated="true"> - <![CDATA[tail -c +6619 /root/sia/README.md]]> - <stdout> - <![CDATA[ -## Architecture - -SIA follows a modular architecture centered around an agent that processes context through an LLM to generate actions. -The system can run in two modes: a standard command-line mode and an interactive web mode for debugging and human feedback. - -### ]]> - </stdout> - <stderr/> - </single> - <single - exit_code="0" - id="973d9034-7076-479a-afea-4aaf81b065be" - limit="9624"> - <![CDATA[tail -c +10351 /root/sia/README.md]]> - <stdout> - <![CDATA[ -### Diagrams - -#### Core classes - -```mermaid -classDiagram - class SystemMetrics { - +SystemMetrics(sample_interval float) - +generate_context(context_usage float) ElementTree - +stop() void - -monitor_loop() void - } - - class LLMEngine { - +LLMEngine(model_path str) - +set_model_path(model_path str) void - +infer(system_prompt str, main_context str) Iterator~str~ - } - - class BaseAgent { - <<abstract>> - -working_memory: WorkingMemory - -metrics: SystemMetrics - -llm: LLMEngine - -parser: ResponseParser - -validator: XMLValidator - -action_schema: str - - #_compile_context() str - } - - class WorkingMemory { - -entries: List~Entry~ - - +WorkingMemory() - +add_entry(entry Entry) void - +remove_entry(id str) void - +clear() void - +get_entry(id str) Optional~Entry~ - +get_entries() List~Entry~ - +get_entries_count() int - +get_entries_by_type(type Type) List~Entry~ - +update() void - +generate_context() List~ElementTree~ - } - - class XMLValidator { - +XMLValidator(schema str) - +validate(xml str) Optional~str~ - +get_valid_root_elements() Set~str~ - } - - class ResponseParser { - -io_buffer: IOBuffer - - +ResponseParser(io_buffer IOBuffer) - +parse(xml str) Command | Entry - } - - class Entry { - <<abstract>> - +id: str readonly - +timestamp: datetime readonly - - +Entry(id str, timestamp datetime) - +update() void* - +generate_context() ElementTree* - +cleanup() void* - } - - class IOBuffer { - <<interface>> - +read() str* - +write(content str) void* - +buffer_length() int* - } - - class Command { - <<abstract>> - +execute(memory WorkingMemory) CommandResult* - } - - SystemMetrics "1" --* "1" BaseAgent - LLMEngine "1" --* "1" BaseAgent - XMLValidator "1" --* "1" BaseAgent - BaseAgent "1" *-- "1" IOBuffer - BaseAgent "1" *-- "1" WorkingMemory - BaseAgent "1" *-- "1" ResponseParser - WorkingMemory "1" *-- "*" Entry - ResponseParser ..> Entry - ResponseParser ..> Command -``` - -#### Standard Agent Flow - -```mermaid -stateDiagram-v2 - direction LR - state "Standard Agent Flow" as standard_agent_flow { - [*] --> UpdateSystem: Start - UpdateSystem --> CompileContext: Updated Metrics & Size - CompileContext --> ProcessLLM - ProcessLLM --> ValidateXML: LLM Response - ValidateXML --> ParseResponse: Valid XML - ValidateXML --> UpdateEntries: Invalid XML\nCreate ParseErrorEntry - ParseResponse --> ExecuteCommands: Command - ParseResponse --> UpdateEntries: Entry - ExecuteCommands --> [*]: Stop Command - ExecuteCommands --> UpdateEntries: Delete Command - UpdateEntries --> UpdateSystem: Continue Loop - } -``` - -#### Web Agent - -```mermaid -classDiagram - class BaseAgent { - <<abstract>> - -working_memory: WorkingMemory - -metrics: SystemMetrics - -llm: LLMEngine - -parser: ResponseParser - -validator: XMLValidator - -action_schema: str - - #_compile_context() str - } - - class StandardAgent { - +StandardAgent(model_path str, system_prompt str, action_schema str) - +run() void - } - - class WebAgent { - +context: str - +response: str readonly - +current_state WebAgentState readonly - +command_result Optional[CommandResult] readonly - +validation_error Optional[str] readonly - - +add_state_change_handler(handler Callable) void - +add_response_change_handler(handler Callable) void - +approve_context() void - +set__response(response str) void - +approve_response() void - } - - class WebAgentState { - - <<enumeration>> - UPDATE - CONTEXT_APPROVAL - INFERENCE - RESPONSE_APPROVAL - STOPPED - } - - class WebSocketManager { - -web_sockets: Set~WebSocket~ - - +WebServer(agent WebAgent, io_buffer WebIOBuffer, static_files path, host str, port int) - } - - class ClientMessage { - <<enumeration>> - APPROVE_CONTEXT - APPROVE_RESPONSE - MODIFY_RESPONSE - SEND_INPUT - } - - class ServerMessage { - <<enumeration>> - STATE_CHANGE - CONTEXT_UPDATE - RESPONSE_UPDATE - OUTPUT_UPDATE - VALIDATION_ERROR - } - - class WebIOBuffer { - -stdin_buffer: str - -stdout_buffer: str - - +read() str - +write(content str) void - +buffer_length() int - +append_stdin(content str) void - +get_stdout() str - +clear_stdout() void - } - - BaseAgent <|-- WebAgent - BaseAgent <|-- StandardAgent - - WebServer --> ClientMessage - WebServer --> ServerMessage - - WebServer "1" *-- "1" WebIOBuffer - WebServer "1" *-- "1" WebAgent - WebAgent "1" *-- "1" WebAgentState -``` - -#### Web Agent Flow - -```mermaid -stateDiagram-v2 - direction LR - state "Web Agent Flow" as web_agent_flow { - [*] --> UpdateSystem: Start - UpdateSystem --> CompileContext: Updated Metrics & Size - CompileContext --> WaitForContextApproval: Send Context - WaitForContextApproval --> ProcessLLM: Context Approved - ProcessLLM --> ValidateXML: LLM Response - ValidateXML --> WaitForResponseApproval: Send Validation Result - ValidateXML --> UpdateEntries: Invalid XML\nCreate ParseErrorEntry - - WaitForResponseApproval --> ValidateXML: Modified Response - WaitForResponseApproval --> ParseResponse: Approved Response - - ParseResponse --> ExecuteCommands: Command - ParseResponse --> UpdateEntries: Entry - - ExecuteCommands --> [*]: Stop Command - ExecuteCommands --> UpdateEntries: Delete Command - - UpdateEntries --> UpdateSystem: Continue Loop - } -``` - -#### Entry classes - -```mermaid -classDiagram - class Entry { - <<abstract>> - +id: str readonly - +timestamp: datetime readonly - - +Entry(id str, timestamp datetime) - +update() void* - +generate_context() ElementTree* - +cleanup() void* - } - - class ScriptEntry { - +script: str readonly - +stdout: str readonly - +stderr: str readonly - +exit_code: Optional~int~ readonly - - +Script(script str, id str, timestamp datetime) - +update() void - +generate_context() ElementTree - } - - class RepeatEntry { - +script: str readonly - +stdout: str readonly - +stderr: str readonly - +exit_code: Optional~int~ readonly - - +RepeatEntry(script str, id str, timestamp datetime) - +update() void - +generate_context() ElementTree - } - - class ReasoningEntry { - +content: str readonly - - +ReasoningEntry(content str, id str, timestamp datetime) - +update() void - +generate_context() ElementTree - } - - class ParseErrorEntry { - +content: str readonly - +error: str readonly - - +ParseErrorEntry(content str, error str, id str, timestamp datetime) - +update() void - +generate_context() ElementTree - } - - class ReadEntry { - +content: str readonly - - +ReadEntry(io_buffer IOBuffer, id str, timestamp datetime) - +update() void - +generate_context() ElementTree - } - - class WriteEntry { - +content: str readonly - - +WriteEntry(content str, io_buffer IOBuffer, id str, timestamp datetime) - +update() void - +generate_context() ElementTree - } - - ReasoningEntry --|> Entry - ParseErrorEntry --|> Entry - ReadEntry --|> Entry - Entry <|-- WriteEntry - Entry <|-- ScriptEntry - Entry <|-- RepeatEntry -``` - -#### IO Buffer classes - -```mermaid -classDiagram - class IOBuffer { - <<interface>> - +read() str* - +write(content str) void* - +buffer_length() int* - } - - class StandardIOBuffer { - +StandardIOBuffer() - +read() str - +write(content str) void - +buffer_length() int - } - - class WebIOBuffer { - -stdin_buffer: str - -stdout_buffer: str - - +read() str - +write(content str) void - +buffer_length() int - +append_stdin(content str) void - +get_stdout() str - +clear_stdout() void - } - - IOBuffer <|.. WebIOBuffer - IOBuffer <|.. StandardIOBuffer -``` - -#### Command classes - -```mermaid -classDiagram - direction LR - class Command { - <<abstract>> - +execute(memory WorkingMemory) CommandResult* - } - - class DeleteCommand { - +DeleteCommand(id str) - +execute(memory WorkingMemory) CommandResult - } - - class StopCommand { - +StopCommand() - +execute(memory WorkingMemory) CommandResult - } - - class CommandResult { - +message: str - +success: bool - +should_stop: bool - - +CommandResult(message str, success bool, should_stop bool) - +static success() CommandResult - +static failure(message str) CommandResult - +static stop() CommandResult - } - - Command <|-- DeleteCommand - Command <|-- StopCommand - Command -- CommandResult -``` -]]> - </stdout> - <stderr/> - </single> -</context><delete id="8637bd02-7c94-4708-bfa3-bf840d376166"/> \ No newline at end of file diff --git a/iterations/iteration_20241120_105155_821.xml b/iterations/iteration_20241120_105155_821.xml deleted file mode 100644 index 089b150..0000000 --- a/iterations/iteration_20241120_105155_821.xml +++ /dev/null @@ -1,492 +0,0 @@ - -<context - context="59.83" - cpu="0" - disk_total="1081101176832" - disk_used="125111209984" - gpu="0" - memory_total="16630431744" - memory_used="985358336" - stdin="0" - time="2024-11-20T10:49:12Z"> - <read_stdin id="3da7f743-19b7-4738-aaf9-49634618e8f7"> - <![CDATA[The SIA source is located in /root/sia. Not all features are implemented yet. Look at the readme and code to find what is missing. Make sure to unit test your work.]]> - </read_stdin> - <single exit_code="0" id="ac690fe5-45d0-4028-8120-107c318977a9"> - <![CDATA[grep -Eb "^#" /root/sia/README.md]]> - <stdout> - <![CDATA[0:# SIA - The Self Improving Agent -668:## Example -832:### Context -2323:### Responses -3462:## Working principles -3759:### Core Actions -3953:### Scripts -4204:#### Single-shot script -4433:#### Repeat script -4711:### Use of XML -5022:#### XML Data Flow -5705:### The SIA process -6048:### Server for debuggin and human input -6619:## Architecture -6885:### Core Components -6908:#### Agent Architecture -7521:#### Working Memory -8059:#### Command Processing -8490:#### IO Handling -8787:### Processing Flow -8810:#### Standard Agent Flow -9109:#### Web Agent Flow -9472:### Web Interface -9600:#### Server-Client Communication -9932:#### WebServer Architecture -10351:### Diagrams -10367:#### Core classes -12662:#### Standard Agent Flow -13387:#### Web Agent -15536:#### Web Agent Flow -16522:#### Entry classes -18459:#### IO Buffer classes -19156:#### Command classes -]]> - </stdout> - <stderr/> - </single> - <reasoning id="78103067-d3c4-4606-9ed3-c5c8c5e9ba21"> - <![CDATA[ - The diagrams section can help me navigate the source files. - I will load this section in memory. - The introduction and first part of the architecture are probably also interesting. - I will load these 3 sections, keep the user request and heading overview. - Other context items can be removed. -]]> - </reasoning> - <single exit_code="0" id="79f5a8b7-cc57-44c3-b942-c74e3bcabcf8"> - <![CDATA[head -c 668 /root/sia/README.md]]> - <stdout> - <![CDATA[# SIA - The Self Improving Agent - -SIA is an agentic artificial intelligence system that autonomously completes complex tasks by writing and executing scripts. -It uses a Large Language Model (LLM) which operates in a loop. -Each iteration a context is updated with system info and a list of previous reasoning and actions. -The agent responds with a new reasoning or an action. -Context, reasoning and actions are stored in a file for each iteration. -SIA can read past iterations to improve its reasoning and actions. -It can improve in two ways: -- By finetuning the LLM with a better reasoning or action for a given context -- By modifying its own source code - -]]> - </stdout> - <stderr/> - </single> - <single - exit_code="0" - id="c0aad1a9-48d4-46cd-bd5f-70230566b442" - limit="266" - stdout_truncated="true"> - <![CDATA[tail -c +6619 /root/sia/README.md]]> - <stdout> - <![CDATA[ -## Architecture - -SIA follows a modular architecture centered around an agent that processes context through an LLM to generate actions. -The system can run in two modes: a standard command-line mode and an interactive web mode for debugging and human feedback. - -### ]]> - </stdout> - <stderr/> - </single> - <single - exit_code="0" - id="973d9034-7076-479a-afea-4aaf81b065be" - limit="9624"> - <![CDATA[tail -c +10351 /root/sia/README.md]]> - <stdout> - <![CDATA[ -### Diagrams - -#### Core classes - -```mermaid -classDiagram - class SystemMetrics { - +SystemMetrics(sample_interval float) - +generate_context(context_usage float) ElementTree - +stop() void - -monitor_loop() void - } - - class LLMEngine { - +LLMEngine(model_path str) - +set_model_path(model_path str) void - +infer(system_prompt str, main_context str) Iterator~str~ - } - - class BaseAgent { - <<abstract>> - -working_memory: WorkingMemory - -metrics: SystemMetrics - -llm: LLMEngine - -parser: ResponseParser - -validator: XMLValidator - -action_schema: str - - #_compile_context() str - } - - class WorkingMemory { - -entries: List~Entry~ - - +WorkingMemory() - +add_entry(entry Entry) void - +remove_entry(id str) void - +clear() void - +get_entry(id str) Optional~Entry~ - +get_entries() List~Entry~ - +get_entries_count() int - +get_entries_by_type(type Type) List~Entry~ - +update() void - +generate_context() List~ElementTree~ - } - - class XMLValidator { - +XMLValidator(schema str) - +validate(xml str) Optional~str~ - +get_valid_root_elements() Set~str~ - } - - class ResponseParser { - -io_buffer: IOBuffer - - +ResponseParser(io_buffer IOBuffer) - +parse(xml str) Command | Entry - } - - class Entry { - <<abstract>> - +id: str readonly - +timestamp: datetime readonly - - +Entry(id str, timestamp datetime) - +update() void* - +generate_context() ElementTree* - +cleanup() void* - } - - class IOBuffer { - <<interface>> - +read() str* - +write(content str) void* - +buffer_length() int* - } - - class Command { - <<abstract>> - +execute(memory WorkingMemory) CommandResult* - } - - SystemMetrics "1" --* "1" BaseAgent - LLMEngine "1" --* "1" BaseAgent - XMLValidator "1" --* "1" BaseAgent - BaseAgent "1" *-- "1" IOBuffer - BaseAgent "1" *-- "1" WorkingMemory - BaseAgent "1" *-- "1" ResponseParser - WorkingMemory "1" *-- "*" Entry - ResponseParser ..> Entry - ResponseParser ..> Command -``` - -#### Standard Agent Flow - -```mermaid -stateDiagram-v2 - direction LR - state "Standard Agent Flow" as standard_agent_flow { - [*] --> UpdateSystem: Start - UpdateSystem --> CompileContext: Updated Metrics & Size - CompileContext --> ProcessLLM - ProcessLLM --> ValidateXML: LLM Response - ValidateXML --> ParseResponse: Valid XML - ValidateXML --> UpdateEntries: Invalid XML\nCreate ParseErrorEntry - ParseResponse --> ExecuteCommands: Command - ParseResponse --> UpdateEntries: Entry - ExecuteCommands --> [*]: Stop Command - ExecuteCommands --> UpdateEntries: Delete Command - UpdateEntries --> UpdateSystem: Continue Loop - } -``` - -#### Web Agent - -```mermaid -classDiagram - class BaseAgent { - <<abstract>> - -working_memory: WorkingMemory - -metrics: SystemMetrics - -llm: LLMEngine - -parser: ResponseParser - -validator: XMLValidator - -action_schema: str - - #_compile_context() str - } - - class StandardAgent { - +StandardAgent(model_path str, system_prompt str, action_schema str) - +run() void - } - - class WebAgent { - +context: str - +response: str readonly - +current_state WebAgentState readonly - +command_result Optional[CommandResult] readonly - +validation_error Optional[str] readonly - - +add_state_change_handler(handler Callable) void - +add_response_change_handler(handler Callable) void - +approve_context() void - +set__response(response str) void - +approve_response() void - } - - class WebAgentState { - - <<enumeration>> - UPDATE - CONTEXT_APPROVAL - INFERENCE - RESPONSE_APPROVAL - STOPPED - } - - class WebSocketManager { - -web_sockets: Set~WebSocket~ - - +WebServer(agent WebAgent, io_buffer WebIOBuffer, static_files path, host str, port int) - } - - class ClientMessage { - <<enumeration>> - APPROVE_CONTEXT - APPROVE_RESPONSE - MODIFY_RESPONSE - SEND_INPUT - } - - class ServerMessage { - <<enumeration>> - STATE_CHANGE - CONTEXT_UPDATE - RESPONSE_UPDATE - OUTPUT_UPDATE - VALIDATION_ERROR - } - - class WebIOBuffer { - -stdin_buffer: str - -stdout_buffer: str - - +read() str - +write(content str) void - +buffer_length() int - +append_stdin(content str) void - +get_stdout() str - +clear_stdout() void - } - - BaseAgent <|-- WebAgent - BaseAgent <|-- StandardAgent - - WebServer --> ClientMessage - WebServer --> ServerMessage - - WebServer "1" *-- "1" WebIOBuffer - WebServer "1" *-- "1" WebAgent - WebAgent "1" *-- "1" WebAgentState -``` - -#### Web Agent Flow - -```mermaid -stateDiagram-v2 - direction LR - state "Web Agent Flow" as web_agent_flow { - [*] --> UpdateSystem: Start - UpdateSystem --> CompileContext: Updated Metrics & Size - CompileContext --> WaitForContextApproval: Send Context - WaitForContextApproval --> ProcessLLM: Context Approved - ProcessLLM --> ValidateXML: LLM Response - ValidateXML --> WaitForResponseApproval: Send Validation Result - ValidateXML --> UpdateEntries: Invalid XML\nCreate ParseErrorEntry - - WaitForResponseApproval --> ValidateXML: Modified Response - WaitForResponseApproval --> ParseResponse: Approved Response - - ParseResponse --> ExecuteCommands: Command - ParseResponse --> UpdateEntries: Entry - - ExecuteCommands --> [*]: Stop Command - ExecuteCommands --> UpdateEntries: Delete Command - - UpdateEntries --> UpdateSystem: Continue Loop - } -``` - -#### Entry classes - -```mermaid -classDiagram - class Entry { - <<abstract>> - +id: str readonly - +timestamp: datetime readonly - - +Entry(id str, timestamp datetime) - +update() void* - +generate_context() ElementTree* - +cleanup() void* - } - - class ScriptEntry { - +script: str readonly - +stdout: str readonly - +stderr: str readonly - +exit_code: Optional~int~ readonly - - +Script(script str, id str, timestamp datetime) - +update() void - +generate_context() ElementTree - } - - class RepeatEntry { - +script: str readonly - +stdout: str readonly - +stderr: str readonly - +exit_code: Optional~int~ readonly - - +RepeatEntry(script str, id str, timestamp datetime) - +update() void - +generate_context() ElementTree - } - - class ReasoningEntry { - +content: str readonly - - +ReasoningEntry(content str, id str, timestamp datetime) - +update() void - +generate_context() ElementTree - } - - class ParseErrorEntry { - +content: str readonly - +error: str readonly - - +ParseErrorEntry(content str, error str, id str, timestamp datetime) - +update() void - +generate_context() ElementTree - } - - class ReadEntry { - +content: str readonly - - +ReadEntry(io_buffer IOBuffer, id str, timestamp datetime) - +update() void - +generate_context() ElementTree - } - - class WriteEntry { - +content: str readonly - - +WriteEntry(content str, io_buffer IOBuffer, id str, timestamp datetime) - +update() void - +generate_context() ElementTree - } - - ReasoningEntry --|> Entry - ParseErrorEntry --|> Entry - ReadEntry --|> Entry - Entry <|-- WriteEntry - Entry <|-- ScriptEntry - Entry <|-- RepeatEntry -``` - -#### IO Buffer classes - -```mermaid -classDiagram - class IOBuffer { - <<interface>> - +read() str* - +write(content str) void* - +buffer_length() int* - } - - class StandardIOBuffer { - +StandardIOBuffer() - +read() str - +write(content str) void - +buffer_length() int - } - - class WebIOBuffer { - -stdin_buffer: str - -stdout_buffer: str - - +read() str - +write(content str) void - +buffer_length() int - +append_stdin(content str) void - +get_stdout() str - +clear_stdout() void - } - - IOBuffer <|.. WebIOBuffer - IOBuffer <|.. StandardIOBuffer -``` - -#### Command classes - -```mermaid -classDiagram - direction LR - class Command { - <<abstract>> - +execute(memory WorkingMemory) CommandResult* - } - - class DeleteCommand { - +DeleteCommand(id str) - +execute(memory WorkingMemory) CommandResult - } - - class StopCommand { - +StopCommand() - +execute(memory WorkingMemory) CommandResult - } - - class CommandResult { - +message: str - +success: bool - +should_stop: bool - - +CommandResult(message str, success bool, should_stop bool) - +static success() CommandResult - +static failure(message str) CommandResult - +static stop() CommandResult - } - - Command <|-- DeleteCommand - Command <|-- StopCommand - Command -- CommandResult -``` -]]> - </stdout> - <stderr/> - </single> -</context><reasoning> - The diagrams give a good overview of which classes to expect. - I will explore the `/root/sia/sia` directory to see which of these classes are already implemented. -</reasoning> \ No newline at end of file diff --git a/iterations/iteration_20241120_105234_376.xml b/iterations/iteration_20241120_105234_376.xml deleted file mode 100644 index 74f6f28..0000000 --- a/iterations/iteration_20241120_105234_376.xml +++ /dev/null @@ -1,495 +0,0 @@ - -<context - context="60.84" - cpu="0" - disk_total="1081101176832" - disk_used="125111209984" - gpu="0" - memory_total="16630431744" - memory_used="991342592" - stdin="0" - time="2024-11-20T10:51:55Z"> - <read_stdin id="3da7f743-19b7-4738-aaf9-49634618e8f7"> - <![CDATA[The SIA source is located in /root/sia. Not all features are implemented yet. Look at the readme and code to find what is missing. Make sure to unit test your work.]]> - </read_stdin> - <single exit_code="0" id="ac690fe5-45d0-4028-8120-107c318977a9"> - <![CDATA[grep -Eb "^#" /root/sia/README.md]]> - <stdout> - <![CDATA[0:# SIA - The Self Improving Agent -668:## Example -832:### Context -2323:### Responses -3462:## Working principles -3759:### Core Actions -3953:### Scripts -4204:#### Single-shot script -4433:#### Repeat script -4711:### Use of XML -5022:#### XML Data Flow -5705:### The SIA process -6048:### Server for debuggin and human input -6619:## Architecture -6885:### Core Components -6908:#### Agent Architecture -7521:#### Working Memory -8059:#### Command Processing -8490:#### IO Handling -8787:### Processing Flow -8810:#### Standard Agent Flow -9109:#### Web Agent Flow -9472:### Web Interface -9600:#### Server-Client Communication -9932:#### WebServer Architecture -10351:### Diagrams -10367:#### Core classes -12662:#### Standard Agent Flow -13387:#### Web Agent -15536:#### Web Agent Flow -16522:#### Entry classes -18459:#### IO Buffer classes -19156:#### Command classes -]]> - </stdout> - <stderr/> - </single> - <reasoning id="78103067-d3c4-4606-9ed3-c5c8c5e9ba21"> - <![CDATA[ - The diagrams section can help me navigate the source files. - I will load this section in memory. - The introduction and first part of the architecture are probably also interesting. - I will load these 3 sections, keep the user request and heading overview. - Other context items can be removed. -]]> - </reasoning> - <single exit_code="0" id="79f5a8b7-cc57-44c3-b942-c74e3bcabcf8"> - <![CDATA[head -c 668 /root/sia/README.md]]> - <stdout> - <![CDATA[# SIA - The Self Improving Agent - -SIA is an agentic artificial intelligence system that autonomously completes complex tasks by writing and executing scripts. -It uses a Large Language Model (LLM) which operates in a loop. -Each iteration a context is updated with system info and a list of previous reasoning and actions. -The agent responds with a new reasoning or an action. -Context, reasoning and actions are stored in a file for each iteration. -SIA can read past iterations to improve its reasoning and actions. -It can improve in two ways: -- By finetuning the LLM with a better reasoning or action for a given context -- By modifying its own source code - -]]> - </stdout> - <stderr/> - </single> - <single - exit_code="0" - id="c0aad1a9-48d4-46cd-bd5f-70230566b442" - limit="266" - stdout_truncated="true"> - <![CDATA[tail -c +6619 /root/sia/README.md]]> - <stdout> - <![CDATA[ -## Architecture - -SIA follows a modular architecture centered around an agent that processes context through an LLM to generate actions. -The system can run in two modes: a standard command-line mode and an interactive web mode for debugging and human feedback. - -### ]]> - </stdout> - <stderr/> - </single> - <single - exit_code="0" - id="973d9034-7076-479a-afea-4aaf81b065be" - limit="9624"> - <![CDATA[tail -c +10351 /root/sia/README.md]]> - <stdout> - <![CDATA[ -### Diagrams - -#### Core classes - -```mermaid -classDiagram - class SystemMetrics { - +SystemMetrics(sample_interval float) - +generate_context(context_usage float) ElementTree - +stop() void - -monitor_loop() void - } - - class LLMEngine { - +LLMEngine(model_path str) - +set_model_path(model_path str) void - +infer(system_prompt str, main_context str) Iterator~str~ - } - - class BaseAgent { - <<abstract>> - -working_memory: WorkingMemory - -metrics: SystemMetrics - -llm: LLMEngine - -parser: ResponseParser - -validator: XMLValidator - -action_schema: str - - #_compile_context() str - } - - class WorkingMemory { - -entries: List~Entry~ - - +WorkingMemory() - +add_entry(entry Entry) void - +remove_entry(id str) void - +clear() void - +get_entry(id str) Optional~Entry~ - +get_entries() List~Entry~ - +get_entries_count() int - +get_entries_by_type(type Type) List~Entry~ - +update() void - +generate_context() List~ElementTree~ - } - - class XMLValidator { - +XMLValidator(schema str) - +validate(xml str) Optional~str~ - +get_valid_root_elements() Set~str~ - } - - class ResponseParser { - -io_buffer: IOBuffer - - +ResponseParser(io_buffer IOBuffer) - +parse(xml str) Command | Entry - } - - class Entry { - <<abstract>> - +id: str readonly - +timestamp: datetime readonly - - +Entry(id str, timestamp datetime) - +update() void* - +generate_context() ElementTree* - +cleanup() void* - } - - class IOBuffer { - <<interface>> - +read() str* - +write(content str) void* - +buffer_length() int* - } - - class Command { - <<abstract>> - +execute(memory WorkingMemory) CommandResult* - } - - SystemMetrics "1" --* "1" BaseAgent - LLMEngine "1" --* "1" BaseAgent - XMLValidator "1" --* "1" BaseAgent - BaseAgent "1" *-- "1" IOBuffer - BaseAgent "1" *-- "1" WorkingMemory - BaseAgent "1" *-- "1" ResponseParser - WorkingMemory "1" *-- "*" Entry - ResponseParser ..> Entry - ResponseParser ..> Command -``` - -#### Standard Agent Flow - -```mermaid -stateDiagram-v2 - direction LR - state "Standard Agent Flow" as standard_agent_flow { - [*] --> UpdateSystem: Start - UpdateSystem --> CompileContext: Updated Metrics & Size - CompileContext --> ProcessLLM - ProcessLLM --> ValidateXML: LLM Response - ValidateXML --> ParseResponse: Valid XML - ValidateXML --> UpdateEntries: Invalid XML\nCreate ParseErrorEntry - ParseResponse --> ExecuteCommands: Command - ParseResponse --> UpdateEntries: Entry - ExecuteCommands --> [*]: Stop Command - ExecuteCommands --> UpdateEntries: Delete Command - UpdateEntries --> UpdateSystem: Continue Loop - } -``` - -#### Web Agent - -```mermaid -classDiagram - class BaseAgent { - <<abstract>> - -working_memory: WorkingMemory - -metrics: SystemMetrics - -llm: LLMEngine - -parser: ResponseParser - -validator: XMLValidator - -action_schema: str - - #_compile_context() str - } - - class StandardAgent { - +StandardAgent(model_path str, system_prompt str, action_schema str) - +run() void - } - - class WebAgent { - +context: str - +response: str readonly - +current_state WebAgentState readonly - +command_result Optional[CommandResult] readonly - +validation_error Optional[str] readonly - - +add_state_change_handler(handler Callable) void - +add_response_change_handler(handler Callable) void - +approve_context() void - +set__response(response str) void - +approve_response() void - } - - class WebAgentState { - - <<enumeration>> - UPDATE - CONTEXT_APPROVAL - INFERENCE - RESPONSE_APPROVAL - STOPPED - } - - class WebSocketManager { - -web_sockets: Set~WebSocket~ - - +WebServer(agent WebAgent, io_buffer WebIOBuffer, static_files path, host str, port int) - } - - class ClientMessage { - <<enumeration>> - APPROVE_CONTEXT - APPROVE_RESPONSE - MODIFY_RESPONSE - SEND_INPUT - } - - class ServerMessage { - <<enumeration>> - STATE_CHANGE - CONTEXT_UPDATE - RESPONSE_UPDATE - OUTPUT_UPDATE - VALIDATION_ERROR - } - - class WebIOBuffer { - -stdin_buffer: str - -stdout_buffer: str - - +read() str - +write(content str) void - +buffer_length() int - +append_stdin(content str) void - +get_stdout() str - +clear_stdout() void - } - - BaseAgent <|-- WebAgent - BaseAgent <|-- StandardAgent - - WebServer --> ClientMessage - WebServer --> ServerMessage - - WebServer "1" *-- "1" WebIOBuffer - WebServer "1" *-- "1" WebAgent - WebAgent "1" *-- "1" WebAgentState -``` - -#### Web Agent Flow - -```mermaid -stateDiagram-v2 - direction LR - state "Web Agent Flow" as web_agent_flow { - [*] --> UpdateSystem: Start - UpdateSystem --> CompileContext: Updated Metrics & Size - CompileContext --> WaitForContextApproval: Send Context - WaitForContextApproval --> ProcessLLM: Context Approved - ProcessLLM --> ValidateXML: LLM Response - ValidateXML --> WaitForResponseApproval: Send Validation Result - ValidateXML --> UpdateEntries: Invalid XML\nCreate ParseErrorEntry - - WaitForResponseApproval --> ValidateXML: Modified Response - WaitForResponseApproval --> ParseResponse: Approved Response - - ParseResponse --> ExecuteCommands: Command - ParseResponse --> UpdateEntries: Entry - - ExecuteCommands --> [*]: Stop Command - ExecuteCommands --> UpdateEntries: Delete Command - - UpdateEntries --> UpdateSystem: Continue Loop - } -``` - -#### Entry classes - -```mermaid -classDiagram - class Entry { - <<abstract>> - +id: str readonly - +timestamp: datetime readonly - - +Entry(id str, timestamp datetime) - +update() void* - +generate_context() ElementTree* - +cleanup() void* - } - - class ScriptEntry { - +script: str readonly - +stdout: str readonly - +stderr: str readonly - +exit_code: Optional~int~ readonly - - +Script(script str, id str, timestamp datetime) - +update() void - +generate_context() ElementTree - } - - class RepeatEntry { - +script: str readonly - +stdout: str readonly - +stderr: str readonly - +exit_code: Optional~int~ readonly - - +RepeatEntry(script str, id str, timestamp datetime) - +update() void - +generate_context() ElementTree - } - - class ReasoningEntry { - +content: str readonly - - +ReasoningEntry(content str, id str, timestamp datetime) - +update() void - +generate_context() ElementTree - } - - class ParseErrorEntry { - +content: str readonly - +error: str readonly - - +ParseErrorEntry(content str, error str, id str, timestamp datetime) - +update() void - +generate_context() ElementTree - } - - class ReadEntry { - +content: str readonly - - +ReadEntry(io_buffer IOBuffer, id str, timestamp datetime) - +update() void - +generate_context() ElementTree - } - - class WriteEntry { - +content: str readonly - - +WriteEntry(content str, io_buffer IOBuffer, id str, timestamp datetime) - +update() void - +generate_context() ElementTree - } - - ReasoningEntry --|> Entry - ParseErrorEntry --|> Entry - ReadEntry --|> Entry - Entry <|-- WriteEntry - Entry <|-- ScriptEntry - Entry <|-- RepeatEntry -``` - -#### IO Buffer classes - -```mermaid -classDiagram - class IOBuffer { - <<interface>> - +read() str* - +write(content str) void* - +buffer_length() int* - } - - class StandardIOBuffer { - +StandardIOBuffer() - +read() str - +write(content str) void - +buffer_length() int - } - - class WebIOBuffer { - -stdin_buffer: str - -stdout_buffer: str - - +read() str - +write(content str) void - +buffer_length() int - +append_stdin(content str) void - +get_stdout() str - +clear_stdout() void - } - - IOBuffer <|.. WebIOBuffer - IOBuffer <|.. StandardIOBuffer -``` - -#### Command classes - -```mermaid -classDiagram - direction LR - class Command { - <<abstract>> - +execute(memory WorkingMemory) CommandResult* - } - - class DeleteCommand { - +DeleteCommand(id str) - +execute(memory WorkingMemory) CommandResult - } - - class StopCommand { - +StopCommand() - +execute(memory WorkingMemory) CommandResult - } - - class CommandResult { - +message: str - +success: bool - +should_stop: bool - - +CommandResult(message str, success bool, should_stop bool) - +static success() CommandResult - +static failure(message str) CommandResult - +static stop() CommandResult - } - - Command <|-- DeleteCommand - Command <|-- StopCommand - Command -- CommandResult -``` -]]> - </stdout> - <stderr/> - </single> - <reasoning id="869e20e9-48ef-4223-b901-09796f4e0627"> - <![CDATA[ - The diagrams give a good overview of which classes to expect. - I will explore the `/root/sia/sia` directory to see which of these classes are already implemented. -]]> - </reasoning> -</context><delete id="78103067-d3c4-4606-9ed3-c5c8c5e9ba21"/> \ No newline at end of file diff --git a/iterations/iteration_20241120_105312_809.xml b/iterations/iteration_20241120_105312_809.xml deleted file mode 100644 index 5ebd6c7..0000000 --- a/iterations/iteration_20241120_105312_809.xml +++ /dev/null @@ -1,486 +0,0 @@ - -<context - context="59.6" - cpu="0" - disk_total="1081101176832" - disk_used="125111209984" - gpu="0" - memory_total="16630431744" - memory_used="993644544" - stdin="0" - time="2024-11-20T10:52:34Z"> - <read_stdin id="3da7f743-19b7-4738-aaf9-49634618e8f7"> - <![CDATA[The SIA source is located in /root/sia. Not all features are implemented yet. Look at the readme and code to find what is missing. Make sure to unit test your work.]]> - </read_stdin> - <single exit_code="0" id="ac690fe5-45d0-4028-8120-107c318977a9"> - <![CDATA[grep -Eb "^#" /root/sia/README.md]]> - <stdout> - <![CDATA[0:# SIA - The Self Improving Agent -668:## Example -832:### Context -2323:### Responses -3462:## Working principles -3759:### Core Actions -3953:### Scripts -4204:#### Single-shot script -4433:#### Repeat script -4711:### Use of XML -5022:#### XML Data Flow -5705:### The SIA process -6048:### Server for debuggin and human input -6619:## Architecture -6885:### Core Components -6908:#### Agent Architecture -7521:#### Working Memory -8059:#### Command Processing -8490:#### IO Handling -8787:### Processing Flow -8810:#### Standard Agent Flow -9109:#### Web Agent Flow -9472:### Web Interface -9600:#### Server-Client Communication -9932:#### WebServer Architecture -10351:### Diagrams -10367:#### Core classes -12662:#### Standard Agent Flow -13387:#### Web Agent -15536:#### Web Agent Flow -16522:#### Entry classes -18459:#### IO Buffer classes -19156:#### Command classes -]]> - </stdout> - <stderr/> - </single> - <single exit_code="0" id="79f5a8b7-cc57-44c3-b942-c74e3bcabcf8"> - <![CDATA[head -c 668 /root/sia/README.md]]> - <stdout> - <![CDATA[# SIA - The Self Improving Agent - -SIA is an agentic artificial intelligence system that autonomously completes complex tasks by writing and executing scripts. -It uses a Large Language Model (LLM) which operates in a loop. -Each iteration a context is updated with system info and a list of previous reasoning and actions. -The agent responds with a new reasoning or an action. -Context, reasoning and actions are stored in a file for each iteration. -SIA can read past iterations to improve its reasoning and actions. -It can improve in two ways: -- By finetuning the LLM with a better reasoning or action for a given context -- By modifying its own source code - -]]> - </stdout> - <stderr/> - </single> - <single - exit_code="0" - id="c0aad1a9-48d4-46cd-bd5f-70230566b442" - limit="266" - stdout_truncated="true"> - <![CDATA[tail -c +6619 /root/sia/README.md]]> - <stdout> - <![CDATA[ -## Architecture - -SIA follows a modular architecture centered around an agent that processes context through an LLM to generate actions. -The system can run in two modes: a standard command-line mode and an interactive web mode for debugging and human feedback. - -### ]]> - </stdout> - <stderr/> - </single> - <single - exit_code="0" - id="973d9034-7076-479a-afea-4aaf81b065be" - limit="9624"> - <![CDATA[tail -c +10351 /root/sia/README.md]]> - <stdout> - <![CDATA[ -### Diagrams - -#### Core classes - -```mermaid -classDiagram - class SystemMetrics { - +SystemMetrics(sample_interval float) - +generate_context(context_usage float) ElementTree - +stop() void - -monitor_loop() void - } - - class LLMEngine { - +LLMEngine(model_path str) - +set_model_path(model_path str) void - +infer(system_prompt str, main_context str) Iterator~str~ - } - - class BaseAgent { - <<abstract>> - -working_memory: WorkingMemory - -metrics: SystemMetrics - -llm: LLMEngine - -parser: ResponseParser - -validator: XMLValidator - -action_schema: str - - #_compile_context() str - } - - class WorkingMemory { - -entries: List~Entry~ - - +WorkingMemory() - +add_entry(entry Entry) void - +remove_entry(id str) void - +clear() void - +get_entry(id str) Optional~Entry~ - +get_entries() List~Entry~ - +get_entries_count() int - +get_entries_by_type(type Type) List~Entry~ - +update() void - +generate_context() List~ElementTree~ - } - - class XMLValidator { - +XMLValidator(schema str) - +validate(xml str) Optional~str~ - +get_valid_root_elements() Set~str~ - } - - class ResponseParser { - -io_buffer: IOBuffer - - +ResponseParser(io_buffer IOBuffer) - +parse(xml str) Command | Entry - } - - class Entry { - <<abstract>> - +id: str readonly - +timestamp: datetime readonly - - +Entry(id str, timestamp datetime) - +update() void* - +generate_context() ElementTree* - +cleanup() void* - } - - class IOBuffer { - <<interface>> - +read() str* - +write(content str) void* - +buffer_length() int* - } - - class Command { - <<abstract>> - +execute(memory WorkingMemory) CommandResult* - } - - SystemMetrics "1" --* "1" BaseAgent - LLMEngine "1" --* "1" BaseAgent - XMLValidator "1" --* "1" BaseAgent - BaseAgent "1" *-- "1" IOBuffer - BaseAgent "1" *-- "1" WorkingMemory - BaseAgent "1" *-- "1" ResponseParser - WorkingMemory "1" *-- "*" Entry - ResponseParser ..> Entry - ResponseParser ..> Command -``` - -#### Standard Agent Flow - -```mermaid -stateDiagram-v2 - direction LR - state "Standard Agent Flow" as standard_agent_flow { - [*] --> UpdateSystem: Start - UpdateSystem --> CompileContext: Updated Metrics & Size - CompileContext --> ProcessLLM - ProcessLLM --> ValidateXML: LLM Response - ValidateXML --> ParseResponse: Valid XML - ValidateXML --> UpdateEntries: Invalid XML\nCreate ParseErrorEntry - ParseResponse --> ExecuteCommands: Command - ParseResponse --> UpdateEntries: Entry - ExecuteCommands --> [*]: Stop Command - ExecuteCommands --> UpdateEntries: Delete Command - UpdateEntries --> UpdateSystem: Continue Loop - } -``` - -#### Web Agent - -```mermaid -classDiagram - class BaseAgent { - <<abstract>> - -working_memory: WorkingMemory - -metrics: SystemMetrics - -llm: LLMEngine - -parser: ResponseParser - -validator: XMLValidator - -action_schema: str - - #_compile_context() str - } - - class StandardAgent { - +StandardAgent(model_path str, system_prompt str, action_schema str) - +run() void - } - - class WebAgent { - +context: str - +response: str readonly - +current_state WebAgentState readonly - +command_result Optional[CommandResult] readonly - +validation_error Optional[str] readonly - - +add_state_change_handler(handler Callable) void - +add_response_change_handler(handler Callable) void - +approve_context() void - +set__response(response str) void - +approve_response() void - } - - class WebAgentState { - - <<enumeration>> - UPDATE - CONTEXT_APPROVAL - INFERENCE - RESPONSE_APPROVAL - STOPPED - } - - class WebSocketManager { - -web_sockets: Set~WebSocket~ - - +WebServer(agent WebAgent, io_buffer WebIOBuffer, static_files path, host str, port int) - } - - class ClientMessage { - <<enumeration>> - APPROVE_CONTEXT - APPROVE_RESPONSE - MODIFY_RESPONSE - SEND_INPUT - } - - class ServerMessage { - <<enumeration>> - STATE_CHANGE - CONTEXT_UPDATE - RESPONSE_UPDATE - OUTPUT_UPDATE - VALIDATION_ERROR - } - - class WebIOBuffer { - -stdin_buffer: str - -stdout_buffer: str - - +read() str - +write(content str) void - +buffer_length() int - +append_stdin(content str) void - +get_stdout() str - +clear_stdout() void - } - - BaseAgent <|-- WebAgent - BaseAgent <|-- StandardAgent - - WebServer --> ClientMessage - WebServer --> ServerMessage - - WebServer "1" *-- "1" WebIOBuffer - WebServer "1" *-- "1" WebAgent - WebAgent "1" *-- "1" WebAgentState -``` - -#### Web Agent Flow - -```mermaid -stateDiagram-v2 - direction LR - state "Web Agent Flow" as web_agent_flow { - [*] --> UpdateSystem: Start - UpdateSystem --> CompileContext: Updated Metrics & Size - CompileContext --> WaitForContextApproval: Send Context - WaitForContextApproval --> ProcessLLM: Context Approved - ProcessLLM --> ValidateXML: LLM Response - ValidateXML --> WaitForResponseApproval: Send Validation Result - ValidateXML --> UpdateEntries: Invalid XML\nCreate ParseErrorEntry - - WaitForResponseApproval --> ValidateXML: Modified Response - WaitForResponseApproval --> ParseResponse: Approved Response - - ParseResponse --> ExecuteCommands: Command - ParseResponse --> UpdateEntries: Entry - - ExecuteCommands --> [*]: Stop Command - ExecuteCommands --> UpdateEntries: Delete Command - - UpdateEntries --> UpdateSystem: Continue Loop - } -``` - -#### Entry classes - -```mermaid -classDiagram - class Entry { - <<abstract>> - +id: str readonly - +timestamp: datetime readonly - - +Entry(id str, timestamp datetime) - +update() void* - +generate_context() ElementTree* - +cleanup() void* - } - - class ScriptEntry { - +script: str readonly - +stdout: str readonly - +stderr: str readonly - +exit_code: Optional~int~ readonly - - +Script(script str, id str, timestamp datetime) - +update() void - +generate_context() ElementTree - } - - class RepeatEntry { - +script: str readonly - +stdout: str readonly - +stderr: str readonly - +exit_code: Optional~int~ readonly - - +RepeatEntry(script str, id str, timestamp datetime) - +update() void - +generate_context() ElementTree - } - - class ReasoningEntry { - +content: str readonly - - +ReasoningEntry(content str, id str, timestamp datetime) - +update() void - +generate_context() ElementTree - } - - class ParseErrorEntry { - +content: str readonly - +error: str readonly - - +ParseErrorEntry(content str, error str, id str, timestamp datetime) - +update() void - +generate_context() ElementTree - } - - class ReadEntry { - +content: str readonly - - +ReadEntry(io_buffer IOBuffer, id str, timestamp datetime) - +update() void - +generate_context() ElementTree - } - - class WriteEntry { - +content: str readonly - - +WriteEntry(content str, io_buffer IOBuffer, id str, timestamp datetime) - +update() void - +generate_context() ElementTree - } - - ReasoningEntry --|> Entry - ParseErrorEntry --|> Entry - ReadEntry --|> Entry - Entry <|-- WriteEntry - Entry <|-- ScriptEntry - Entry <|-- RepeatEntry -``` - -#### IO Buffer classes - -```mermaid -classDiagram - class IOBuffer { - <<interface>> - +read() str* - +write(content str) void* - +buffer_length() int* - } - - class StandardIOBuffer { - +StandardIOBuffer() - +read() str - +write(content str) void - +buffer_length() int - } - - class WebIOBuffer { - -stdin_buffer: str - -stdout_buffer: str - - +read() str - +write(content str) void - +buffer_length() int - +append_stdin(content str) void - +get_stdout() str - +clear_stdout() void - } - - IOBuffer <|.. WebIOBuffer - IOBuffer <|.. StandardIOBuffer -``` - -#### Command classes - -```mermaid -classDiagram - direction LR - class Command { - <<abstract>> - +execute(memory WorkingMemory) CommandResult* - } - - class DeleteCommand { - +DeleteCommand(id str) - +execute(memory WorkingMemory) CommandResult - } - - class StopCommand { - +StopCommand() - +execute(memory WorkingMemory) CommandResult - } - - class CommandResult { - +message: str - +success: bool - +should_stop: bool - - +CommandResult(message str, success bool, should_stop bool) - +static success() CommandResult - +static failure(message str) CommandResult - +static stop() CommandResult - } - - Command <|-- DeleteCommand - Command <|-- StopCommand - Command -- CommandResult -``` -]]> - </stdout> - <stderr/> - </single> - <reasoning id="869e20e9-48ef-4223-b901-09796f4e0627"> - <![CDATA[ - The diagrams give a good overview of which classes to expect. - I will explore the `/root/sia/sia` directory to see which of these classes are already implemented. -]]> - </reasoning> -</context><single limit="10000">ls -l /root/sia/sia</single> \ No newline at end of file diff --git a/iterations/iteration_20241120_105346_117.xml b/iterations/iteration_20241120_105346_117.xml deleted file mode 100644 index 19acb70..0000000 --- a/iterations/iteration_20241120_105346_117.xml +++ /dev/null @@ -1,531 +0,0 @@ - -<context - context="72.27" - cpu="0" - disk_total="1081101176832" - disk_used="125111209984" - gpu="0" - memory_total="16630431744" - memory_used="993153024" - stdin="0" - time="2024-11-20T10:53:12Z"> - <read_stdin id="3da7f743-19b7-4738-aaf9-49634618e8f7"> - <![CDATA[The SIA source is located in /root/sia. Not all features are implemented yet. Look at the readme and code to find what is missing. Make sure to unit test your work.]]> - </read_stdin> - <single exit_code="0" id="ac690fe5-45d0-4028-8120-107c318977a9"> - <![CDATA[grep -Eb "^#" /root/sia/README.md]]> - <stdout> - <![CDATA[0:# SIA - The Self Improving Agent -668:## Example -832:### Context -2323:### Responses -3462:## Working principles -3759:### Core Actions -3953:### Scripts -4204:#### Single-shot script -4433:#### Repeat script -4711:### Use of XML -5022:#### XML Data Flow -5705:### The SIA process -6048:### Server for debuggin and human input -6619:## Architecture -6885:### Core Components -6908:#### Agent Architecture -7521:#### Working Memory -8059:#### Command Processing -8490:#### IO Handling -8787:### Processing Flow -8810:#### Standard Agent Flow -9109:#### Web Agent Flow -9472:### Web Interface -9600:#### Server-Client Communication -9932:#### WebServer Architecture -10351:### Diagrams -10367:#### Core classes -12662:#### Standard Agent Flow -13387:#### Web Agent -15536:#### Web Agent Flow -16522:#### Entry classes -18459:#### IO Buffer classes -19156:#### Command classes -]]> - </stdout> - <stderr/> - </single> - <single exit_code="0" id="79f5a8b7-cc57-44c3-b942-c74e3bcabcf8"> - <![CDATA[head -c 668 /root/sia/README.md]]> - <stdout> - <![CDATA[# SIA - The Self Improving Agent - -SIA is an agentic artificial intelligence system that autonomously completes complex tasks by writing and executing scripts. -It uses a Large Language Model (LLM) which operates in a loop. -Each iteration a context is updated with system info and a list of previous reasoning and actions. -The agent responds with a new reasoning or an action. -Context, reasoning and actions are stored in a file for each iteration. -SIA can read past iterations to improve its reasoning and actions. -It can improve in two ways: -- By finetuning the LLM with a better reasoning or action for a given context -- By modifying its own source code - -]]> - </stdout> - <stderr/> - </single> - <single - exit_code="0" - id="c0aad1a9-48d4-46cd-bd5f-70230566b442" - limit="266" - stdout_truncated="true"> - <![CDATA[tail -c +6619 /root/sia/README.md]]> - <stdout> - <![CDATA[ -## Architecture - -SIA follows a modular architecture centered around an agent that processes context through an LLM to generate actions. -The system can run in two modes: a standard command-line mode and an interactive web mode for debugging and human feedback. - -### ]]> - </stdout> - <stderr/> - </single> - <single - exit_code="0" - id="973d9034-7076-479a-afea-4aaf81b065be" - limit="9624"> - <![CDATA[tail -c +10351 /root/sia/README.md]]> - <stdout> - <![CDATA[ -### Diagrams - -#### Core classes - -```mermaid -classDiagram - class SystemMetrics { - +SystemMetrics(sample_interval float) - +generate_context(context_usage float) ElementTree - +stop() void - -monitor_loop() void - } - - class LLMEngine { - +LLMEngine(model_path str) - +set_model_path(model_path str) void - +infer(system_prompt str, main_context str) Iterator~str~ - } - - class BaseAgent { - <<abstract>> - -working_memory: WorkingMemory - -metrics: SystemMetrics - -llm: LLMEngine - -parser: ResponseParser - -validator: XMLValidator - -action_schema: str - - #_compile_context() str - } - - class WorkingMemory { - -entries: List~Entry~ - - +WorkingMemory() - +add_entry(entry Entry) void - +remove_entry(id str) void - +clear() void - +get_entry(id str) Optional~Entry~ - +get_entries() List~Entry~ - +get_entries_count() int - +get_entries_by_type(type Type) List~Entry~ - +update() void - +generate_context() List~ElementTree~ - } - - class XMLValidator { - +XMLValidator(schema str) - +validate(xml str) Optional~str~ - +get_valid_root_elements() Set~str~ - } - - class ResponseParser { - -io_buffer: IOBuffer - - +ResponseParser(io_buffer IOBuffer) - +parse(xml str) Command | Entry - } - - class Entry { - <<abstract>> - +id: str readonly - +timestamp: datetime readonly - - +Entry(id str, timestamp datetime) - +update() void* - +generate_context() ElementTree* - +cleanup() void* - } - - class IOBuffer { - <<interface>> - +read() str* - +write(content str) void* - +buffer_length() int* - } - - class Command { - <<abstract>> - +execute(memory WorkingMemory) CommandResult* - } - - SystemMetrics "1" --* "1" BaseAgent - LLMEngine "1" --* "1" BaseAgent - XMLValidator "1" --* "1" BaseAgent - BaseAgent "1" *-- "1" IOBuffer - BaseAgent "1" *-- "1" WorkingMemory - BaseAgent "1" *-- "1" ResponseParser - WorkingMemory "1" *-- "*" Entry - ResponseParser ..> Entry - ResponseParser ..> Command -``` - -#### Standard Agent Flow - -```mermaid -stateDiagram-v2 - direction LR - state "Standard Agent Flow" as standard_agent_flow { - [*] --> UpdateSystem: Start - UpdateSystem --> CompileContext: Updated Metrics & Size - CompileContext --> ProcessLLM - ProcessLLM --> ValidateXML: LLM Response - ValidateXML --> ParseResponse: Valid XML - ValidateXML --> UpdateEntries: Invalid XML\nCreate ParseErrorEntry - ParseResponse --> ExecuteCommands: Command - ParseResponse --> UpdateEntries: Entry - ExecuteCommands --> [*]: Stop Command - ExecuteCommands --> UpdateEntries: Delete Command - UpdateEntries --> UpdateSystem: Continue Loop - } -``` - -#### Web Agent - -```mermaid -classDiagram - class BaseAgent { - <<abstract>> - -working_memory: WorkingMemory - -metrics: SystemMetrics - -llm: LLMEngine - -parser: ResponseParser - -validator: XMLValidator - -action_schema: str - - #_compile_context() str - } - - class StandardAgent { - +StandardAgent(model_path str, system_prompt str, action_schema str) - +run() void - } - - class WebAgent { - +context: str - +response: str readonly - +current_state WebAgentState readonly - +command_result Optional[CommandResult] readonly - +validation_error Optional[str] readonly - - +add_state_change_handler(handler Callable) void - +add_response_change_handler(handler Callable) void - +approve_context() void - +set__response(response str) void - +approve_response() void - } - - class WebAgentState { - - <<enumeration>> - UPDATE - CONTEXT_APPROVAL - INFERENCE - RESPONSE_APPROVAL - STOPPED - } - - class WebSocketManager { - -web_sockets: Set~WebSocket~ - - +WebServer(agent WebAgent, io_buffer WebIOBuffer, static_files path, host str, port int) - } - - class ClientMessage { - <<enumeration>> - APPROVE_CONTEXT - APPROVE_RESPONSE - MODIFY_RESPONSE - SEND_INPUT - } - - class ServerMessage { - <<enumeration>> - STATE_CHANGE - CONTEXT_UPDATE - RESPONSE_UPDATE - OUTPUT_UPDATE - VALIDATION_ERROR - } - - class WebIOBuffer { - -stdin_buffer: str - -stdout_buffer: str - - +read() str - +write(content str) void - +buffer_length() int - +append_stdin(content str) void - +get_stdout() str - +clear_stdout() void - } - - BaseAgent <|-- WebAgent - BaseAgent <|-- StandardAgent - - WebServer --> ClientMessage - WebServer --> ServerMessage - - WebServer "1" *-- "1" WebIOBuffer - WebServer "1" *-- "1" WebAgent - WebAgent "1" *-- "1" WebAgentState -``` - -#### Web Agent Flow - -```mermaid -stateDiagram-v2 - direction LR - state "Web Agent Flow" as web_agent_flow { - [*] --> UpdateSystem: Start - UpdateSystem --> CompileContext: Updated Metrics & Size - CompileContext --> WaitForContextApproval: Send Context - WaitForContextApproval --> ProcessLLM: Context Approved - ProcessLLM --> ValidateXML: LLM Response - ValidateXML --> WaitForResponseApproval: Send Validation Result - ValidateXML --> UpdateEntries: Invalid XML\nCreate ParseErrorEntry - - WaitForResponseApproval --> ValidateXML: Modified Response - WaitForResponseApproval --> ParseResponse: Approved Response - - ParseResponse --> ExecuteCommands: Command - ParseResponse --> UpdateEntries: Entry - - ExecuteCommands --> [*]: Stop Command - ExecuteCommands --> UpdateEntries: Delete Command - - UpdateEntries --> UpdateSystem: Continue Loop - } -``` - -#### Entry classes - -```mermaid -classDiagram - class Entry { - <<abstract>> - +id: str readonly - +timestamp: datetime readonly - - +Entry(id str, timestamp datetime) - +update() void* - +generate_context() ElementTree* - +cleanup() void* - } - - class ScriptEntry { - +script: str readonly - +stdout: str readonly - +stderr: str readonly - +exit_code: Optional~int~ readonly - - +Script(script str, id str, timestamp datetime) - +update() void - +generate_context() ElementTree - } - - class RepeatEntry { - +script: str readonly - +stdout: str readonly - +stderr: str readonly - +exit_code: Optional~int~ readonly - - +RepeatEntry(script str, id str, timestamp datetime) - +update() void - +generate_context() ElementTree - } - - class ReasoningEntry { - +content: str readonly - - +ReasoningEntry(content str, id str, timestamp datetime) - +update() void - +generate_context() ElementTree - } - - class ParseErrorEntry { - +content: str readonly - +error: str readonly - - +ParseErrorEntry(content str, error str, id str, timestamp datetime) - +update() void - +generate_context() ElementTree - } - - class ReadEntry { - +content: str readonly - - +ReadEntry(io_buffer IOBuffer, id str, timestamp datetime) - +update() void - +generate_context() ElementTree - } - - class WriteEntry { - +content: str readonly - - +WriteEntry(content str, io_buffer IOBuffer, id str, timestamp datetime) - +update() void - +generate_context() ElementTree - } - - ReasoningEntry --|> Entry - ParseErrorEntry --|> Entry - ReadEntry --|> Entry - Entry <|-- WriteEntry - Entry <|-- ScriptEntry - Entry <|-- RepeatEntry -``` - -#### IO Buffer classes - -```mermaid -classDiagram - class IOBuffer { - <<interface>> - +read() str* - +write(content str) void* - +buffer_length() int* - } - - class StandardIOBuffer { - +StandardIOBuffer() - +read() str - +write(content str) void - +buffer_length() int - } - - class WebIOBuffer { - -stdin_buffer: str - -stdout_buffer: str - - +read() str - +write(content str) void - +buffer_length() int - +append_stdin(content str) void - +get_stdout() str - +clear_stdout() void - } - - IOBuffer <|.. WebIOBuffer - IOBuffer <|.. StandardIOBuffer -``` - -#### Command classes - -```mermaid -classDiagram - direction LR - class Command { - <<abstract>> - +execute(memory WorkingMemory) CommandResult* - } - - class DeleteCommand { - +DeleteCommand(id str) - +execute(memory WorkingMemory) CommandResult - } - - class StopCommand { - +StopCommand() - +execute(memory WorkingMemory) CommandResult - } - - class CommandResult { - +message: str - +success: bool - +should_stop: bool - - +CommandResult(message str, success bool, should_stop bool) - +static success() CommandResult - +static failure(message str) CommandResult - +static stop() CommandResult - } - - Command <|-- DeleteCommand - Command <|-- StopCommand - Command -- CommandResult -``` -]]> - </stdout> - <stderr/> - </single> - <reasoning id="869e20e9-48ef-4223-b901-09796f4e0627"> - <![CDATA[ - The diagrams give a good overview of which classes to expect. - I will explore the `/root/sia/sia` directory to see which of these classes are already implemented. -]]> - </reasoning> - <single - exit_code="0" - id="fa7effb0-a1ce-468f-b556-c971f24dca54" - limit="10000"> - <![CDATA[ls -l /root/sia/sia]]> - <stdout> - <![CDATA[total 172 --rwxr-xr-x 1 root root 0 Oct 22 11:48 __init__.py --rwxr-xr-x 1 root root 4977 Nov 19 14:20 __main__.py -drwxr-xr-x 2 root root 4096 Nov 20 10:26 __pycache__ --rwxr-xr-x 1 root root 5943 Nov 15 15:54 auto_approver.py --rwxr-xr-x 1 root root 5242 Nov 13 16:31 background_entry.py --rwxr-xr-x 1 root root 3072 Nov 19 13:45 base_agent.py --rwxr-xr-x 1 root root 722 Nov 4 09:50 command.py --rwxr-xr-x 1 root root 1113 Nov 4 09:50 command_result.py --rwxr-xr-x 1 root root 5865 Nov 19 13:41 config.py --rwxr-xr-x 1 root root 1337 Nov 4 09:50 delete_command.py --rwxr-xr-x 1 root root 1537 Nov 4 09:50 entry.py --rwxr-xr-x 1 root root 2620 Nov 14 15:16 hf_llm_engine.py --rwxr-xr-x 1 root root 1082 Nov 4 09:50 io_buffer.py --rwxr-xr-x 1 root root 1683 Nov 19 13:54 iteration_logger.py --rwxr-xr-x 1 root root 385 Nov 14 14:21 llm_engine.py --rwxr-xr-x 1 root root 4018 Nov 19 14:20 local_llm_engine.py --rwxr-xr-x 1 root root 2269 Nov 19 14:20 mistral_llm_engine.py --rwxr-xr-x 1 root root 2407 Nov 19 14:20 openai_llm_engine.py --rwxr-xr-x 1 root root 1632 Nov 13 15:40 parse_error_entry.py --rwxr-xr-x 1 root root 1744 Nov 13 15:39 read_entry.py --rwxr-xr-x 1 root root 1323 Nov 13 15:38 reasoning_entry.py --rwxr-xr-x 1 root root 4127 Nov 19 14:20 repeat_entry.py --rwxr-xr-x 1 root root 5916 Nov 19 14:20 response_parser.py --rwxr-xr-x 1 root root 4173 Nov 19 14:20 single_entry.py --rwxr-xr-x 1 root root 2074 Nov 4 09:50 standard_io_buffer.py --rwxr-xr-x 1 root root 908 Nov 4 09:50 stop_command.py --rwxr-xr-x 1 root root 4152 Nov 14 13:36 system_metrics.py --rwxr-xr-x 1 root root 2510 Nov 12 16:17 util.py --rwxr-xr-x 1 root root 7818 Nov 19 13:54 web_agent.py --rwxr-xr-x 1 root root 2039 Nov 12 16:17 web_io_buffer.py --rwxr-xr-x 1 root root 6968 Nov 15 12:48 web_socket_manager.py --rwxr-xr-x 1 root root 3638 Nov 13 16:35 working_memory.py --rwxr-xr-x 1 root root 1688 Nov 13 15:41 write_entry.py --rwxr-xr-x 1 root root 3992 Nov 4 09:50 xml_validator.py -]]> - </stdout> - <stderr/> - </single> -</context><single>cat /root/sia/sia/base_agent.py</single> \ No newline at end of file diff --git a/iterations/iteration_20241120_105546_316.xml b/iterations/iteration_20241120_105546_316.xml deleted file mode 100644 index 7b3c5fd..0000000 --- a/iterations/iteration_20241120_105546_316.xml +++ /dev/null @@ -1,575 +0,0 @@ - -<context - context="75.89" - cpu="0" - disk_total="1081101176832" - disk_used="125111209984" - gpu="0" - memory_total="16630431744" - memory_used="993280000" - stdin="0" - time="2024-11-20T10:53:46Z"> - <read_stdin id="3da7f743-19b7-4738-aaf9-49634618e8f7"> - <![CDATA[The SIA source is located in /root/sia. Not all features are implemented yet. Look at the readme and code to find what is missing. Make sure to unit test your work.]]> - </read_stdin> - <single exit_code="0" id="ac690fe5-45d0-4028-8120-107c318977a9"> - <![CDATA[grep -Eb "^#" /root/sia/README.md]]> - <stdout> - <![CDATA[0:# SIA - The Self Improving Agent -668:## Example -832:### Context -2323:### Responses -3462:## Working principles -3759:### Core Actions -3953:### Scripts -4204:#### Single-shot script -4433:#### Repeat script -4711:### Use of XML -5022:#### XML Data Flow -5705:### The SIA process -6048:### Server for debuggin and human input -6619:## Architecture -6885:### Core Components -6908:#### Agent Architecture -7521:#### Working Memory -8059:#### Command Processing -8490:#### IO Handling -8787:### Processing Flow -8810:#### Standard Agent Flow -9109:#### Web Agent Flow -9472:### Web Interface -9600:#### Server-Client Communication -9932:#### WebServer Architecture -10351:### Diagrams -10367:#### Core classes -12662:#### Standard Agent Flow -13387:#### Web Agent -15536:#### Web Agent Flow -16522:#### Entry classes -18459:#### IO Buffer classes -19156:#### Command classes -]]> - </stdout> - <stderr/> - </single> - <single exit_code="0" id="79f5a8b7-cc57-44c3-b942-c74e3bcabcf8"> - <![CDATA[head -c 668 /root/sia/README.md]]> - <stdout> - <![CDATA[# SIA - The Self Improving Agent - -SIA is an agentic artificial intelligence system that autonomously completes complex tasks by writing and executing scripts. -It uses a Large Language Model (LLM) which operates in a loop. -Each iteration a context is updated with system info and a list of previous reasoning and actions. -The agent responds with a new reasoning or an action. -Context, reasoning and actions are stored in a file for each iteration. -SIA can read past iterations to improve its reasoning and actions. -It can improve in two ways: -- By finetuning the LLM with a better reasoning or action for a given context -- By modifying its own source code - -]]> - </stdout> - <stderr/> - </single> - <single - exit_code="0" - id="c0aad1a9-48d4-46cd-bd5f-70230566b442" - limit="266" - stdout_truncated="true"> - <![CDATA[tail -c +6619 /root/sia/README.md]]> - <stdout> - <![CDATA[ -## Architecture - -SIA follows a modular architecture centered around an agent that processes context through an LLM to generate actions. -The system can run in two modes: a standard command-line mode and an interactive web mode for debugging and human feedback. - -### ]]> - </stdout> - <stderr/> - </single> - <single - exit_code="0" - id="973d9034-7076-479a-afea-4aaf81b065be" - limit="9624"> - <![CDATA[tail -c +10351 /root/sia/README.md]]> - <stdout> - <![CDATA[ -### Diagrams - -#### Core classes - -```mermaid -classDiagram - class SystemMetrics { - +SystemMetrics(sample_interval float) - +generate_context(context_usage float) ElementTree - +stop() void - -monitor_loop() void - } - - class LLMEngine { - +LLMEngine(model_path str) - +set_model_path(model_path str) void - +infer(system_prompt str, main_context str) Iterator~str~ - } - - class BaseAgent { - <<abstract>> - -working_memory: WorkingMemory - -metrics: SystemMetrics - -llm: LLMEngine - -parser: ResponseParser - -validator: XMLValidator - -action_schema: str - - #_compile_context() str - } - - class WorkingMemory { - -entries: List~Entry~ - - +WorkingMemory() - +add_entry(entry Entry) void - +remove_entry(id str) void - +clear() void - +get_entry(id str) Optional~Entry~ - +get_entries() List~Entry~ - +get_entries_count() int - +get_entries_by_type(type Type) List~Entry~ - +update() void - +generate_context() List~ElementTree~ - } - - class XMLValidator { - +XMLValidator(schema str) - +validate(xml str) Optional~str~ - +get_valid_root_elements() Set~str~ - } - - class ResponseParser { - -io_buffer: IOBuffer - - +ResponseParser(io_buffer IOBuffer) - +parse(xml str) Command | Entry - } - - class Entry { - <<abstract>> - +id: str readonly - +timestamp: datetime readonly - - +Entry(id str, timestamp datetime) - +update() void* - +generate_context() ElementTree* - +cleanup() void* - } - - class IOBuffer { - <<interface>> - +read() str* - +write(content str) void* - +buffer_length() int* - } - - class Command { - <<abstract>> - +execute(memory WorkingMemory) CommandResult* - } - - SystemMetrics "1" --* "1" BaseAgent - LLMEngine "1" --* "1" BaseAgent - XMLValidator "1" --* "1" BaseAgent - BaseAgent "1" *-- "1" IOBuffer - BaseAgent "1" *-- "1" WorkingMemory - BaseAgent "1" *-- "1" ResponseParser - WorkingMemory "1" *-- "*" Entry - ResponseParser ..> Entry - ResponseParser ..> Command -``` - -#### Standard Agent Flow - -```mermaid -stateDiagram-v2 - direction LR - state "Standard Agent Flow" as standard_agent_flow { - [*] --> UpdateSystem: Start - UpdateSystem --> CompileContext: Updated Metrics & Size - CompileContext --> ProcessLLM - ProcessLLM --> ValidateXML: LLM Response - ValidateXML --> ParseResponse: Valid XML - ValidateXML --> UpdateEntries: Invalid XML\nCreate ParseErrorEntry - ParseResponse --> ExecuteCommands: Command - ParseResponse --> UpdateEntries: Entry - ExecuteCommands --> [*]: Stop Command - ExecuteCommands --> UpdateEntries: Delete Command - UpdateEntries --> UpdateSystem: Continue Loop - } -``` - -#### Web Agent - -```mermaid -classDiagram - class BaseAgent { - <<abstract>> - -working_memory: WorkingMemory - -metrics: SystemMetrics - -llm: LLMEngine - -parser: ResponseParser - -validator: XMLValidator - -action_schema: str - - #_compile_context() str - } - - class StandardAgent { - +StandardAgent(model_path str, system_prompt str, action_schema str) - +run() void - } - - class WebAgent { - +context: str - +response: str readonly - +current_state WebAgentState readonly - +command_result Optional[CommandResult] readonly - +validation_error Optional[str] readonly - - +add_state_change_handler(handler Callable) void - +add_response_change_handler(handler Callable) void - +approve_context() void - +set__response(response str) void - +approve_response() void - } - - class WebAgentState { - - <<enumeration>> - UPDATE - CONTEXT_APPROVAL - INFERENCE - RESPONSE_APPROVAL - STOPPED - } - - class WebSocketManager { - -web_sockets: Set~WebSocket~ - - +WebServer(agent WebAgent, io_buffer WebIOBuffer, static_files path, host str, port int) - } - - class ClientMessage { - <<enumeration>> - APPROVE_CONTEXT - APPROVE_RESPONSE - MODIFY_RESPONSE - SEND_INPUT - } - - class ServerMessage { - <<enumeration>> - STATE_CHANGE - CONTEXT_UPDATE - RESPONSE_UPDATE - OUTPUT_UPDATE - VALIDATION_ERROR - } - - class WebIOBuffer { - -stdin_buffer: str - -stdout_buffer: str - - +read() str - +write(content str) void - +buffer_length() int - +append_stdin(content str) void - +get_stdout() str - +clear_stdout() void - } - - BaseAgent <|-- WebAgent - BaseAgent <|-- StandardAgent - - WebServer --> ClientMessage - WebServer --> ServerMessage - - WebServer "1" *-- "1" WebIOBuffer - WebServer "1" *-- "1" WebAgent - WebAgent "1" *-- "1" WebAgentState -``` - -#### Web Agent Flow - -```mermaid -stateDiagram-v2 - direction LR - state "Web Agent Flow" as web_agent_flow { - [*] --> UpdateSystem: Start - UpdateSystem --> CompileContext: Updated Metrics & Size - CompileContext --> WaitForContextApproval: Send Context - WaitForContextApproval --> ProcessLLM: Context Approved - ProcessLLM --> ValidateXML: LLM Response - ValidateXML --> WaitForResponseApproval: Send Validation Result - ValidateXML --> UpdateEntries: Invalid XML\nCreate ParseErrorEntry - - WaitForResponseApproval --> ValidateXML: Modified Response - WaitForResponseApproval --> ParseResponse: Approved Response - - ParseResponse --> ExecuteCommands: Command - ParseResponse --> UpdateEntries: Entry - - ExecuteCommands --> [*]: Stop Command - ExecuteCommands --> UpdateEntries: Delete Command - - UpdateEntries --> UpdateSystem: Continue Loop - } -``` - -#### Entry classes - -```mermaid -classDiagram - class Entry { - <<abstract>> - +id: str readonly - +timestamp: datetime readonly - - +Entry(id str, timestamp datetime) - +update() void* - +generate_context() ElementTree* - +cleanup() void* - } - - class ScriptEntry { - +script: str readonly - +stdout: str readonly - +stderr: str readonly - +exit_code: Optional~int~ readonly - - +Script(script str, id str, timestamp datetime) - +update() void - +generate_context() ElementTree - } - - class RepeatEntry { - +script: str readonly - +stdout: str readonly - +stderr: str readonly - +exit_code: Optional~int~ readonly - - +RepeatEntry(script str, id str, timestamp datetime) - +update() void - +generate_context() ElementTree - } - - class ReasoningEntry { - +content: str readonly - - +ReasoningEntry(content str, id str, timestamp datetime) - +update() void - +generate_context() ElementTree - } - - class ParseErrorEntry { - +content: str readonly - +error: str readonly - - +ParseErrorEntry(content str, error str, id str, timestamp datetime) - +update() void - +generate_context() ElementTree - } - - class ReadEntry { - +content: str readonly - - +ReadEntry(io_buffer IOBuffer, id str, timestamp datetime) - +update() void - +generate_context() ElementTree - } - - class WriteEntry { - +content: str readonly - - +WriteEntry(content str, io_buffer IOBuffer, id str, timestamp datetime) - +update() void - +generate_context() ElementTree - } - - ReasoningEntry --|> Entry - ParseErrorEntry --|> Entry - ReadEntry --|> Entry - Entry <|-- WriteEntry - Entry <|-- ScriptEntry - Entry <|-- RepeatEntry -``` - -#### IO Buffer classes - -```mermaid -classDiagram - class IOBuffer { - <<interface>> - +read() str* - +write(content str) void* - +buffer_length() int* - } - - class StandardIOBuffer { - +StandardIOBuffer() - +read() str - +write(content str) void - +buffer_length() int - } - - class WebIOBuffer { - -stdin_buffer: str - -stdout_buffer: str - - +read() str - +write(content str) void - +buffer_length() int - +append_stdin(content str) void - +get_stdout() str - +clear_stdout() void - } - - IOBuffer <|.. WebIOBuffer - IOBuffer <|.. StandardIOBuffer -``` - -#### Command classes - -```mermaid -classDiagram - direction LR - class Command { - <<abstract>> - +execute(memory WorkingMemory) CommandResult* - } - - class DeleteCommand { - +DeleteCommand(id str) - +execute(memory WorkingMemory) CommandResult - } - - class StopCommand { - +StopCommand() - +execute(memory WorkingMemory) CommandResult - } - - class CommandResult { - +message: str - +success: bool - +should_stop: bool - - +CommandResult(message str, success bool, should_stop bool) - +static success() CommandResult - +static failure(message str) CommandResult - +static stop() CommandResult - } - - Command <|-- DeleteCommand - Command <|-- StopCommand - Command -- CommandResult -``` -]]> - </stdout> - <stderr/> - </single> - <reasoning id="869e20e9-48ef-4223-b901-09796f4e0627"> - <![CDATA[ - The diagrams give a good overview of which classes to expect. - I will explore the `/root/sia/sia` directory to see which of these classes are already implemented. -]]> - </reasoning> - <single - exit_code="0" - id="fa7effb0-a1ce-468f-b556-c971f24dca54" - limit="10000"> - <![CDATA[ls -l /root/sia/sia]]> - <stdout> - <![CDATA[total 172 --rwxr-xr-x 1 root root 0 Oct 22 11:48 __init__.py --rwxr-xr-x 1 root root 4977 Nov 19 14:20 __main__.py -drwxr-xr-x 2 root root 4096 Nov 20 10:26 __pycache__ --rwxr-xr-x 1 root root 5943 Nov 15 15:54 auto_approver.py --rwxr-xr-x 1 root root 5242 Nov 13 16:31 background_entry.py --rwxr-xr-x 1 root root 3072 Nov 19 13:45 base_agent.py --rwxr-xr-x 1 root root 722 Nov 4 09:50 command.py --rwxr-xr-x 1 root root 1113 Nov 4 09:50 command_result.py --rwxr-xr-x 1 root root 5865 Nov 19 13:41 config.py --rwxr-xr-x 1 root root 1337 Nov 4 09:50 delete_command.py --rwxr-xr-x 1 root root 1537 Nov 4 09:50 entry.py --rwxr-xr-x 1 root root 2620 Nov 14 15:16 hf_llm_engine.py --rwxr-xr-x 1 root root 1082 Nov 4 09:50 io_buffer.py --rwxr-xr-x 1 root root 1683 Nov 19 13:54 iteration_logger.py --rwxr-xr-x 1 root root 385 Nov 14 14:21 llm_engine.py --rwxr-xr-x 1 root root 4018 Nov 19 14:20 local_llm_engine.py --rwxr-xr-x 1 root root 2269 Nov 19 14:20 mistral_llm_engine.py --rwxr-xr-x 1 root root 2407 Nov 19 14:20 openai_llm_engine.py --rwxr-xr-x 1 root root 1632 Nov 13 15:40 parse_error_entry.py --rwxr-xr-x 1 root root 1744 Nov 13 15:39 read_entry.py --rwxr-xr-x 1 root root 1323 Nov 13 15:38 reasoning_entry.py --rwxr-xr-x 1 root root 4127 Nov 19 14:20 repeat_entry.py --rwxr-xr-x 1 root root 5916 Nov 19 14:20 response_parser.py --rwxr-xr-x 1 root root 4173 Nov 19 14:20 single_entry.py --rwxr-xr-x 1 root root 2074 Nov 4 09:50 standard_io_buffer.py --rwxr-xr-x 1 root root 908 Nov 4 09:50 stop_command.py --rwxr-xr-x 1 root root 4152 Nov 14 13:36 system_metrics.py --rwxr-xr-x 1 root root 2510 Nov 12 16:17 util.py --rwxr-xr-x 1 root root 7818 Nov 19 13:54 web_agent.py --rwxr-xr-x 1 root root 2039 Nov 12 16:17 web_io_buffer.py --rwxr-xr-x 1 root root 6968 Nov 15 12:48 web_socket_manager.py --rwxr-xr-x 1 root root 3638 Nov 13 16:35 working_memory.py --rwxr-xr-x 1 root root 1688 Nov 13 15:41 write_entry.py --rwxr-xr-x 1 root root 3992 Nov 4 09:50 xml_validator.py -]]> - </stdout> - <stderr/> - </single> - <single - exit_code="0" - id="eb4dfc2c-9586-4dc0-baf4-efd70d572abd" - stdout_truncated="true"> - <![CDATA[cat /root/sia/sia/base_agent.py]]> - <stdout> - <![CDATA[from abc import ABC -import xml.etree.ElementTree as ET - -from .llm_engine import LlmEngine -from .response_parser import ResponseParser -from .system_metrics import SystemMetrics -from .util import pretty_print_element -from .working_memory import WorkingMemory -from .xml_validator import XMLValidator - -class BaseAgent(ABC): - """ - Abstract base class for SIA agents. - - Provides core functionality for maintaining working memory, system metrics, - and coordinating components for LLM inference. - """ - - def __init__( - self, - system_prompt: str, - action_schema: str, - working_memory: WorkingMemory, - metrics: SystemMetrics, - llm: LlmEngine, - validator: XMLValidator, - parser: ResponseParser, - ): - """ - Initialize agent with required components. - """ - self._system_prompt = system_prompt - self._action_schema = action_schema - self._working_memory = working_memory - ]]> - </stdout> - <stderr/> - </single> -</context><single>cat /root/sia/sia/web_agent.py</single> \ No newline at end of file diff --git a/iterations/iteration_20241120_105718_454.xml b/iterations/iteration_20241120_105718_454.xml deleted file mode 100644 index 898cc53..0000000 --- a/iterations/iteration_20241120_105718_454.xml +++ /dev/null @@ -1,531 +0,0 @@ - -<context - context="72.27" - cpu="0" - disk_total="1081101176832" - disk_used="125111209984" - gpu="0" - memory_total="16630431744" - memory_used="991608832" - stdin="0" - time="2024-11-20T10:56:44Z"> - <read_stdin id="3da7f743-19b7-4738-aaf9-49634618e8f7"> - <![CDATA[The SIA source is located in /root/sia. Not all features are implemented yet. Look at the readme and code to find what is missing. Make sure to unit test your work.]]> - </read_stdin> - <single exit_code="0" id="ac690fe5-45d0-4028-8120-107c318977a9"> - <![CDATA[grep -Eb "^#" /root/sia/README.md]]> - <stdout> - <![CDATA[0:# SIA - The Self Improving Agent -668:## Example -832:### Context -2323:### Responses -3462:## Working principles -3759:### Core Actions -3953:### Scripts -4204:#### Single-shot script -4433:#### Repeat script -4711:### Use of XML -5022:#### XML Data Flow -5705:### The SIA process -6048:### Server for debuggin and human input -6619:## Architecture -6885:### Core Components -6908:#### Agent Architecture -7521:#### Working Memory -8059:#### Command Processing -8490:#### IO Handling -8787:### Processing Flow -8810:#### Standard Agent Flow -9109:#### Web Agent Flow -9472:### Web Interface -9600:#### Server-Client Communication -9932:#### WebServer Architecture -10351:### Diagrams -10367:#### Core classes -12662:#### Standard Agent Flow -13387:#### Web Agent -15536:#### Web Agent Flow -16522:#### Entry classes -18459:#### IO Buffer classes -19156:#### Command classes -]]> - </stdout> - <stderr/> - </single> - <single exit_code="0" id="79f5a8b7-cc57-44c3-b942-c74e3bcabcf8"> - <![CDATA[head -c 668 /root/sia/README.md]]> - <stdout> - <![CDATA[# SIA - The Self Improving Agent - -SIA is an agentic artificial intelligence system that autonomously completes complex tasks by writing and executing scripts. -It uses a Large Language Model (LLM) which operates in a loop. -Each iteration a context is updated with system info and a list of previous reasoning and actions. -The agent responds with a new reasoning or an action. -Context, reasoning and actions are stored in a file for each iteration. -SIA can read past iterations to improve its reasoning and actions. -It can improve in two ways: -- By finetuning the LLM with a better reasoning or action for a given context -- By modifying its own source code - -]]> - </stdout> - <stderr/> - </single> - <single - exit_code="0" - id="c0aad1a9-48d4-46cd-bd5f-70230566b442" - limit="266" - stdout_truncated="true"> - <![CDATA[tail -c +6619 /root/sia/README.md]]> - <stdout> - <![CDATA[ -## Architecture - -SIA follows a modular architecture centered around an agent that processes context through an LLM to generate actions. -The system can run in two modes: a standard command-line mode and an interactive web mode for debugging and human feedback. - -### ]]> - </stdout> - <stderr/> - </single> - <single - exit_code="0" - id="973d9034-7076-479a-afea-4aaf81b065be" - limit="9624"> - <![CDATA[tail -c +10351 /root/sia/README.md]]> - <stdout> - <![CDATA[ -### Diagrams - -#### Core classes - -```mermaid -classDiagram - class SystemMetrics { - +SystemMetrics(sample_interval float) - +generate_context(context_usage float) ElementTree - +stop() void - -monitor_loop() void - } - - class LLMEngine { - +LLMEngine(model_path str) - +set_model_path(model_path str) void - +infer(system_prompt str, main_context str) Iterator~str~ - } - - class BaseAgent { - <<abstract>> - -working_memory: WorkingMemory - -metrics: SystemMetrics - -llm: LLMEngine - -parser: ResponseParser - -validator: XMLValidator - -action_schema: str - - #_compile_context() str - } - - class WorkingMemory { - -entries: List~Entry~ - - +WorkingMemory() - +add_entry(entry Entry) void - +remove_entry(id str) void - +clear() void - +get_entry(id str) Optional~Entry~ - +get_entries() List~Entry~ - +get_entries_count() int - +get_entries_by_type(type Type) List~Entry~ - +update() void - +generate_context() List~ElementTree~ - } - - class XMLValidator { - +XMLValidator(schema str) - +validate(xml str) Optional~str~ - +get_valid_root_elements() Set~str~ - } - - class ResponseParser { - -io_buffer: IOBuffer - - +ResponseParser(io_buffer IOBuffer) - +parse(xml str) Command | Entry - } - - class Entry { - <<abstract>> - +id: str readonly - +timestamp: datetime readonly - - +Entry(id str, timestamp datetime) - +update() void* - +generate_context() ElementTree* - +cleanup() void* - } - - class IOBuffer { - <<interface>> - +read() str* - +write(content str) void* - +buffer_length() int* - } - - class Command { - <<abstract>> - +execute(memory WorkingMemory) CommandResult* - } - - SystemMetrics "1" --* "1" BaseAgent - LLMEngine "1" --* "1" BaseAgent - XMLValidator "1" --* "1" BaseAgent - BaseAgent "1" *-- "1" IOBuffer - BaseAgent "1" *-- "1" WorkingMemory - BaseAgent "1" *-- "1" ResponseParser - WorkingMemory "1" *-- "*" Entry - ResponseParser ..> Entry - ResponseParser ..> Command -``` - -#### Standard Agent Flow - -```mermaid -stateDiagram-v2 - direction LR - state "Standard Agent Flow" as standard_agent_flow { - [*] --> UpdateSystem: Start - UpdateSystem --> CompileContext: Updated Metrics & Size - CompileContext --> ProcessLLM - ProcessLLM --> ValidateXML: LLM Response - ValidateXML --> ParseResponse: Valid XML - ValidateXML --> UpdateEntries: Invalid XML\nCreate ParseErrorEntry - ParseResponse --> ExecuteCommands: Command - ParseResponse --> UpdateEntries: Entry - ExecuteCommands --> [*]: Stop Command - ExecuteCommands --> UpdateEntries: Delete Command - UpdateEntries --> UpdateSystem: Continue Loop - } -``` - -#### Web Agent - -```mermaid -classDiagram - class BaseAgent { - <<abstract>> - -working_memory: WorkingMemory - -metrics: SystemMetrics - -llm: LLMEngine - -parser: ResponseParser - -validator: XMLValidator - -action_schema: str - - #_compile_context() str - } - - class StandardAgent { - +StandardAgent(model_path str, system_prompt str, action_schema str) - +run() void - } - - class WebAgent { - +context: str - +response: str readonly - +current_state WebAgentState readonly - +command_result Optional[CommandResult] readonly - +validation_error Optional[str] readonly - - +add_state_change_handler(handler Callable) void - +add_response_change_handler(handler Callable) void - +approve_context() void - +set__response(response str) void - +approve_response() void - } - - class WebAgentState { - - <<enumeration>> - UPDATE - CONTEXT_APPROVAL - INFERENCE - RESPONSE_APPROVAL - STOPPED - } - - class WebSocketManager { - -web_sockets: Set~WebSocket~ - - +WebServer(agent WebAgent, io_buffer WebIOBuffer, static_files path, host str, port int) - } - - class ClientMessage { - <<enumeration>> - APPROVE_CONTEXT - APPROVE_RESPONSE - MODIFY_RESPONSE - SEND_INPUT - } - - class ServerMessage { - <<enumeration>> - STATE_CHANGE - CONTEXT_UPDATE - RESPONSE_UPDATE - OUTPUT_UPDATE - VALIDATION_ERROR - } - - class WebIOBuffer { - -stdin_buffer: str - -stdout_buffer: str - - +read() str - +write(content str) void - +buffer_length() int - +append_stdin(content str) void - +get_stdout() str - +clear_stdout() void - } - - BaseAgent <|-- WebAgent - BaseAgent <|-- StandardAgent - - WebServer --> ClientMessage - WebServer --> ServerMessage - - WebServer "1" *-- "1" WebIOBuffer - WebServer "1" *-- "1" WebAgent - WebAgent "1" *-- "1" WebAgentState -``` - -#### Web Agent Flow - -```mermaid -stateDiagram-v2 - direction LR - state "Web Agent Flow" as web_agent_flow { - [*] --> UpdateSystem: Start - UpdateSystem --> CompileContext: Updated Metrics & Size - CompileContext --> WaitForContextApproval: Send Context - WaitForContextApproval --> ProcessLLM: Context Approved - ProcessLLM --> ValidateXML: LLM Response - ValidateXML --> WaitForResponseApproval: Send Validation Result - ValidateXML --> UpdateEntries: Invalid XML\nCreate ParseErrorEntry - - WaitForResponseApproval --> ValidateXML: Modified Response - WaitForResponseApproval --> ParseResponse: Approved Response - - ParseResponse --> ExecuteCommands: Command - ParseResponse --> UpdateEntries: Entry - - ExecuteCommands --> [*]: Stop Command - ExecuteCommands --> UpdateEntries: Delete Command - - UpdateEntries --> UpdateSystem: Continue Loop - } -``` - -#### Entry classes - -```mermaid -classDiagram - class Entry { - <<abstract>> - +id: str readonly - +timestamp: datetime readonly - - +Entry(id str, timestamp datetime) - +update() void* - +generate_context() ElementTree* - +cleanup() void* - } - - class ScriptEntry { - +script: str readonly - +stdout: str readonly - +stderr: str readonly - +exit_code: Optional~int~ readonly - - +Script(script str, id str, timestamp datetime) - +update() void - +generate_context() ElementTree - } - - class RepeatEntry { - +script: str readonly - +stdout: str readonly - +stderr: str readonly - +exit_code: Optional~int~ readonly - - +RepeatEntry(script str, id str, timestamp datetime) - +update() void - +generate_context() ElementTree - } - - class ReasoningEntry { - +content: str readonly - - +ReasoningEntry(content str, id str, timestamp datetime) - +update() void - +generate_context() ElementTree - } - - class ParseErrorEntry { - +content: str readonly - +error: str readonly - - +ParseErrorEntry(content str, error str, id str, timestamp datetime) - +update() void - +generate_context() ElementTree - } - - class ReadEntry { - +content: str readonly - - +ReadEntry(io_buffer IOBuffer, id str, timestamp datetime) - +update() void - +generate_context() ElementTree - } - - class WriteEntry { - +content: str readonly - - +WriteEntry(content str, io_buffer IOBuffer, id str, timestamp datetime) - +update() void - +generate_context() ElementTree - } - - ReasoningEntry --|> Entry - ParseErrorEntry --|> Entry - ReadEntry --|> Entry - Entry <|-- WriteEntry - Entry <|-- ScriptEntry - Entry <|-- RepeatEntry -``` - -#### IO Buffer classes - -```mermaid -classDiagram - class IOBuffer { - <<interface>> - +read() str* - +write(content str) void* - +buffer_length() int* - } - - class StandardIOBuffer { - +StandardIOBuffer() - +read() str - +write(content str) void - +buffer_length() int - } - - class WebIOBuffer { - -stdin_buffer: str - -stdout_buffer: str - - +read() str - +write(content str) void - +buffer_length() int - +append_stdin(content str) void - +get_stdout() str - +clear_stdout() void - } - - IOBuffer <|.. WebIOBuffer - IOBuffer <|.. StandardIOBuffer -``` - -#### Command classes - -```mermaid -classDiagram - direction LR - class Command { - <<abstract>> - +execute(memory WorkingMemory) CommandResult* - } - - class DeleteCommand { - +DeleteCommand(id str) - +execute(memory WorkingMemory) CommandResult - } - - class StopCommand { - +StopCommand() - +execute(memory WorkingMemory) CommandResult - } - - class CommandResult { - +message: str - +success: bool - +should_stop: bool - - +CommandResult(message str, success bool, should_stop bool) - +static success() CommandResult - +static failure(message str) CommandResult - +static stop() CommandResult - } - - Command <|-- DeleteCommand - Command <|-- StopCommand - Command -- CommandResult -``` -]]> - </stdout> - <stderr/> - </single> - <reasoning id="869e20e9-48ef-4223-b901-09796f4e0627"> - <![CDATA[ - The diagrams give a good overview of which classes to expect. - I will explore the `/root/sia/sia` directory to see which of these classes are already implemented. -]]> - </reasoning> - <single - exit_code="0" - id="fa7effb0-a1ce-468f-b556-c971f24dca54" - limit="10000"> - <![CDATA[ls -l /root/sia/sia]]> - <stdout> - <![CDATA[total 172 --rwxr-xr-x 1 root root 0 Oct 22 11:48 __init__.py --rwxr-xr-x 1 root root 4977 Nov 19 14:20 __main__.py -drwxr-xr-x 2 root root 4096 Nov 20 10:26 __pycache__ --rwxr-xr-x 1 root root 5943 Nov 15 15:54 auto_approver.py --rwxr-xr-x 1 root root 5242 Nov 13 16:31 background_entry.py --rwxr-xr-x 1 root root 3072 Nov 19 13:45 base_agent.py --rwxr-xr-x 1 root root 722 Nov 4 09:50 command.py --rwxr-xr-x 1 root root 1113 Nov 4 09:50 command_result.py --rwxr-xr-x 1 root root 5865 Nov 19 13:41 config.py --rwxr-xr-x 1 root root 1337 Nov 4 09:50 delete_command.py --rwxr-xr-x 1 root root 1537 Nov 4 09:50 entry.py --rwxr-xr-x 1 root root 2620 Nov 14 15:16 hf_llm_engine.py --rwxr-xr-x 1 root root 1082 Nov 4 09:50 io_buffer.py --rwxr-xr-x 1 root root 1683 Nov 19 13:54 iteration_logger.py --rwxr-xr-x 1 root root 385 Nov 14 14:21 llm_engine.py --rwxr-xr-x 1 root root 4018 Nov 19 14:20 local_llm_engine.py --rwxr-xr-x 1 root root 2269 Nov 19 14:20 mistral_llm_engine.py --rwxr-xr-x 1 root root 2407 Nov 19 14:20 openai_llm_engine.py --rwxr-xr-x 1 root root 1632 Nov 13 15:40 parse_error_entry.py --rwxr-xr-x 1 root root 1744 Nov 13 15:39 read_entry.py --rwxr-xr-x 1 root root 1323 Nov 13 15:38 reasoning_entry.py --rwxr-xr-x 1 root root 4127 Nov 19 14:20 repeat_entry.py --rwxr-xr-x 1 root root 5916 Nov 19 14:20 response_parser.py --rwxr-xr-x 1 root root 4173 Nov 19 14:20 single_entry.py --rwxr-xr-x 1 root root 2074 Nov 4 09:50 standard_io_buffer.py --rwxr-xr-x 1 root root 908 Nov 4 09:50 stop_command.py --rwxr-xr-x 1 root root 4152 Nov 14 13:36 system_metrics.py --rwxr-xr-x 1 root root 2510 Nov 12 16:17 util.py --rwxr-xr-x 1 root root 7818 Nov 19 13:54 web_agent.py --rwxr-xr-x 1 root root 2039 Nov 12 16:17 web_io_buffer.py --rwxr-xr-x 1 root root 6968 Nov 15 12:48 web_socket_manager.py --rwxr-xr-x 1 root root 3638 Nov 13 16:35 working_memory.py --rwxr-xr-x 1 root root 1688 Nov 13 15:41 write_entry.py --rwxr-xr-x 1 root root 3992 Nov 4 09:50 xml_validator.py -]]> - </stdout> - <stderr/> - </single> -</context><single limit="3072">cat /root/sia/sia/base_agent.py</single> \ No newline at end of file diff --git a/iterations/iteration_20241120_110108_648.xml b/iterations/iteration_20241120_110108_648.xml deleted file mode 100644 index 36ad14c..0000000 --- a/iterations/iteration_20241120_110108_648.xml +++ /dev/null @@ -1,630 +0,0 @@ - -<context - context="81.34" - cpu="0" - disk_total="1081101176832" - disk_used="125111209984" - gpu="0" - memory_total="16630431744" - memory_used="991567872" - stdin="0" - time="2024-11-20T10:57:18Z"> - <read_stdin id="3da7f743-19b7-4738-aaf9-49634618e8f7"> - <![CDATA[The SIA source is located in /root/sia. Not all features are implemented yet. Look at the readme and code to find what is missing. Make sure to unit test your work.]]> - </read_stdin> - <single exit_code="0" id="ac690fe5-45d0-4028-8120-107c318977a9"> - <![CDATA[grep -Eb "^#" /root/sia/README.md]]> - <stdout> - <![CDATA[0:# SIA - The Self Improving Agent -668:## Example -832:### Context -2323:### Responses -3462:## Working principles -3759:### Core Actions -3953:### Scripts -4204:#### Single-shot script -4433:#### Repeat script -4711:### Use of XML -5022:#### XML Data Flow -5705:### The SIA process -6048:### Server for debuggin and human input -6619:## Architecture -6885:### Core Components -6908:#### Agent Architecture -7521:#### Working Memory -8059:#### Command Processing -8490:#### IO Handling -8787:### Processing Flow -8810:#### Standard Agent Flow -9109:#### Web Agent Flow -9472:### Web Interface -9600:#### Server-Client Communication -9932:#### WebServer Architecture -10351:### Diagrams -10367:#### Core classes -12662:#### Standard Agent Flow -13387:#### Web Agent -15536:#### Web Agent Flow -16522:#### Entry classes -18459:#### IO Buffer classes -19156:#### Command classes -]]> - </stdout> - <stderr/> - </single> - <single exit_code="0" id="79f5a8b7-cc57-44c3-b942-c74e3bcabcf8"> - <![CDATA[head -c 668 /root/sia/README.md]]> - <stdout> - <![CDATA[# SIA - The Self Improving Agent - -SIA is an agentic artificial intelligence system that autonomously completes complex tasks by writing and executing scripts. -It uses a Large Language Model (LLM) which operates in a loop. -Each iteration a context is updated with system info and a list of previous reasoning and actions. -The agent responds with a new reasoning or an action. -Context, reasoning and actions are stored in a file for each iteration. -SIA can read past iterations to improve its reasoning and actions. -It can improve in two ways: -- By finetuning the LLM with a better reasoning or action for a given context -- By modifying its own source code - -]]> - </stdout> - <stderr/> - </single> - <single - exit_code="0" - id="c0aad1a9-48d4-46cd-bd5f-70230566b442" - limit="266" - stdout_truncated="true"> - <![CDATA[tail -c +6619 /root/sia/README.md]]> - <stdout> - <![CDATA[ -## Architecture - -SIA follows a modular architecture centered around an agent that processes context through an LLM to generate actions. -The system can run in two modes: a standard command-line mode and an interactive web mode for debugging and human feedback. - -### ]]> - </stdout> - <stderr/> - </single> - <single - exit_code="0" - id="973d9034-7076-479a-afea-4aaf81b065be" - limit="9624"> - <![CDATA[tail -c +10351 /root/sia/README.md]]> - <stdout> - <![CDATA[ -### Diagrams - -#### Core classes - -```mermaid -classDiagram - class SystemMetrics { - +SystemMetrics(sample_interval float) - +generate_context(context_usage float) ElementTree - +stop() void - -monitor_loop() void - } - - class LLMEngine { - +LLMEngine(model_path str) - +set_model_path(model_path str) void - +infer(system_prompt str, main_context str) Iterator~str~ - } - - class BaseAgent { - <<abstract>> - -working_memory: WorkingMemory - -metrics: SystemMetrics - -llm: LLMEngine - -parser: ResponseParser - -validator: XMLValidator - -action_schema: str - - #_compile_context() str - } - - class WorkingMemory { - -entries: List~Entry~ - - +WorkingMemory() - +add_entry(entry Entry) void - +remove_entry(id str) void - +clear() void - +get_entry(id str) Optional~Entry~ - +get_entries() List~Entry~ - +get_entries_count() int - +get_entries_by_type(type Type) List~Entry~ - +update() void - +generate_context() List~ElementTree~ - } - - class XMLValidator { - +XMLValidator(schema str) - +validate(xml str) Optional~str~ - +get_valid_root_elements() Set~str~ - } - - class ResponseParser { - -io_buffer: IOBuffer - - +ResponseParser(io_buffer IOBuffer) - +parse(xml str) Command | Entry - } - - class Entry { - <<abstract>> - +id: str readonly - +timestamp: datetime readonly - - +Entry(id str, timestamp datetime) - +update() void* - +generate_context() ElementTree* - +cleanup() void* - } - - class IOBuffer { - <<interface>> - +read() str* - +write(content str) void* - +buffer_length() int* - } - - class Command { - <<abstract>> - +execute(memory WorkingMemory) CommandResult* - } - - SystemMetrics "1" --* "1" BaseAgent - LLMEngine "1" --* "1" BaseAgent - XMLValidator "1" --* "1" BaseAgent - BaseAgent "1" *-- "1" IOBuffer - BaseAgent "1" *-- "1" WorkingMemory - BaseAgent "1" *-- "1" ResponseParser - WorkingMemory "1" *-- "*" Entry - ResponseParser ..> Entry - ResponseParser ..> Command -``` - -#### Standard Agent Flow - -```mermaid -stateDiagram-v2 - direction LR - state "Standard Agent Flow" as standard_agent_flow { - [*] --> UpdateSystem: Start - UpdateSystem --> CompileContext: Updated Metrics & Size - CompileContext --> ProcessLLM - ProcessLLM --> ValidateXML: LLM Response - ValidateXML --> ParseResponse: Valid XML - ValidateXML --> UpdateEntries: Invalid XML\nCreate ParseErrorEntry - ParseResponse --> ExecuteCommands: Command - ParseResponse --> UpdateEntries: Entry - ExecuteCommands --> [*]: Stop Command - ExecuteCommands --> UpdateEntries: Delete Command - UpdateEntries --> UpdateSystem: Continue Loop - } -``` - -#### Web Agent - -```mermaid -classDiagram - class BaseAgent { - <<abstract>> - -working_memory: WorkingMemory - -metrics: SystemMetrics - -llm: LLMEngine - -parser: ResponseParser - -validator: XMLValidator - -action_schema: str - - #_compile_context() str - } - - class StandardAgent { - +StandardAgent(model_path str, system_prompt str, action_schema str) - +run() void - } - - class WebAgent { - +context: str - +response: str readonly - +current_state WebAgentState readonly - +command_result Optional[CommandResult] readonly - +validation_error Optional[str] readonly - - +add_state_change_handler(handler Callable) void - +add_response_change_handler(handler Callable) void - +approve_context() void - +set__response(response str) void - +approve_response() void - } - - class WebAgentState { - - <<enumeration>> - UPDATE - CONTEXT_APPROVAL - INFERENCE - RESPONSE_APPROVAL - STOPPED - } - - class WebSocketManager { - -web_sockets: Set~WebSocket~ - - +WebServer(agent WebAgent, io_buffer WebIOBuffer, static_files path, host str, port int) - } - - class ClientMessage { - <<enumeration>> - APPROVE_CONTEXT - APPROVE_RESPONSE - MODIFY_RESPONSE - SEND_INPUT - } - - class ServerMessage { - <<enumeration>> - STATE_CHANGE - CONTEXT_UPDATE - RESPONSE_UPDATE - OUTPUT_UPDATE - VALIDATION_ERROR - } - - class WebIOBuffer { - -stdin_buffer: str - -stdout_buffer: str - - +read() str - +write(content str) void - +buffer_length() int - +append_stdin(content str) void - +get_stdout() str - +clear_stdout() void - } - - BaseAgent <|-- WebAgent - BaseAgent <|-- StandardAgent - - WebServer --> ClientMessage - WebServer --> ServerMessage - - WebServer "1" *-- "1" WebIOBuffer - WebServer "1" *-- "1" WebAgent - WebAgent "1" *-- "1" WebAgentState -``` - -#### Web Agent Flow - -```mermaid -stateDiagram-v2 - direction LR - state "Web Agent Flow" as web_agent_flow { - [*] --> UpdateSystem: Start - UpdateSystem --> CompileContext: Updated Metrics & Size - CompileContext --> WaitForContextApproval: Send Context - WaitForContextApproval --> ProcessLLM: Context Approved - ProcessLLM --> ValidateXML: LLM Response - ValidateXML --> WaitForResponseApproval: Send Validation Result - ValidateXML --> UpdateEntries: Invalid XML\nCreate ParseErrorEntry - - WaitForResponseApproval --> ValidateXML: Modified Response - WaitForResponseApproval --> ParseResponse: Approved Response - - ParseResponse --> ExecuteCommands: Command - ParseResponse --> UpdateEntries: Entry - - ExecuteCommands --> [*]: Stop Command - ExecuteCommands --> UpdateEntries: Delete Command - - UpdateEntries --> UpdateSystem: Continue Loop - } -``` - -#### Entry classes - -```mermaid -classDiagram - class Entry { - <<abstract>> - +id: str readonly - +timestamp: datetime readonly - - +Entry(id str, timestamp datetime) - +update() void* - +generate_context() ElementTree* - +cleanup() void* - } - - class ScriptEntry { - +script: str readonly - +stdout: str readonly - +stderr: str readonly - +exit_code: Optional~int~ readonly - - +Script(script str, id str, timestamp datetime) - +update() void - +generate_context() ElementTree - } - - class RepeatEntry { - +script: str readonly - +stdout: str readonly - +stderr: str readonly - +exit_code: Optional~int~ readonly - - +RepeatEntry(script str, id str, timestamp datetime) - +update() void - +generate_context() ElementTree - } - - class ReasoningEntry { - +content: str readonly - - +ReasoningEntry(content str, id str, timestamp datetime) - +update() void - +generate_context() ElementTree - } - - class ParseErrorEntry { - +content: str readonly - +error: str readonly - - +ParseErrorEntry(content str, error str, id str, timestamp datetime) - +update() void - +generate_context() ElementTree - } - - class ReadEntry { - +content: str readonly - - +ReadEntry(io_buffer IOBuffer, id str, timestamp datetime) - +update() void - +generate_context() ElementTree - } - - class WriteEntry { - +content: str readonly - - +WriteEntry(content str, io_buffer IOBuffer, id str, timestamp datetime) - +update() void - +generate_context() ElementTree - } - - ReasoningEntry --|> Entry - ParseErrorEntry --|> Entry - ReadEntry --|> Entry - Entry <|-- WriteEntry - Entry <|-- ScriptEntry - Entry <|-- RepeatEntry -``` - -#### IO Buffer classes - -```mermaid -classDiagram - class IOBuffer { - <<interface>> - +read() str* - +write(content str) void* - +buffer_length() int* - } - - class StandardIOBuffer { - +StandardIOBuffer() - +read() str - +write(content str) void - +buffer_length() int - } - - class WebIOBuffer { - -stdin_buffer: str - -stdout_buffer: str - - +read() str - +write(content str) void - +buffer_length() int - +append_stdin(content str) void - +get_stdout() str - +clear_stdout() void - } - - IOBuffer <|.. WebIOBuffer - IOBuffer <|.. StandardIOBuffer -``` - -#### Command classes - -```mermaid -classDiagram - direction LR - class Command { - <<abstract>> - +execute(memory WorkingMemory) CommandResult* - } - - class DeleteCommand { - +DeleteCommand(id str) - +execute(memory WorkingMemory) CommandResult - } - - class StopCommand { - +StopCommand() - +execute(memory WorkingMemory) CommandResult - } - - class CommandResult { - +message: str - +success: bool - +should_stop: bool - - +CommandResult(message str, success bool, should_stop bool) - +static success() CommandResult - +static failure(message str) CommandResult - +static stop() CommandResult - } - - Command <|-- DeleteCommand - Command <|-- StopCommand - Command -- CommandResult -``` -]]> - </stdout> - <stderr/> - </single> - <reasoning id="869e20e9-48ef-4223-b901-09796f4e0627"> - <![CDATA[ - The diagrams give a good overview of which classes to expect. - I will explore the `/root/sia/sia` directory to see which of these classes are already implemented. -]]> - </reasoning> - <single - exit_code="0" - id="fa7effb0-a1ce-468f-b556-c971f24dca54" - limit="10000"> - <![CDATA[ls -l /root/sia/sia]]> - <stdout> - <![CDATA[total 172 --rwxr-xr-x 1 root root 0 Oct 22 11:48 __init__.py --rwxr-xr-x 1 root root 4977 Nov 19 14:20 __main__.py -drwxr-xr-x 2 root root 4096 Nov 20 10:26 __pycache__ --rwxr-xr-x 1 root root 5943 Nov 15 15:54 auto_approver.py --rwxr-xr-x 1 root root 5242 Nov 13 16:31 background_entry.py --rwxr-xr-x 1 root root 3072 Nov 19 13:45 base_agent.py --rwxr-xr-x 1 root root 722 Nov 4 09:50 command.py --rwxr-xr-x 1 root root 1113 Nov 4 09:50 command_result.py --rwxr-xr-x 1 root root 5865 Nov 19 13:41 config.py --rwxr-xr-x 1 root root 1337 Nov 4 09:50 delete_command.py --rwxr-xr-x 1 root root 1537 Nov 4 09:50 entry.py --rwxr-xr-x 1 root root 2620 Nov 14 15:16 hf_llm_engine.py --rwxr-xr-x 1 root root 1082 Nov 4 09:50 io_buffer.py --rwxr-xr-x 1 root root 1683 Nov 19 13:54 iteration_logger.py --rwxr-xr-x 1 root root 385 Nov 14 14:21 llm_engine.py --rwxr-xr-x 1 root root 4018 Nov 19 14:20 local_llm_engine.py --rwxr-xr-x 1 root root 2269 Nov 19 14:20 mistral_llm_engine.py --rwxr-xr-x 1 root root 2407 Nov 19 14:20 openai_llm_engine.py --rwxr-xr-x 1 root root 1632 Nov 13 15:40 parse_error_entry.py --rwxr-xr-x 1 root root 1744 Nov 13 15:39 read_entry.py --rwxr-xr-x 1 root root 1323 Nov 13 15:38 reasoning_entry.py --rwxr-xr-x 1 root root 4127 Nov 19 14:20 repeat_entry.py --rwxr-xr-x 1 root root 5916 Nov 19 14:20 response_parser.py --rwxr-xr-x 1 root root 4173 Nov 19 14:20 single_entry.py --rwxr-xr-x 1 root root 2074 Nov 4 09:50 standard_io_buffer.py --rwxr-xr-x 1 root root 908 Nov 4 09:50 stop_command.py --rwxr-xr-x 1 root root 4152 Nov 14 13:36 system_metrics.py --rwxr-xr-x 1 root root 2510 Nov 12 16:17 util.py --rwxr-xr-x 1 root root 7818 Nov 19 13:54 web_agent.py --rwxr-xr-x 1 root root 2039 Nov 12 16:17 web_io_buffer.py --rwxr-xr-x 1 root root 6968 Nov 15 12:48 web_socket_manager.py --rwxr-xr-x 1 root root 3638 Nov 13 16:35 working_memory.py --rwxr-xr-x 1 root root 1688 Nov 13 15:41 write_entry.py --rwxr-xr-x 1 root root 3992 Nov 4 09:50 xml_validator.py -]]> - </stdout> - <stderr/> - </single> - <single - exit_code="0" - id="c83a4145-a43d-4b78-856b-6d81da1fad76" - limit="3072"> - <![CDATA[cat /root/sia/sia/base_agent.py]]> - <stdout> - <![CDATA[from abc import ABC -import xml.etree.ElementTree as ET - -from .llm_engine import LlmEngine -from .response_parser import ResponseParser -from .system_metrics import SystemMetrics -from .util import pretty_print_element -from .working_memory import WorkingMemory -from .xml_validator import XMLValidator - -class BaseAgent(ABC): - """ - Abstract base class for SIA agents. - - Provides core functionality for maintaining working memory, system metrics, - and coordinating components for LLM inference. - """ - - def __init__( - self, - system_prompt: str, - action_schema: str, - working_memory: WorkingMemory, - metrics: SystemMetrics, - llm: LlmEngine, - validator: XMLValidator, - parser: ResponseParser, - ): - """ - Initialize agent with required components. - """ - self._system_prompt = system_prompt - self._action_schema = action_schema - self._working_memory = working_memory - self._metrics = metrics - self._llm = llm - self._validator = validator - self._parser = parser - - def __del__(self): - """Clean up resources on deletion.""" - if hasattr(self, '_metrics'): - self._metrics.stop() - - @property - def system_prompt(self) -> str: - """Get the system prompt.""" - return f"{self._system_prompt}\n{self._action_schema}" - - def _compile_context(self) -> str: - """ - Compile the current context for LLM inference. - Includes system metrics and working memory entries. - - Returns: - str: Complete context as XML string - """ - memory_context = self._working_memory.generate_context() - metrics_data = self._metrics.get_metrics() - - # Create context element - context = ET.Element("context") - context.set("time", metrics_data["timestamp"]) - context.set("cpu", str(metrics_data["cpu"])) - context.set("gpu", str(metrics_data["gpu"])) - context.set("memory_used", str(metrics_data["memory_used"])) - context.set("memory_total", str(metrics_data["memory_total"])) - context.set("disk_used", str(metrics_data["disk_used"])) - context.set("disk_total", str(metrics_data["disk_total"])) - context.set("stdin", str(self._parser.io_buffer.buffer_length())) - context.set("context", "100") - - for entry in memory_context: - context.append(entry) - - context_str = pretty_print_element(context) - - # Calculate token usage percentage - token_count = self._llm.token_count(self.system_prompt, context_str) - token_limit = self._llm.token_limit() - context_usage = (float(token_count) / float(token_limit)) * 100.0 - - # Update context usage metric - context.set("context", str(round(context_usage, 2))) - - return pretty_print_element(context)]]> - </stdout> - <stderr/> - </single> -</context><reasoning> - Looking at BaseAgent I can see it is a close match to the diagram with some small differences. - I will create a notes directory where I will list differences between the schemas and the implementation. - I will go over each file or class in the diagram in alphabetical order. -</reasoning> \ No newline at end of file diff --git a/iterations/iteration_20241120_110116_096.xml b/iterations/iteration_20241120_110116_096.xml deleted file mode 100644 index 1df93b7..0000000 --- a/iterations/iteration_20241120_110116_096.xml +++ /dev/null @@ -1,633 +0,0 @@ - -<context - context="82.52" - cpu="0" - disk_total="1081101176832" - disk_used="125111209984" - gpu="0" - memory_total="16630431744" - memory_used="996315136" - stdin="0" - time="2024-11-20T11:01:08Z"> - <read_stdin id="3da7f743-19b7-4738-aaf9-49634618e8f7"> - <![CDATA[The SIA source is located in /root/sia. Not all features are implemented yet. Look at the readme and code to find what is missing. Make sure to unit test your work.]]> - </read_stdin> - <single exit_code="0" id="ac690fe5-45d0-4028-8120-107c318977a9"> - <![CDATA[grep -Eb "^#" /root/sia/README.md]]> - <stdout> - <![CDATA[0:# SIA - The Self Improving Agent -668:## Example -832:### Context -2323:### Responses -3462:## Working principles -3759:### Core Actions -3953:### Scripts -4204:#### Single-shot script -4433:#### Repeat script -4711:### Use of XML -5022:#### XML Data Flow -5705:### The SIA process -6048:### Server for debuggin and human input -6619:## Architecture -6885:### Core Components -6908:#### Agent Architecture -7521:#### Working Memory -8059:#### Command Processing -8490:#### IO Handling -8787:### Processing Flow -8810:#### Standard Agent Flow -9109:#### Web Agent Flow -9472:### Web Interface -9600:#### Server-Client Communication -9932:#### WebServer Architecture -10351:### Diagrams -10367:#### Core classes -12662:#### Standard Agent Flow -13387:#### Web Agent -15536:#### Web Agent Flow -16522:#### Entry classes -18459:#### IO Buffer classes -19156:#### Command classes -]]> - </stdout> - <stderr/> - </single> - <single exit_code="0" id="79f5a8b7-cc57-44c3-b942-c74e3bcabcf8"> - <![CDATA[head -c 668 /root/sia/README.md]]> - <stdout> - <![CDATA[# SIA - The Self Improving Agent - -SIA is an agentic artificial intelligence system that autonomously completes complex tasks by writing and executing scripts. -It uses a Large Language Model (LLM) which operates in a loop. -Each iteration a context is updated with system info and a list of previous reasoning and actions. -The agent responds with a new reasoning or an action. -Context, reasoning and actions are stored in a file for each iteration. -SIA can read past iterations to improve its reasoning and actions. -It can improve in two ways: -- By finetuning the LLM with a better reasoning or action for a given context -- By modifying its own source code - -]]> - </stdout> - <stderr/> - </single> - <single - exit_code="0" - id="c0aad1a9-48d4-46cd-bd5f-70230566b442" - limit="266" - stdout_truncated="true"> - <![CDATA[tail -c +6619 /root/sia/README.md]]> - <stdout> - <![CDATA[ -## Architecture - -SIA follows a modular architecture centered around an agent that processes context through an LLM to generate actions. -The system can run in two modes: a standard command-line mode and an interactive web mode for debugging and human feedback. - -### ]]> - </stdout> - <stderr/> - </single> - <single - exit_code="0" - id="973d9034-7076-479a-afea-4aaf81b065be" - limit="9624"> - <![CDATA[tail -c +10351 /root/sia/README.md]]> - <stdout> - <![CDATA[ -### Diagrams - -#### Core classes - -```mermaid -classDiagram - class SystemMetrics { - +SystemMetrics(sample_interval float) - +generate_context(context_usage float) ElementTree - +stop() void - -monitor_loop() void - } - - class LLMEngine { - +LLMEngine(model_path str) - +set_model_path(model_path str) void - +infer(system_prompt str, main_context str) Iterator~str~ - } - - class BaseAgent { - <<abstract>> - -working_memory: WorkingMemory - -metrics: SystemMetrics - -llm: LLMEngine - -parser: ResponseParser - -validator: XMLValidator - -action_schema: str - - #_compile_context() str - } - - class WorkingMemory { - -entries: List~Entry~ - - +WorkingMemory() - +add_entry(entry Entry) void - +remove_entry(id str) void - +clear() void - +get_entry(id str) Optional~Entry~ - +get_entries() List~Entry~ - +get_entries_count() int - +get_entries_by_type(type Type) List~Entry~ - +update() void - +generate_context() List~ElementTree~ - } - - class XMLValidator { - +XMLValidator(schema str) - +validate(xml str) Optional~str~ - +get_valid_root_elements() Set~str~ - } - - class ResponseParser { - -io_buffer: IOBuffer - - +ResponseParser(io_buffer IOBuffer) - +parse(xml str) Command | Entry - } - - class Entry { - <<abstract>> - +id: str readonly - +timestamp: datetime readonly - - +Entry(id str, timestamp datetime) - +update() void* - +generate_context() ElementTree* - +cleanup() void* - } - - class IOBuffer { - <<interface>> - +read() str* - +write(content str) void* - +buffer_length() int* - } - - class Command { - <<abstract>> - +execute(memory WorkingMemory) CommandResult* - } - - SystemMetrics "1" --* "1" BaseAgent - LLMEngine "1" --* "1" BaseAgent - XMLValidator "1" --* "1" BaseAgent - BaseAgent "1" *-- "1" IOBuffer - BaseAgent "1" *-- "1" WorkingMemory - BaseAgent "1" *-- "1" ResponseParser - WorkingMemory "1" *-- "*" Entry - ResponseParser ..> Entry - ResponseParser ..> Command -``` - -#### Standard Agent Flow - -```mermaid -stateDiagram-v2 - direction LR - state "Standard Agent Flow" as standard_agent_flow { - [*] --> UpdateSystem: Start - UpdateSystem --> CompileContext: Updated Metrics & Size - CompileContext --> ProcessLLM - ProcessLLM --> ValidateXML: LLM Response - ValidateXML --> ParseResponse: Valid XML - ValidateXML --> UpdateEntries: Invalid XML\nCreate ParseErrorEntry - ParseResponse --> ExecuteCommands: Command - ParseResponse --> UpdateEntries: Entry - ExecuteCommands --> [*]: Stop Command - ExecuteCommands --> UpdateEntries: Delete Command - UpdateEntries --> UpdateSystem: Continue Loop - } -``` - -#### Web Agent - -```mermaid -classDiagram - class BaseAgent { - <<abstract>> - -working_memory: WorkingMemory - -metrics: SystemMetrics - -llm: LLMEngine - -parser: ResponseParser - -validator: XMLValidator - -action_schema: str - - #_compile_context() str - } - - class StandardAgent { - +StandardAgent(model_path str, system_prompt str, action_schema str) - +run() void - } - - class WebAgent { - +context: str - +response: str readonly - +current_state WebAgentState readonly - +command_result Optional[CommandResult] readonly - +validation_error Optional[str] readonly - - +add_state_change_handler(handler Callable) void - +add_response_change_handler(handler Callable) void - +approve_context() void - +set__response(response str) void - +approve_response() void - } - - class WebAgentState { - - <<enumeration>> - UPDATE - CONTEXT_APPROVAL - INFERENCE - RESPONSE_APPROVAL - STOPPED - } - - class WebSocketManager { - -web_sockets: Set~WebSocket~ - - +WebServer(agent WebAgent, io_buffer WebIOBuffer, static_files path, host str, port int) - } - - class ClientMessage { - <<enumeration>> - APPROVE_CONTEXT - APPROVE_RESPONSE - MODIFY_RESPONSE - SEND_INPUT - } - - class ServerMessage { - <<enumeration>> - STATE_CHANGE - CONTEXT_UPDATE - RESPONSE_UPDATE - OUTPUT_UPDATE - VALIDATION_ERROR - } - - class WebIOBuffer { - -stdin_buffer: str - -stdout_buffer: str - - +read() str - +write(content str) void - +buffer_length() int - +append_stdin(content str) void - +get_stdout() str - +clear_stdout() void - } - - BaseAgent <|-- WebAgent - BaseAgent <|-- StandardAgent - - WebServer --> ClientMessage - WebServer --> ServerMessage - - WebServer "1" *-- "1" WebIOBuffer - WebServer "1" *-- "1" WebAgent - WebAgent "1" *-- "1" WebAgentState -``` - -#### Web Agent Flow - -```mermaid -stateDiagram-v2 - direction LR - state "Web Agent Flow" as web_agent_flow { - [*] --> UpdateSystem: Start - UpdateSystem --> CompileContext: Updated Metrics & Size - CompileContext --> WaitForContextApproval: Send Context - WaitForContextApproval --> ProcessLLM: Context Approved - ProcessLLM --> ValidateXML: LLM Response - ValidateXML --> WaitForResponseApproval: Send Validation Result - ValidateXML --> UpdateEntries: Invalid XML\nCreate ParseErrorEntry - - WaitForResponseApproval --> ValidateXML: Modified Response - WaitForResponseApproval --> ParseResponse: Approved Response - - ParseResponse --> ExecuteCommands: Command - ParseResponse --> UpdateEntries: Entry - - ExecuteCommands --> [*]: Stop Command - ExecuteCommands --> UpdateEntries: Delete Command - - UpdateEntries --> UpdateSystem: Continue Loop - } -``` - -#### Entry classes - -```mermaid -classDiagram - class Entry { - <<abstract>> - +id: str readonly - +timestamp: datetime readonly - - +Entry(id str, timestamp datetime) - +update() void* - +generate_context() ElementTree* - +cleanup() void* - } - - class ScriptEntry { - +script: str readonly - +stdout: str readonly - +stderr: str readonly - +exit_code: Optional~int~ readonly - - +Script(script str, id str, timestamp datetime) - +update() void - +generate_context() ElementTree - } - - class RepeatEntry { - +script: str readonly - +stdout: str readonly - +stderr: str readonly - +exit_code: Optional~int~ readonly - - +RepeatEntry(script str, id str, timestamp datetime) - +update() void - +generate_context() ElementTree - } - - class ReasoningEntry { - +content: str readonly - - +ReasoningEntry(content str, id str, timestamp datetime) - +update() void - +generate_context() ElementTree - } - - class ParseErrorEntry { - +content: str readonly - +error: str readonly - - +ParseErrorEntry(content str, error str, id str, timestamp datetime) - +update() void - +generate_context() ElementTree - } - - class ReadEntry { - +content: str readonly - - +ReadEntry(io_buffer IOBuffer, id str, timestamp datetime) - +update() void - +generate_context() ElementTree - } - - class WriteEntry { - +content: str readonly - - +WriteEntry(content str, io_buffer IOBuffer, id str, timestamp datetime) - +update() void - +generate_context() ElementTree - } - - ReasoningEntry --|> Entry - ParseErrorEntry --|> Entry - ReadEntry --|> Entry - Entry <|-- WriteEntry - Entry <|-- ScriptEntry - Entry <|-- RepeatEntry -``` - -#### IO Buffer classes - -```mermaid -classDiagram - class IOBuffer { - <<interface>> - +read() str* - +write(content str) void* - +buffer_length() int* - } - - class StandardIOBuffer { - +StandardIOBuffer() - +read() str - +write(content str) void - +buffer_length() int - } - - class WebIOBuffer { - -stdin_buffer: str - -stdout_buffer: str - - +read() str - +write(content str) void - +buffer_length() int - +append_stdin(content str) void - +get_stdout() str - +clear_stdout() void - } - - IOBuffer <|.. WebIOBuffer - IOBuffer <|.. StandardIOBuffer -``` - -#### Command classes - -```mermaid -classDiagram - direction LR - class Command { - <<abstract>> - +execute(memory WorkingMemory) CommandResult* - } - - class DeleteCommand { - +DeleteCommand(id str) - +execute(memory WorkingMemory) CommandResult - } - - class StopCommand { - +StopCommand() - +execute(memory WorkingMemory) CommandResult - } - - class CommandResult { - +message: str - +success: bool - +should_stop: bool - - +CommandResult(message str, success bool, should_stop bool) - +static success() CommandResult - +static failure(message str) CommandResult - +static stop() CommandResult - } - - Command <|-- DeleteCommand - Command <|-- StopCommand - Command -- CommandResult -``` -]]> - </stdout> - <stderr/> - </single> - <reasoning id="869e20e9-48ef-4223-b901-09796f4e0627"> - <![CDATA[ - The diagrams give a good overview of which classes to expect. - I will explore the `/root/sia/sia` directory to see which of these classes are already implemented. -]]> - </reasoning> - <single - exit_code="0" - id="fa7effb0-a1ce-468f-b556-c971f24dca54" - limit="10000"> - <![CDATA[ls -l /root/sia/sia]]> - <stdout> - <![CDATA[total 172 --rwxr-xr-x 1 root root 0 Oct 22 11:48 __init__.py --rwxr-xr-x 1 root root 4977 Nov 19 14:20 __main__.py -drwxr-xr-x 2 root root 4096 Nov 20 10:26 __pycache__ --rwxr-xr-x 1 root root 5943 Nov 15 15:54 auto_approver.py --rwxr-xr-x 1 root root 5242 Nov 13 16:31 background_entry.py --rwxr-xr-x 1 root root 3072 Nov 19 13:45 base_agent.py --rwxr-xr-x 1 root root 722 Nov 4 09:50 command.py --rwxr-xr-x 1 root root 1113 Nov 4 09:50 command_result.py --rwxr-xr-x 1 root root 5865 Nov 19 13:41 config.py --rwxr-xr-x 1 root root 1337 Nov 4 09:50 delete_command.py --rwxr-xr-x 1 root root 1537 Nov 4 09:50 entry.py --rwxr-xr-x 1 root root 2620 Nov 14 15:16 hf_llm_engine.py --rwxr-xr-x 1 root root 1082 Nov 4 09:50 io_buffer.py --rwxr-xr-x 1 root root 1683 Nov 19 13:54 iteration_logger.py --rwxr-xr-x 1 root root 385 Nov 14 14:21 llm_engine.py --rwxr-xr-x 1 root root 4018 Nov 19 14:20 local_llm_engine.py --rwxr-xr-x 1 root root 2269 Nov 19 14:20 mistral_llm_engine.py --rwxr-xr-x 1 root root 2407 Nov 19 14:20 openai_llm_engine.py --rwxr-xr-x 1 root root 1632 Nov 13 15:40 parse_error_entry.py --rwxr-xr-x 1 root root 1744 Nov 13 15:39 read_entry.py --rwxr-xr-x 1 root root 1323 Nov 13 15:38 reasoning_entry.py --rwxr-xr-x 1 root root 4127 Nov 19 14:20 repeat_entry.py --rwxr-xr-x 1 root root 5916 Nov 19 14:20 response_parser.py --rwxr-xr-x 1 root root 4173 Nov 19 14:20 single_entry.py --rwxr-xr-x 1 root root 2074 Nov 4 09:50 standard_io_buffer.py --rwxr-xr-x 1 root root 908 Nov 4 09:50 stop_command.py --rwxr-xr-x 1 root root 4152 Nov 14 13:36 system_metrics.py --rwxr-xr-x 1 root root 2510 Nov 12 16:17 util.py --rwxr-xr-x 1 root root 7818 Nov 19 13:54 web_agent.py --rwxr-xr-x 1 root root 2039 Nov 12 16:17 web_io_buffer.py --rwxr-xr-x 1 root root 6968 Nov 15 12:48 web_socket_manager.py --rwxr-xr-x 1 root root 3638 Nov 13 16:35 working_memory.py --rwxr-xr-x 1 root root 1688 Nov 13 15:41 write_entry.py --rwxr-xr-x 1 root root 3992 Nov 4 09:50 xml_validator.py -]]> - </stdout> - <stderr/> - </single> - <single - exit_code="0" - id="c83a4145-a43d-4b78-856b-6d81da1fad76" - limit="3072"> - <![CDATA[cat /root/sia/sia/base_agent.py]]> - <stdout> - <![CDATA[from abc import ABC -import xml.etree.ElementTree as ET - -from .llm_engine import LlmEngine -from .response_parser import ResponseParser -from .system_metrics import SystemMetrics -from .util import pretty_print_element -from .working_memory import WorkingMemory -from .xml_validator import XMLValidator - -class BaseAgent(ABC): - """ - Abstract base class for SIA agents. - - Provides core functionality for maintaining working memory, system metrics, - and coordinating components for LLM inference. - """ - - def __init__( - self, - system_prompt: str, - action_schema: str, - working_memory: WorkingMemory, - metrics: SystemMetrics, - llm: LlmEngine, - validator: XMLValidator, - parser: ResponseParser, - ): - """ - Initialize agent with required components. - """ - self._system_prompt = system_prompt - self._action_schema = action_schema - self._working_memory = working_memory - self._metrics = metrics - self._llm = llm - self._validator = validator - self._parser = parser - - def __del__(self): - """Clean up resources on deletion.""" - if hasattr(self, '_metrics'): - self._metrics.stop() - - @property - def system_prompt(self) -> str: - """Get the system prompt.""" - return f"{self._system_prompt}\n{self._action_schema}" - - def _compile_context(self) -> str: - """ - Compile the current context for LLM inference. - Includes system metrics and working memory entries. - - Returns: - str: Complete context as XML string - """ - memory_context = self._working_memory.generate_context() - metrics_data = self._metrics.get_metrics() - - # Create context element - context = ET.Element("context") - context.set("time", metrics_data["timestamp"]) - context.set("cpu", str(metrics_data["cpu"])) - context.set("gpu", str(metrics_data["gpu"])) - context.set("memory_used", str(metrics_data["memory_used"])) - context.set("memory_total", str(metrics_data["memory_total"])) - context.set("disk_used", str(metrics_data["disk_used"])) - context.set("disk_total", str(metrics_data["disk_total"])) - context.set("stdin", str(self._parser.io_buffer.buffer_length())) - context.set("context", "100") - - for entry in memory_context: - context.append(entry) - - context_str = pretty_print_element(context) - - # Calculate token usage percentage - token_count = self._llm.token_count(self.system_prompt, context_str) - token_limit = self._llm.token_limit() - context_usage = (float(token_count) / float(token_limit)) * 100.0 - - # Update context usage metric - context.set("context", str(round(context_usage, 2))) - - return pretty_print_element(context)]]> - </stdout> - <stderr/> - </single> - <reasoning id="addd6ca0-9623-474e-88f1-6d9cfa6d5a85"> - <![CDATA[ - Looking at BaseAgent I can see it is a close match to the diagram with some small differences. - I will create a notes directory where I will list differences between the schemas and the implementation. - I will go over each file or class in the diagram in alphabetical order. -]]> - </reasoning> -</context><single>mkdir /root/sia/notes</single> \ No newline at end of file diff --git a/iterations/iteration_20241120_110239_478.xml b/iterations/iteration_20241120_110239_478.xml deleted file mode 100644 index 33f022d..0000000 --- a/iterations/iteration_20241120_110239_478.xml +++ /dev/null @@ -1,638 +0,0 @@ - -<context - context="83.34" - cpu="0" - disk_total="1081101176832" - disk_used="125111214080" - gpu="0" - memory_total="16630431744" - memory_used="994213888" - stdin="0" - time="2024-11-20T11:01:16Z"> - <read_stdin id="3da7f743-19b7-4738-aaf9-49634618e8f7"> - <![CDATA[The SIA source is located in /root/sia. Not all features are implemented yet. Look at the readme and code to find what is missing. Make sure to unit test your work.]]> - </read_stdin> - <single exit_code="0" id="ac690fe5-45d0-4028-8120-107c318977a9"> - <![CDATA[grep -Eb "^#" /root/sia/README.md]]> - <stdout> - <![CDATA[0:# SIA - The Self Improving Agent -668:## Example -832:### Context -2323:### Responses -3462:## Working principles -3759:### Core Actions -3953:### Scripts -4204:#### Single-shot script -4433:#### Repeat script -4711:### Use of XML -5022:#### XML Data Flow -5705:### The SIA process -6048:### Server for debuggin and human input -6619:## Architecture -6885:### Core Components -6908:#### Agent Architecture -7521:#### Working Memory -8059:#### Command Processing -8490:#### IO Handling -8787:### Processing Flow -8810:#### Standard Agent Flow -9109:#### Web Agent Flow -9472:### Web Interface -9600:#### Server-Client Communication -9932:#### WebServer Architecture -10351:### Diagrams -10367:#### Core classes -12662:#### Standard Agent Flow -13387:#### Web Agent -15536:#### Web Agent Flow -16522:#### Entry classes -18459:#### IO Buffer classes -19156:#### Command classes -]]> - </stdout> - <stderr/> - </single> - <single exit_code="0" id="79f5a8b7-cc57-44c3-b942-c74e3bcabcf8"> - <![CDATA[head -c 668 /root/sia/README.md]]> - <stdout> - <![CDATA[# SIA - The Self Improving Agent - -SIA is an agentic artificial intelligence system that autonomously completes complex tasks by writing and executing scripts. -It uses a Large Language Model (LLM) which operates in a loop. -Each iteration a context is updated with system info and a list of previous reasoning and actions. -The agent responds with a new reasoning or an action. -Context, reasoning and actions are stored in a file for each iteration. -SIA can read past iterations to improve its reasoning and actions. -It can improve in two ways: -- By finetuning the LLM with a better reasoning or action for a given context -- By modifying its own source code - -]]> - </stdout> - <stderr/> - </single> - <single - exit_code="0" - id="c0aad1a9-48d4-46cd-bd5f-70230566b442" - limit="266" - stdout_truncated="true"> - <![CDATA[tail -c +6619 /root/sia/README.md]]> - <stdout> - <![CDATA[ -## Architecture - -SIA follows a modular architecture centered around an agent that processes context through an LLM to generate actions. -The system can run in two modes: a standard command-line mode and an interactive web mode for debugging and human feedback. - -### ]]> - </stdout> - <stderr/> - </single> - <single - exit_code="0" - id="973d9034-7076-479a-afea-4aaf81b065be" - limit="9624"> - <![CDATA[tail -c +10351 /root/sia/README.md]]> - <stdout> - <![CDATA[ -### Diagrams - -#### Core classes - -```mermaid -classDiagram - class SystemMetrics { - +SystemMetrics(sample_interval float) - +generate_context(context_usage float) ElementTree - +stop() void - -monitor_loop() void - } - - class LLMEngine { - +LLMEngine(model_path str) - +set_model_path(model_path str) void - +infer(system_prompt str, main_context str) Iterator~str~ - } - - class BaseAgent { - <<abstract>> - -working_memory: WorkingMemory - -metrics: SystemMetrics - -llm: LLMEngine - -parser: ResponseParser - -validator: XMLValidator - -action_schema: str - - #_compile_context() str - } - - class WorkingMemory { - -entries: List~Entry~ - - +WorkingMemory() - +add_entry(entry Entry) void - +remove_entry(id str) void - +clear() void - +get_entry(id str) Optional~Entry~ - +get_entries() List~Entry~ - +get_entries_count() int - +get_entries_by_type(type Type) List~Entry~ - +update() void - +generate_context() List~ElementTree~ - } - - class XMLValidator { - +XMLValidator(schema str) - +validate(xml str) Optional~str~ - +get_valid_root_elements() Set~str~ - } - - class ResponseParser { - -io_buffer: IOBuffer - - +ResponseParser(io_buffer IOBuffer) - +parse(xml str) Command | Entry - } - - class Entry { - <<abstract>> - +id: str readonly - +timestamp: datetime readonly - - +Entry(id str, timestamp datetime) - +update() void* - +generate_context() ElementTree* - +cleanup() void* - } - - class IOBuffer { - <<interface>> - +read() str* - +write(content str) void* - +buffer_length() int* - } - - class Command { - <<abstract>> - +execute(memory WorkingMemory) CommandResult* - } - - SystemMetrics "1" --* "1" BaseAgent - LLMEngine "1" --* "1" BaseAgent - XMLValidator "1" --* "1" BaseAgent - BaseAgent "1" *-- "1" IOBuffer - BaseAgent "1" *-- "1" WorkingMemory - BaseAgent "1" *-- "1" ResponseParser - WorkingMemory "1" *-- "*" Entry - ResponseParser ..> Entry - ResponseParser ..> Command -``` - -#### Standard Agent Flow - -```mermaid -stateDiagram-v2 - direction LR - state "Standard Agent Flow" as standard_agent_flow { - [*] --> UpdateSystem: Start - UpdateSystem --> CompileContext: Updated Metrics & Size - CompileContext --> ProcessLLM - ProcessLLM --> ValidateXML: LLM Response - ValidateXML --> ParseResponse: Valid XML - ValidateXML --> UpdateEntries: Invalid XML\nCreate ParseErrorEntry - ParseResponse --> ExecuteCommands: Command - ParseResponse --> UpdateEntries: Entry - ExecuteCommands --> [*]: Stop Command - ExecuteCommands --> UpdateEntries: Delete Command - UpdateEntries --> UpdateSystem: Continue Loop - } -``` - -#### Web Agent - -```mermaid -classDiagram - class BaseAgent { - <<abstract>> - -working_memory: WorkingMemory - -metrics: SystemMetrics - -llm: LLMEngine - -parser: ResponseParser - -validator: XMLValidator - -action_schema: str - - #_compile_context() str - } - - class StandardAgent { - +StandardAgent(model_path str, system_prompt str, action_schema str) - +run() void - } - - class WebAgent { - +context: str - +response: str readonly - +current_state WebAgentState readonly - +command_result Optional[CommandResult] readonly - +validation_error Optional[str] readonly - - +add_state_change_handler(handler Callable) void - +add_response_change_handler(handler Callable) void - +approve_context() void - +set__response(response str) void - +approve_response() void - } - - class WebAgentState { - - <<enumeration>> - UPDATE - CONTEXT_APPROVAL - INFERENCE - RESPONSE_APPROVAL - STOPPED - } - - class WebSocketManager { - -web_sockets: Set~WebSocket~ - - +WebServer(agent WebAgent, io_buffer WebIOBuffer, static_files path, host str, port int) - } - - class ClientMessage { - <<enumeration>> - APPROVE_CONTEXT - APPROVE_RESPONSE - MODIFY_RESPONSE - SEND_INPUT - } - - class ServerMessage { - <<enumeration>> - STATE_CHANGE - CONTEXT_UPDATE - RESPONSE_UPDATE - OUTPUT_UPDATE - VALIDATION_ERROR - } - - class WebIOBuffer { - -stdin_buffer: str - -stdout_buffer: str - - +read() str - +write(content str) void - +buffer_length() int - +append_stdin(content str) void - +get_stdout() str - +clear_stdout() void - } - - BaseAgent <|-- WebAgent - BaseAgent <|-- StandardAgent - - WebServer --> ClientMessage - WebServer --> ServerMessage - - WebServer "1" *-- "1" WebIOBuffer - WebServer "1" *-- "1" WebAgent - WebAgent "1" *-- "1" WebAgentState -``` - -#### Web Agent Flow - -```mermaid -stateDiagram-v2 - direction LR - state "Web Agent Flow" as web_agent_flow { - [*] --> UpdateSystem: Start - UpdateSystem --> CompileContext: Updated Metrics & Size - CompileContext --> WaitForContextApproval: Send Context - WaitForContextApproval --> ProcessLLM: Context Approved - ProcessLLM --> ValidateXML: LLM Response - ValidateXML --> WaitForResponseApproval: Send Validation Result - ValidateXML --> UpdateEntries: Invalid XML\nCreate ParseErrorEntry - - WaitForResponseApproval --> ValidateXML: Modified Response - WaitForResponseApproval --> ParseResponse: Approved Response - - ParseResponse --> ExecuteCommands: Command - ParseResponse --> UpdateEntries: Entry - - ExecuteCommands --> [*]: Stop Command - ExecuteCommands --> UpdateEntries: Delete Command - - UpdateEntries --> UpdateSystem: Continue Loop - } -``` - -#### Entry classes - -```mermaid -classDiagram - class Entry { - <<abstract>> - +id: str readonly - +timestamp: datetime readonly - - +Entry(id str, timestamp datetime) - +update() void* - +generate_context() ElementTree* - +cleanup() void* - } - - class ScriptEntry { - +script: str readonly - +stdout: str readonly - +stderr: str readonly - +exit_code: Optional~int~ readonly - - +Script(script str, id str, timestamp datetime) - +update() void - +generate_context() ElementTree - } - - class RepeatEntry { - +script: str readonly - +stdout: str readonly - +stderr: str readonly - +exit_code: Optional~int~ readonly - - +RepeatEntry(script str, id str, timestamp datetime) - +update() void - +generate_context() ElementTree - } - - class ReasoningEntry { - +content: str readonly - - +ReasoningEntry(content str, id str, timestamp datetime) - +update() void - +generate_context() ElementTree - } - - class ParseErrorEntry { - +content: str readonly - +error: str readonly - - +ParseErrorEntry(content str, error str, id str, timestamp datetime) - +update() void - +generate_context() ElementTree - } - - class ReadEntry { - +content: str readonly - - +ReadEntry(io_buffer IOBuffer, id str, timestamp datetime) - +update() void - +generate_context() ElementTree - } - - class WriteEntry { - +content: str readonly - - +WriteEntry(content str, io_buffer IOBuffer, id str, timestamp datetime) - +update() void - +generate_context() ElementTree - } - - ReasoningEntry --|> Entry - ParseErrorEntry --|> Entry - ReadEntry --|> Entry - Entry <|-- WriteEntry - Entry <|-- ScriptEntry - Entry <|-- RepeatEntry -``` - -#### IO Buffer classes - -```mermaid -classDiagram - class IOBuffer { - <<interface>> - +read() str* - +write(content str) void* - +buffer_length() int* - } - - class StandardIOBuffer { - +StandardIOBuffer() - +read() str - +write(content str) void - +buffer_length() int - } - - class WebIOBuffer { - -stdin_buffer: str - -stdout_buffer: str - - +read() str - +write(content str) void - +buffer_length() int - +append_stdin(content str) void - +get_stdout() str - +clear_stdout() void - } - - IOBuffer <|.. WebIOBuffer - IOBuffer <|.. StandardIOBuffer -``` - -#### Command classes - -```mermaid -classDiagram - direction LR - class Command { - <<abstract>> - +execute(memory WorkingMemory) CommandResult* - } - - class DeleteCommand { - +DeleteCommand(id str) - +execute(memory WorkingMemory) CommandResult - } - - class StopCommand { - +StopCommand() - +execute(memory WorkingMemory) CommandResult - } - - class CommandResult { - +message: str - +success: bool - +should_stop: bool - - +CommandResult(message str, success bool, should_stop bool) - +static success() CommandResult - +static failure(message str) CommandResult - +static stop() CommandResult - } - - Command <|-- DeleteCommand - Command <|-- StopCommand - Command -- CommandResult -``` -]]> - </stdout> - <stderr/> - </single> - <reasoning id="869e20e9-48ef-4223-b901-09796f4e0627"> - <![CDATA[ - The diagrams give a good overview of which classes to expect. - I will explore the `/root/sia/sia` directory to see which of these classes are already implemented. -]]> - </reasoning> - <single - exit_code="0" - id="fa7effb0-a1ce-468f-b556-c971f24dca54" - limit="10000"> - <![CDATA[ls -l /root/sia/sia]]> - <stdout> - <![CDATA[total 172 --rwxr-xr-x 1 root root 0 Oct 22 11:48 __init__.py --rwxr-xr-x 1 root root 4977 Nov 19 14:20 __main__.py -drwxr-xr-x 2 root root 4096 Nov 20 10:26 __pycache__ --rwxr-xr-x 1 root root 5943 Nov 15 15:54 auto_approver.py --rwxr-xr-x 1 root root 5242 Nov 13 16:31 background_entry.py --rwxr-xr-x 1 root root 3072 Nov 19 13:45 base_agent.py --rwxr-xr-x 1 root root 722 Nov 4 09:50 command.py --rwxr-xr-x 1 root root 1113 Nov 4 09:50 command_result.py --rwxr-xr-x 1 root root 5865 Nov 19 13:41 config.py --rwxr-xr-x 1 root root 1337 Nov 4 09:50 delete_command.py --rwxr-xr-x 1 root root 1537 Nov 4 09:50 entry.py --rwxr-xr-x 1 root root 2620 Nov 14 15:16 hf_llm_engine.py --rwxr-xr-x 1 root root 1082 Nov 4 09:50 io_buffer.py --rwxr-xr-x 1 root root 1683 Nov 19 13:54 iteration_logger.py --rwxr-xr-x 1 root root 385 Nov 14 14:21 llm_engine.py --rwxr-xr-x 1 root root 4018 Nov 19 14:20 local_llm_engine.py --rwxr-xr-x 1 root root 2269 Nov 19 14:20 mistral_llm_engine.py --rwxr-xr-x 1 root root 2407 Nov 19 14:20 openai_llm_engine.py --rwxr-xr-x 1 root root 1632 Nov 13 15:40 parse_error_entry.py --rwxr-xr-x 1 root root 1744 Nov 13 15:39 read_entry.py --rwxr-xr-x 1 root root 1323 Nov 13 15:38 reasoning_entry.py --rwxr-xr-x 1 root root 4127 Nov 19 14:20 repeat_entry.py --rwxr-xr-x 1 root root 5916 Nov 19 14:20 response_parser.py --rwxr-xr-x 1 root root 4173 Nov 19 14:20 single_entry.py --rwxr-xr-x 1 root root 2074 Nov 4 09:50 standard_io_buffer.py --rwxr-xr-x 1 root root 908 Nov 4 09:50 stop_command.py --rwxr-xr-x 1 root root 4152 Nov 14 13:36 system_metrics.py --rwxr-xr-x 1 root root 2510 Nov 12 16:17 util.py --rwxr-xr-x 1 root root 7818 Nov 19 13:54 web_agent.py --rwxr-xr-x 1 root root 2039 Nov 12 16:17 web_io_buffer.py --rwxr-xr-x 1 root root 6968 Nov 15 12:48 web_socket_manager.py --rwxr-xr-x 1 root root 3638 Nov 13 16:35 working_memory.py --rwxr-xr-x 1 root root 1688 Nov 13 15:41 write_entry.py --rwxr-xr-x 1 root root 3992 Nov 4 09:50 xml_validator.py -]]> - </stdout> - <stderr/> - </single> - <single - exit_code="0" - id="c83a4145-a43d-4b78-856b-6d81da1fad76" - limit="3072"> - <![CDATA[cat /root/sia/sia/base_agent.py]]> - <stdout> - <![CDATA[from abc import ABC -import xml.etree.ElementTree as ET - -from .llm_engine import LlmEngine -from .response_parser import ResponseParser -from .system_metrics import SystemMetrics -from .util import pretty_print_element -from .working_memory import WorkingMemory -from .xml_validator import XMLValidator - -class BaseAgent(ABC): - """ - Abstract base class for SIA agents. - - Provides core functionality for maintaining working memory, system metrics, - and coordinating components for LLM inference. - """ - - def __init__( - self, - system_prompt: str, - action_schema: str, - working_memory: WorkingMemory, - metrics: SystemMetrics, - llm: LlmEngine, - validator: XMLValidator, - parser: ResponseParser, - ): - """ - Initialize agent with required components. - """ - self._system_prompt = system_prompt - self._action_schema = action_schema - self._working_memory = working_memory - self._metrics = metrics - self._llm = llm - self._validator = validator - self._parser = parser - - def __del__(self): - """Clean up resources on deletion.""" - if hasattr(self, '_metrics'): - self._metrics.stop() - - @property - def system_prompt(self) -> str: - """Get the system prompt.""" - return f"{self._system_prompt}\n{self._action_schema}" - - def _compile_context(self) -> str: - """ - Compile the current context for LLM inference. - Includes system metrics and working memory entries. - - Returns: - str: Complete context as XML string - """ - memory_context = self._working_memory.generate_context() - metrics_data = self._metrics.get_metrics() - - # Create context element - context = ET.Element("context") - context.set("time", metrics_data["timestamp"]) - context.set("cpu", str(metrics_data["cpu"])) - context.set("gpu", str(metrics_data["gpu"])) - context.set("memory_used", str(metrics_data["memory_used"])) - context.set("memory_total", str(metrics_data["memory_total"])) - context.set("disk_used", str(metrics_data["disk_used"])) - context.set("disk_total", str(metrics_data["disk_total"])) - context.set("stdin", str(self._parser.io_buffer.buffer_length())) - context.set("context", "100") - - for entry in memory_context: - context.append(entry) - - context_str = pretty_print_element(context) - - # Calculate token usage percentage - token_count = self._llm.token_count(self.system_prompt, context_str) - token_limit = self._llm.token_limit() - context_usage = (float(token_count) / float(token_limit)) * 100.0 - - # Update context usage metric - context.set("context", str(round(context_usage, 2))) - - return pretty_print_element(context)]]> - </stdout> - <stderr/> - </single> - <reasoning id="addd6ca0-9623-474e-88f1-6d9cfa6d5a85"> - <![CDATA[ - Looking at BaseAgent I can see it is a close match to the diagram with some small differences. - I will create a notes directory where I will list differences between the schemas and the implementation. - I will go over each file or class in the diagram in alphabetical order. -]]> - </reasoning> - <single exit_code="0" id="a9a8e48a-6c5f-42d3-884d-a616921a2a52"> - <![CDATA[mkdir /root/sia/notes]]> - <stdout/> - <stderr/> - </single> -</context><repeat>tail -v -n +1 /root/sia/notes/*</repeat> \ No newline at end of file diff --git a/iterations/iteration_20241120_110710_079.xml b/iterations/iteration_20241120_110710_079.xml deleted file mode 100644 index 51246d5..0000000 --- a/iterations/iteration_20241120_110710_079.xml +++ /dev/null @@ -1,651 +0,0 @@ - -<context - context="84.56" - cpu="0" - disk_total="1081101176832" - disk_used="125111214080" - gpu="0" - memory_total="16630431744" - memory_used="993923072" - stdin="0" - time="2024-11-20T11:02:39Z"> - <read_stdin id="3da7f743-19b7-4738-aaf9-49634618e8f7"> - <![CDATA[The SIA source is located in /root/sia. Not all features are implemented yet. Look at the readme and code to find what is missing. Make sure to unit test your work.]]> - </read_stdin> - <single exit_code="0" id="ac690fe5-45d0-4028-8120-107c318977a9"> - <![CDATA[grep -Eb "^#" /root/sia/README.md]]> - <stdout> - <![CDATA[0:# SIA - The Self Improving Agent -668:## Example -832:### Context -2323:### Responses -3462:## Working principles -3759:### Core Actions -3953:### Scripts -4204:#### Single-shot script -4433:#### Repeat script -4711:### Use of XML -5022:#### XML Data Flow -5705:### The SIA process -6048:### Server for debuggin and human input -6619:## Architecture -6885:### Core Components -6908:#### Agent Architecture -7521:#### Working Memory -8059:#### Command Processing -8490:#### IO Handling -8787:### Processing Flow -8810:#### Standard Agent Flow -9109:#### Web Agent Flow -9472:### Web Interface -9600:#### Server-Client Communication -9932:#### WebServer Architecture -10351:### Diagrams -10367:#### Core classes -12662:#### Standard Agent Flow -13387:#### Web Agent -15536:#### Web Agent Flow -16522:#### Entry classes -18459:#### IO Buffer classes -19156:#### Command classes -]]> - </stdout> - <stderr/> - </single> - <single exit_code="0" id="79f5a8b7-cc57-44c3-b942-c74e3bcabcf8"> - <![CDATA[head -c 668 /root/sia/README.md]]> - <stdout> - <![CDATA[# SIA - The Self Improving Agent - -SIA is an agentic artificial intelligence system that autonomously completes complex tasks by writing and executing scripts. -It uses a Large Language Model (LLM) which operates in a loop. -Each iteration a context is updated with system info and a list of previous reasoning and actions. -The agent responds with a new reasoning or an action. -Context, reasoning and actions are stored in a file for each iteration. -SIA can read past iterations to improve its reasoning and actions. -It can improve in two ways: -- By finetuning the LLM with a better reasoning or action for a given context -- By modifying its own source code - -]]> - </stdout> - <stderr/> - </single> - <single - exit_code="0" - id="c0aad1a9-48d4-46cd-bd5f-70230566b442" - limit="266" - stdout_truncated="true"> - <![CDATA[tail -c +6619 /root/sia/README.md]]> - <stdout> - <![CDATA[ -## Architecture - -SIA follows a modular architecture centered around an agent that processes context through an LLM to generate actions. -The system can run in two modes: a standard command-line mode and an interactive web mode for debugging and human feedback. - -### ]]> - </stdout> - <stderr/> - </single> - <single - exit_code="0" - id="973d9034-7076-479a-afea-4aaf81b065be" - limit="9624"> - <![CDATA[tail -c +10351 /root/sia/README.md]]> - <stdout> - <![CDATA[ -### Diagrams - -#### Core classes - -```mermaid -classDiagram - class SystemMetrics { - +SystemMetrics(sample_interval float) - +generate_context(context_usage float) ElementTree - +stop() void - -monitor_loop() void - } - - class LLMEngine { - +LLMEngine(model_path str) - +set_model_path(model_path str) void - +infer(system_prompt str, main_context str) Iterator~str~ - } - - class BaseAgent { - <<abstract>> - -working_memory: WorkingMemory - -metrics: SystemMetrics - -llm: LLMEngine - -parser: ResponseParser - -validator: XMLValidator - -action_schema: str - - #_compile_context() str - } - - class WorkingMemory { - -entries: List~Entry~ - - +WorkingMemory() - +add_entry(entry Entry) void - +remove_entry(id str) void - +clear() void - +get_entry(id str) Optional~Entry~ - +get_entries() List~Entry~ - +get_entries_count() int - +get_entries_by_type(type Type) List~Entry~ - +update() void - +generate_context() List~ElementTree~ - } - - class XMLValidator { - +XMLValidator(schema str) - +validate(xml str) Optional~str~ - +get_valid_root_elements() Set~str~ - } - - class ResponseParser { - -io_buffer: IOBuffer - - +ResponseParser(io_buffer IOBuffer) - +parse(xml str) Command | Entry - } - - class Entry { - <<abstract>> - +id: str readonly - +timestamp: datetime readonly - - +Entry(id str, timestamp datetime) - +update() void* - +generate_context() ElementTree* - +cleanup() void* - } - - class IOBuffer { - <<interface>> - +read() str* - +write(content str) void* - +buffer_length() int* - } - - class Command { - <<abstract>> - +execute(memory WorkingMemory) CommandResult* - } - - SystemMetrics "1" --* "1" BaseAgent - LLMEngine "1" --* "1" BaseAgent - XMLValidator "1" --* "1" BaseAgent - BaseAgent "1" *-- "1" IOBuffer - BaseAgent "1" *-- "1" WorkingMemory - BaseAgent "1" *-- "1" ResponseParser - WorkingMemory "1" *-- "*" Entry - ResponseParser ..> Entry - ResponseParser ..> Command -``` - -#### Standard Agent Flow - -```mermaid -stateDiagram-v2 - direction LR - state "Standard Agent Flow" as standard_agent_flow { - [*] --> UpdateSystem: Start - UpdateSystem --> CompileContext: Updated Metrics & Size - CompileContext --> ProcessLLM - ProcessLLM --> ValidateXML: LLM Response - ValidateXML --> ParseResponse: Valid XML - ValidateXML --> UpdateEntries: Invalid XML\nCreate ParseErrorEntry - ParseResponse --> ExecuteCommands: Command - ParseResponse --> UpdateEntries: Entry - ExecuteCommands --> [*]: Stop Command - ExecuteCommands --> UpdateEntries: Delete Command - UpdateEntries --> UpdateSystem: Continue Loop - } -``` - -#### Web Agent - -```mermaid -classDiagram - class BaseAgent { - <<abstract>> - -working_memory: WorkingMemory - -metrics: SystemMetrics - -llm: LLMEngine - -parser: ResponseParser - -validator: XMLValidator - -action_schema: str - - #_compile_context() str - } - - class StandardAgent { - +StandardAgent(model_path str, system_prompt str, action_schema str) - +run() void - } - - class WebAgent { - +context: str - +response: str readonly - +current_state WebAgentState readonly - +command_result Optional[CommandResult] readonly - +validation_error Optional[str] readonly - - +add_state_change_handler(handler Callable) void - +add_response_change_handler(handler Callable) void - +approve_context() void - +set__response(response str) void - +approve_response() void - } - - class WebAgentState { - - <<enumeration>> - UPDATE - CONTEXT_APPROVAL - INFERENCE - RESPONSE_APPROVAL - STOPPED - } - - class WebSocketManager { - -web_sockets: Set~WebSocket~ - - +WebServer(agent WebAgent, io_buffer WebIOBuffer, static_files path, host str, port int) - } - - class ClientMessage { - <<enumeration>> - APPROVE_CONTEXT - APPROVE_RESPONSE - MODIFY_RESPONSE - SEND_INPUT - } - - class ServerMessage { - <<enumeration>> - STATE_CHANGE - CONTEXT_UPDATE - RESPONSE_UPDATE - OUTPUT_UPDATE - VALIDATION_ERROR - } - - class WebIOBuffer { - -stdin_buffer: str - -stdout_buffer: str - - +read() str - +write(content str) void - +buffer_length() int - +append_stdin(content str) void - +get_stdout() str - +clear_stdout() void - } - - BaseAgent <|-- WebAgent - BaseAgent <|-- StandardAgent - - WebServer --> ClientMessage - WebServer --> ServerMessage - - WebServer "1" *-- "1" WebIOBuffer - WebServer "1" *-- "1" WebAgent - WebAgent "1" *-- "1" WebAgentState -``` - -#### Web Agent Flow - -```mermaid -stateDiagram-v2 - direction LR - state "Web Agent Flow" as web_agent_flow { - [*] --> UpdateSystem: Start - UpdateSystem --> CompileContext: Updated Metrics & Size - CompileContext --> WaitForContextApproval: Send Context - WaitForContextApproval --> ProcessLLM: Context Approved - ProcessLLM --> ValidateXML: LLM Response - ValidateXML --> WaitForResponseApproval: Send Validation Result - ValidateXML --> UpdateEntries: Invalid XML\nCreate ParseErrorEntry - - WaitForResponseApproval --> ValidateXML: Modified Response - WaitForResponseApproval --> ParseResponse: Approved Response - - ParseResponse --> ExecuteCommands: Command - ParseResponse --> UpdateEntries: Entry - - ExecuteCommands --> [*]: Stop Command - ExecuteCommands --> UpdateEntries: Delete Command - - UpdateEntries --> UpdateSystem: Continue Loop - } -``` - -#### Entry classes - -```mermaid -classDiagram - class Entry { - <<abstract>> - +id: str readonly - +timestamp: datetime readonly - - +Entry(id str, timestamp datetime) - +update() void* - +generate_context() ElementTree* - +cleanup() void* - } - - class ScriptEntry { - +script: str readonly - +stdout: str readonly - +stderr: str readonly - +exit_code: Optional~int~ readonly - - +Script(script str, id str, timestamp datetime) - +update() void - +generate_context() ElementTree - } - - class RepeatEntry { - +script: str readonly - +stdout: str readonly - +stderr: str readonly - +exit_code: Optional~int~ readonly - - +RepeatEntry(script str, id str, timestamp datetime) - +update() void - +generate_context() ElementTree - } - - class ReasoningEntry { - +content: str readonly - - +ReasoningEntry(content str, id str, timestamp datetime) - +update() void - +generate_context() ElementTree - } - - class ParseErrorEntry { - +content: str readonly - +error: str readonly - - +ParseErrorEntry(content str, error str, id str, timestamp datetime) - +update() void - +generate_context() ElementTree - } - - class ReadEntry { - +content: str readonly - - +ReadEntry(io_buffer IOBuffer, id str, timestamp datetime) - +update() void - +generate_context() ElementTree - } - - class WriteEntry { - +content: str readonly - - +WriteEntry(content str, io_buffer IOBuffer, id str, timestamp datetime) - +update() void - +generate_context() ElementTree - } - - ReasoningEntry --|> Entry - ParseErrorEntry --|> Entry - ReadEntry --|> Entry - Entry <|-- WriteEntry - Entry <|-- ScriptEntry - Entry <|-- RepeatEntry -``` - -#### IO Buffer classes - -```mermaid -classDiagram - class IOBuffer { - <<interface>> - +read() str* - +write(content str) void* - +buffer_length() int* - } - - class StandardIOBuffer { - +StandardIOBuffer() - +read() str - +write(content str) void - +buffer_length() int - } - - class WebIOBuffer { - -stdin_buffer: str - -stdout_buffer: str - - +read() str - +write(content str) void - +buffer_length() int - +append_stdin(content str) void - +get_stdout() str - +clear_stdout() void - } - - IOBuffer <|.. WebIOBuffer - IOBuffer <|.. StandardIOBuffer -``` - -#### Command classes - -```mermaid -classDiagram - direction LR - class Command { - <<abstract>> - +execute(memory WorkingMemory) CommandResult* - } - - class DeleteCommand { - +DeleteCommand(id str) - +execute(memory WorkingMemory) CommandResult - } - - class StopCommand { - +StopCommand() - +execute(memory WorkingMemory) CommandResult - } - - class CommandResult { - +message: str - +success: bool - +should_stop: bool - - +CommandResult(message str, success bool, should_stop bool) - +static success() CommandResult - +static failure(message str) CommandResult - +static stop() CommandResult - } - - Command <|-- DeleteCommand - Command <|-- StopCommand - Command -- CommandResult -``` -]]> - </stdout> - <stderr/> - </single> - <reasoning id="869e20e9-48ef-4223-b901-09796f4e0627"> - <![CDATA[ - The diagrams give a good overview of which classes to expect. - I will explore the `/root/sia/sia` directory to see which of these classes are already implemented. -]]> - </reasoning> - <single - exit_code="0" - id="fa7effb0-a1ce-468f-b556-c971f24dca54" - limit="10000"> - <![CDATA[ls -l /root/sia/sia]]> - <stdout> - <![CDATA[total 172 --rwxr-xr-x 1 root root 0 Oct 22 11:48 __init__.py --rwxr-xr-x 1 root root 4977 Nov 19 14:20 __main__.py -drwxr-xr-x 2 root root 4096 Nov 20 10:26 __pycache__ --rwxr-xr-x 1 root root 5943 Nov 15 15:54 auto_approver.py --rwxr-xr-x 1 root root 5242 Nov 13 16:31 background_entry.py --rwxr-xr-x 1 root root 3072 Nov 19 13:45 base_agent.py --rwxr-xr-x 1 root root 722 Nov 4 09:50 command.py --rwxr-xr-x 1 root root 1113 Nov 4 09:50 command_result.py --rwxr-xr-x 1 root root 5865 Nov 19 13:41 config.py --rwxr-xr-x 1 root root 1337 Nov 4 09:50 delete_command.py --rwxr-xr-x 1 root root 1537 Nov 4 09:50 entry.py --rwxr-xr-x 1 root root 2620 Nov 14 15:16 hf_llm_engine.py --rwxr-xr-x 1 root root 1082 Nov 4 09:50 io_buffer.py --rwxr-xr-x 1 root root 1683 Nov 19 13:54 iteration_logger.py --rwxr-xr-x 1 root root 385 Nov 14 14:21 llm_engine.py --rwxr-xr-x 1 root root 4018 Nov 19 14:20 local_llm_engine.py --rwxr-xr-x 1 root root 2269 Nov 19 14:20 mistral_llm_engine.py --rwxr-xr-x 1 root root 2407 Nov 19 14:20 openai_llm_engine.py --rwxr-xr-x 1 root root 1632 Nov 13 15:40 parse_error_entry.py --rwxr-xr-x 1 root root 1744 Nov 13 15:39 read_entry.py --rwxr-xr-x 1 root root 1323 Nov 13 15:38 reasoning_entry.py --rwxr-xr-x 1 root root 4127 Nov 19 14:20 repeat_entry.py --rwxr-xr-x 1 root root 5916 Nov 19 14:20 response_parser.py --rwxr-xr-x 1 root root 4173 Nov 19 14:20 single_entry.py --rwxr-xr-x 1 root root 2074 Nov 4 09:50 standard_io_buffer.py --rwxr-xr-x 1 root root 908 Nov 4 09:50 stop_command.py --rwxr-xr-x 1 root root 4152 Nov 14 13:36 system_metrics.py --rwxr-xr-x 1 root root 2510 Nov 12 16:17 util.py --rwxr-xr-x 1 root root 7818 Nov 19 13:54 web_agent.py --rwxr-xr-x 1 root root 2039 Nov 12 16:17 web_io_buffer.py --rwxr-xr-x 1 root root 6968 Nov 15 12:48 web_socket_manager.py --rwxr-xr-x 1 root root 3638 Nov 13 16:35 working_memory.py --rwxr-xr-x 1 root root 1688 Nov 13 15:41 write_entry.py --rwxr-xr-x 1 root root 3992 Nov 4 09:50 xml_validator.py -]]> - </stdout> - <stderr/> - </single> - <single - exit_code="0" - id="c83a4145-a43d-4b78-856b-6d81da1fad76" - limit="3072"> - <![CDATA[cat /root/sia/sia/base_agent.py]]> - <stdout> - <![CDATA[from abc import ABC -import xml.etree.ElementTree as ET - -from .llm_engine import LlmEngine -from .response_parser import ResponseParser -from .system_metrics import SystemMetrics -from .util import pretty_print_element -from .working_memory import WorkingMemory -from .xml_validator import XMLValidator - -class BaseAgent(ABC): - """ - Abstract base class for SIA agents. - - Provides core functionality for maintaining working memory, system metrics, - and coordinating components for LLM inference. - """ - - def __init__( - self, - system_prompt: str, - action_schema: str, - working_memory: WorkingMemory, - metrics: SystemMetrics, - llm: LlmEngine, - validator: XMLValidator, - parser: ResponseParser, - ): - """ - Initialize agent with required components. - """ - self._system_prompt = system_prompt - self._action_schema = action_schema - self._working_memory = working_memory - self._metrics = metrics - self._llm = llm - self._validator = validator - self._parser = parser - - def __del__(self): - """Clean up resources on deletion.""" - if hasattr(self, '_metrics'): - self._metrics.stop() - - @property - def system_prompt(self) -> str: - """Get the system prompt.""" - return f"{self._system_prompt}\n{self._action_schema}" - - def _compile_context(self) -> str: - """ - Compile the current context for LLM inference. - Includes system metrics and working memory entries. - - Returns: - str: Complete context as XML string - """ - memory_context = self._working_memory.generate_context() - metrics_data = self._metrics.get_metrics() - - # Create context element - context = ET.Element("context") - context.set("time", metrics_data["timestamp"]) - context.set("cpu", str(metrics_data["cpu"])) - context.set("gpu", str(metrics_data["gpu"])) - context.set("memory_used", str(metrics_data["memory_used"])) - context.set("memory_total", str(metrics_data["memory_total"])) - context.set("disk_used", str(metrics_data["disk_used"])) - context.set("disk_total", str(metrics_data["disk_total"])) - context.set("stdin", str(self._parser.io_buffer.buffer_length())) - context.set("context", "100") - - for entry in memory_context: - context.append(entry) - - context_str = pretty_print_element(context) - - # Calculate token usage percentage - token_count = self._llm.token_count(self.system_prompt, context_str) - token_limit = self._llm.token_limit() - context_usage = (float(token_count) / float(token_limit)) * 100.0 - - # Update context usage metric - context.set("context", str(round(context_usage, 2))) - - return pretty_print_element(context)]]> - </stdout> - <stderr/> - </single> - <reasoning id="addd6ca0-9623-474e-88f1-6d9cfa6d5a85"> - <![CDATA[ - Looking at BaseAgent I can see it is a close match to the diagram with some small differences. - I will create a notes directory where I will list differences between the schemas and the implementation. - I will go over each file or class in the diagram in alphabetical order. -]]> - </reasoning> - <single exit_code="0" id="a9a8e48a-6c5f-42d3-884d-a616921a2a52"> - <![CDATA[mkdir /root/sia/notes]]> - <stdout/> - <stderr/> - </single> - <repeat - exit_code="1" - id="29babba9-a49a-4ffb-b506-1ef929b834c2" - limit="1024"> - <![CDATA[tail -v -n +1 /root/sia/notes/*]]> - <stdout/> - <stderr> - <![CDATA[tail: cannot open '/root/sia/notes/*' for reading: No such file or directory -]]> - </stderr> - </repeat> -</context><single>echo "BaseAgent: -- The implementation has a public system_prompt property that is not mentioned in the diagram. -" > /root/sia/notes/base_agent.txt</single> \ No newline at end of file diff --git a/iterations/iteration_20241120_110909_721.xml b/iterations/iteration_20241120_110909_721.xml deleted file mode 100644 index fff6dca..0000000 --- a/iterations/iteration_20241120_110909_721.xml +++ /dev/null @@ -1,657 +0,0 @@ - -<context - context="85.66" - cpu="0" - disk_total="1081101176832" - disk_used="125111222272" - gpu="0" - memory_total="16630431744" - memory_used="981004288" - stdin="0" - time="2024-11-20T11:07:10Z"> - <read_stdin id="3da7f743-19b7-4738-aaf9-49634618e8f7"> - <![CDATA[The SIA source is located in /root/sia. Not all features are implemented yet. Look at the readme and code to find what is missing. Make sure to unit test your work.]]> - </read_stdin> - <single exit_code="0" id="ac690fe5-45d0-4028-8120-107c318977a9"> - <![CDATA[grep -Eb "^#" /root/sia/README.md]]> - <stdout> - <![CDATA[0:# SIA - The Self Improving Agent -668:## Example -832:### Context -2323:### Responses -3462:## Working principles -3759:### Core Actions -3953:### Scripts -4204:#### Single-shot script -4433:#### Repeat script -4711:### Use of XML -5022:#### XML Data Flow -5705:### The SIA process -6048:### Server for debuggin and human input -6619:## Architecture -6885:### Core Components -6908:#### Agent Architecture -7521:#### Working Memory -8059:#### Command Processing -8490:#### IO Handling -8787:### Processing Flow -8810:#### Standard Agent Flow -9109:#### Web Agent Flow -9472:### Web Interface -9600:#### Server-Client Communication -9932:#### WebServer Architecture -10351:### Diagrams -10367:#### Core classes -12662:#### Standard Agent Flow -13387:#### Web Agent -15536:#### Web Agent Flow -16522:#### Entry classes -18459:#### IO Buffer classes -19156:#### Command classes -]]> - </stdout> - <stderr/> - </single> - <single exit_code="0" id="79f5a8b7-cc57-44c3-b942-c74e3bcabcf8"> - <![CDATA[head -c 668 /root/sia/README.md]]> - <stdout> - <![CDATA[# SIA - The Self Improving Agent - -SIA is an agentic artificial intelligence system that autonomously completes complex tasks by writing and executing scripts. -It uses a Large Language Model (LLM) which operates in a loop. -Each iteration a context is updated with system info and a list of previous reasoning and actions. -The agent responds with a new reasoning or an action. -Context, reasoning and actions are stored in a file for each iteration. -SIA can read past iterations to improve its reasoning and actions. -It can improve in two ways: -- By finetuning the LLM with a better reasoning or action for a given context -- By modifying its own source code - -]]> - </stdout> - <stderr/> - </single> - <single - exit_code="0" - id="c0aad1a9-48d4-46cd-bd5f-70230566b442" - limit="266" - stdout_truncated="true"> - <![CDATA[tail -c +6619 /root/sia/README.md]]> - <stdout> - <![CDATA[ -## Architecture - -SIA follows a modular architecture centered around an agent that processes context through an LLM to generate actions. -The system can run in two modes: a standard command-line mode and an interactive web mode for debugging and human feedback. - -### ]]> - </stdout> - <stderr/> - </single> - <single - exit_code="0" - id="973d9034-7076-479a-afea-4aaf81b065be" - limit="9624"> - <![CDATA[tail -c +10351 /root/sia/README.md]]> - <stdout> - <![CDATA[ -### Diagrams - -#### Core classes - -```mermaid -classDiagram - class SystemMetrics { - +SystemMetrics(sample_interval float) - +generate_context(context_usage float) ElementTree - +stop() void - -monitor_loop() void - } - - class LLMEngine { - +LLMEngine(model_path str) - +set_model_path(model_path str) void - +infer(system_prompt str, main_context str) Iterator~str~ - } - - class BaseAgent { - <<abstract>> - -working_memory: WorkingMemory - -metrics: SystemMetrics - -llm: LLMEngine - -parser: ResponseParser - -validator: XMLValidator - -action_schema: str - - #_compile_context() str - } - - class WorkingMemory { - -entries: List~Entry~ - - +WorkingMemory() - +add_entry(entry Entry) void - +remove_entry(id str) void - +clear() void - +get_entry(id str) Optional~Entry~ - +get_entries() List~Entry~ - +get_entries_count() int - +get_entries_by_type(type Type) List~Entry~ - +update() void - +generate_context() List~ElementTree~ - } - - class XMLValidator { - +XMLValidator(schema str) - +validate(xml str) Optional~str~ - +get_valid_root_elements() Set~str~ - } - - class ResponseParser { - -io_buffer: IOBuffer - - +ResponseParser(io_buffer IOBuffer) - +parse(xml str) Command | Entry - } - - class Entry { - <<abstract>> - +id: str readonly - +timestamp: datetime readonly - - +Entry(id str, timestamp datetime) - +update() void* - +generate_context() ElementTree* - +cleanup() void* - } - - class IOBuffer { - <<interface>> - +read() str* - +write(content str) void* - +buffer_length() int* - } - - class Command { - <<abstract>> - +execute(memory WorkingMemory) CommandResult* - } - - SystemMetrics "1" --* "1" BaseAgent - LLMEngine "1" --* "1" BaseAgent - XMLValidator "1" --* "1" BaseAgent - BaseAgent "1" *-- "1" IOBuffer - BaseAgent "1" *-- "1" WorkingMemory - BaseAgent "1" *-- "1" ResponseParser - WorkingMemory "1" *-- "*" Entry - ResponseParser ..> Entry - ResponseParser ..> Command -``` - -#### Standard Agent Flow - -```mermaid -stateDiagram-v2 - direction LR - state "Standard Agent Flow" as standard_agent_flow { - [*] --> UpdateSystem: Start - UpdateSystem --> CompileContext: Updated Metrics & Size - CompileContext --> ProcessLLM - ProcessLLM --> ValidateXML: LLM Response - ValidateXML --> ParseResponse: Valid XML - ValidateXML --> UpdateEntries: Invalid XML\nCreate ParseErrorEntry - ParseResponse --> ExecuteCommands: Command - ParseResponse --> UpdateEntries: Entry - ExecuteCommands --> [*]: Stop Command - ExecuteCommands --> UpdateEntries: Delete Command - UpdateEntries --> UpdateSystem: Continue Loop - } -``` - -#### Web Agent - -```mermaid -classDiagram - class BaseAgent { - <<abstract>> - -working_memory: WorkingMemory - -metrics: SystemMetrics - -llm: LLMEngine - -parser: ResponseParser - -validator: XMLValidator - -action_schema: str - - #_compile_context() str - } - - class StandardAgent { - +StandardAgent(model_path str, system_prompt str, action_schema str) - +run() void - } - - class WebAgent { - +context: str - +response: str readonly - +current_state WebAgentState readonly - +command_result Optional[CommandResult] readonly - +validation_error Optional[str] readonly - - +add_state_change_handler(handler Callable) void - +add_response_change_handler(handler Callable) void - +approve_context() void - +set__response(response str) void - +approve_response() void - } - - class WebAgentState { - - <<enumeration>> - UPDATE - CONTEXT_APPROVAL - INFERENCE - RESPONSE_APPROVAL - STOPPED - } - - class WebSocketManager { - -web_sockets: Set~WebSocket~ - - +WebServer(agent WebAgent, io_buffer WebIOBuffer, static_files path, host str, port int) - } - - class ClientMessage { - <<enumeration>> - APPROVE_CONTEXT - APPROVE_RESPONSE - MODIFY_RESPONSE - SEND_INPUT - } - - class ServerMessage { - <<enumeration>> - STATE_CHANGE - CONTEXT_UPDATE - RESPONSE_UPDATE - OUTPUT_UPDATE - VALIDATION_ERROR - } - - class WebIOBuffer { - -stdin_buffer: str - -stdout_buffer: str - - +read() str - +write(content str) void - +buffer_length() int - +append_stdin(content str) void - +get_stdout() str - +clear_stdout() void - } - - BaseAgent <|-- WebAgent - BaseAgent <|-- StandardAgent - - WebServer --> ClientMessage - WebServer --> ServerMessage - - WebServer "1" *-- "1" WebIOBuffer - WebServer "1" *-- "1" WebAgent - WebAgent "1" *-- "1" WebAgentState -``` - -#### Web Agent Flow - -```mermaid -stateDiagram-v2 - direction LR - state "Web Agent Flow" as web_agent_flow { - [*] --> UpdateSystem: Start - UpdateSystem --> CompileContext: Updated Metrics & Size - CompileContext --> WaitForContextApproval: Send Context - WaitForContextApproval --> ProcessLLM: Context Approved - ProcessLLM --> ValidateXML: LLM Response - ValidateXML --> WaitForResponseApproval: Send Validation Result - ValidateXML --> UpdateEntries: Invalid XML\nCreate ParseErrorEntry - - WaitForResponseApproval --> ValidateXML: Modified Response - WaitForResponseApproval --> ParseResponse: Approved Response - - ParseResponse --> ExecuteCommands: Command - ParseResponse --> UpdateEntries: Entry - - ExecuteCommands --> [*]: Stop Command - ExecuteCommands --> UpdateEntries: Delete Command - - UpdateEntries --> UpdateSystem: Continue Loop - } -``` - -#### Entry classes - -```mermaid -classDiagram - class Entry { - <<abstract>> - +id: str readonly - +timestamp: datetime readonly - - +Entry(id str, timestamp datetime) - +update() void* - +generate_context() ElementTree* - +cleanup() void* - } - - class ScriptEntry { - +script: str readonly - +stdout: str readonly - +stderr: str readonly - +exit_code: Optional~int~ readonly - - +Script(script str, id str, timestamp datetime) - +update() void - +generate_context() ElementTree - } - - class RepeatEntry { - +script: str readonly - +stdout: str readonly - +stderr: str readonly - +exit_code: Optional~int~ readonly - - +RepeatEntry(script str, id str, timestamp datetime) - +update() void - +generate_context() ElementTree - } - - class ReasoningEntry { - +content: str readonly - - +ReasoningEntry(content str, id str, timestamp datetime) - +update() void - +generate_context() ElementTree - } - - class ParseErrorEntry { - +content: str readonly - +error: str readonly - - +ParseErrorEntry(content str, error str, id str, timestamp datetime) - +update() void - +generate_context() ElementTree - } - - class ReadEntry { - +content: str readonly - - +ReadEntry(io_buffer IOBuffer, id str, timestamp datetime) - +update() void - +generate_context() ElementTree - } - - class WriteEntry { - +content: str readonly - - +WriteEntry(content str, io_buffer IOBuffer, id str, timestamp datetime) - +update() void - +generate_context() ElementTree - } - - ReasoningEntry --|> Entry - ParseErrorEntry --|> Entry - ReadEntry --|> Entry - Entry <|-- WriteEntry - Entry <|-- ScriptEntry - Entry <|-- RepeatEntry -``` - -#### IO Buffer classes - -```mermaid -classDiagram - class IOBuffer { - <<interface>> - +read() str* - +write(content str) void* - +buffer_length() int* - } - - class StandardIOBuffer { - +StandardIOBuffer() - +read() str - +write(content str) void - +buffer_length() int - } - - class WebIOBuffer { - -stdin_buffer: str - -stdout_buffer: str - - +read() str - +write(content str) void - +buffer_length() int - +append_stdin(content str) void - +get_stdout() str - +clear_stdout() void - } - - IOBuffer <|.. WebIOBuffer - IOBuffer <|.. StandardIOBuffer -``` - -#### Command classes - -```mermaid -classDiagram - direction LR - class Command { - <<abstract>> - +execute(memory WorkingMemory) CommandResult* - } - - class DeleteCommand { - +DeleteCommand(id str) - +execute(memory WorkingMemory) CommandResult - } - - class StopCommand { - +StopCommand() - +execute(memory WorkingMemory) CommandResult - } - - class CommandResult { - +message: str - +success: bool - +should_stop: bool - - +CommandResult(message str, success bool, should_stop bool) - +static success() CommandResult - +static failure(message str) CommandResult - +static stop() CommandResult - } - - Command <|-- DeleteCommand - Command <|-- StopCommand - Command -- CommandResult -``` -]]> - </stdout> - <stderr/> - </single> - <reasoning id="869e20e9-48ef-4223-b901-09796f4e0627"> - <![CDATA[ - The diagrams give a good overview of which classes to expect. - I will explore the `/root/sia/sia` directory to see which of these classes are already implemented. -]]> - </reasoning> - <single - exit_code="0" - id="fa7effb0-a1ce-468f-b556-c971f24dca54" - limit="10000"> - <![CDATA[ls -l /root/sia/sia]]> - <stdout> - <![CDATA[total 172 --rwxr-xr-x 1 root root 0 Oct 22 11:48 __init__.py --rwxr-xr-x 1 root root 4977 Nov 19 14:20 __main__.py -drwxr-xr-x 2 root root 4096 Nov 20 10:26 __pycache__ --rwxr-xr-x 1 root root 5943 Nov 15 15:54 auto_approver.py --rwxr-xr-x 1 root root 5242 Nov 13 16:31 background_entry.py --rwxr-xr-x 1 root root 3072 Nov 19 13:45 base_agent.py --rwxr-xr-x 1 root root 722 Nov 4 09:50 command.py --rwxr-xr-x 1 root root 1113 Nov 4 09:50 command_result.py --rwxr-xr-x 1 root root 5865 Nov 19 13:41 config.py --rwxr-xr-x 1 root root 1337 Nov 4 09:50 delete_command.py --rwxr-xr-x 1 root root 1537 Nov 4 09:50 entry.py --rwxr-xr-x 1 root root 2620 Nov 14 15:16 hf_llm_engine.py --rwxr-xr-x 1 root root 1082 Nov 4 09:50 io_buffer.py --rwxr-xr-x 1 root root 1683 Nov 19 13:54 iteration_logger.py --rwxr-xr-x 1 root root 385 Nov 14 14:21 llm_engine.py --rwxr-xr-x 1 root root 4018 Nov 19 14:20 local_llm_engine.py --rwxr-xr-x 1 root root 2269 Nov 19 14:20 mistral_llm_engine.py --rwxr-xr-x 1 root root 2407 Nov 19 14:20 openai_llm_engine.py --rwxr-xr-x 1 root root 1632 Nov 13 15:40 parse_error_entry.py --rwxr-xr-x 1 root root 1744 Nov 13 15:39 read_entry.py --rwxr-xr-x 1 root root 1323 Nov 13 15:38 reasoning_entry.py --rwxr-xr-x 1 root root 4127 Nov 19 14:20 repeat_entry.py --rwxr-xr-x 1 root root 5916 Nov 19 14:20 response_parser.py --rwxr-xr-x 1 root root 4173 Nov 19 14:20 single_entry.py --rwxr-xr-x 1 root root 2074 Nov 4 09:50 standard_io_buffer.py --rwxr-xr-x 1 root root 908 Nov 4 09:50 stop_command.py --rwxr-xr-x 1 root root 4152 Nov 14 13:36 system_metrics.py --rwxr-xr-x 1 root root 2510 Nov 12 16:17 util.py --rwxr-xr-x 1 root root 7818 Nov 19 13:54 web_agent.py --rwxr-xr-x 1 root root 2039 Nov 12 16:17 web_io_buffer.py --rwxr-xr-x 1 root root 6968 Nov 15 12:48 web_socket_manager.py --rwxr-xr-x 1 root root 3638 Nov 13 16:35 working_memory.py --rwxr-xr-x 1 root root 1688 Nov 13 15:41 write_entry.py --rwxr-xr-x 1 root root 3992 Nov 4 09:50 xml_validator.py -]]> - </stdout> - <stderr/> - </single> - <single - exit_code="0" - id="c83a4145-a43d-4b78-856b-6d81da1fad76" - limit="3072"> - <![CDATA[cat /root/sia/sia/base_agent.py]]> - <stdout> - <![CDATA[from abc import ABC -import xml.etree.ElementTree as ET - -from .llm_engine import LlmEngine -from .response_parser import ResponseParser -from .system_metrics import SystemMetrics -from .util import pretty_print_element -from .working_memory import WorkingMemory -from .xml_validator import XMLValidator - -class BaseAgent(ABC): - """ - Abstract base class for SIA agents. - - Provides core functionality for maintaining working memory, system metrics, - and coordinating components for LLM inference. - """ - - def __init__( - self, - system_prompt: str, - action_schema: str, - working_memory: WorkingMemory, - metrics: SystemMetrics, - llm: LlmEngine, - validator: XMLValidator, - parser: ResponseParser, - ): - """ - Initialize agent with required components. - """ - self._system_prompt = system_prompt - self._action_schema = action_schema - self._working_memory = working_memory - self._metrics = metrics - self._llm = llm - self._validator = validator - self._parser = parser - - def __del__(self): - """Clean up resources on deletion.""" - if hasattr(self, '_metrics'): - self._metrics.stop() - - @property - def system_prompt(self) -> str: - """Get the system prompt.""" - return f"{self._system_prompt}\n{self._action_schema}" - - def _compile_context(self) -> str: - """ - Compile the current context for LLM inference. - Includes system metrics and working memory entries. - - Returns: - str: Complete context as XML string - """ - memory_context = self._working_memory.generate_context() - metrics_data = self._metrics.get_metrics() - - # Create context element - context = ET.Element("context") - context.set("time", metrics_data["timestamp"]) - context.set("cpu", str(metrics_data["cpu"])) - context.set("gpu", str(metrics_data["gpu"])) - context.set("memory_used", str(metrics_data["memory_used"])) - context.set("memory_total", str(metrics_data["memory_total"])) - context.set("disk_used", str(metrics_data["disk_used"])) - context.set("disk_total", str(metrics_data["disk_total"])) - context.set("stdin", str(self._parser.io_buffer.buffer_length())) - context.set("context", "100") - - for entry in memory_context: - context.append(entry) - - context_str = pretty_print_element(context) - - # Calculate token usage percentage - token_count = self._llm.token_count(self.system_prompt, context_str) - token_limit = self._llm.token_limit() - context_usage = (float(token_count) / float(token_limit)) * 100.0 - - # Update context usage metric - context.set("context", str(round(context_usage, 2))) - - return pretty_print_element(context)]]> - </stdout> - <stderr/> - </single> - <reasoning id="addd6ca0-9623-474e-88f1-6d9cfa6d5a85"> - <![CDATA[ - Looking at BaseAgent I can see it is a close match to the diagram with some small differences. - I will create a notes directory where I will list differences between the schemas and the implementation. - I will go over each file or class in the diagram in alphabetical order. -]]> - </reasoning> - <single exit_code="0" id="a9a8e48a-6c5f-42d3-884d-a616921a2a52"> - <![CDATA[mkdir /root/sia/notes]]> - <stdout/> - <stderr/> - </single> - <repeat - exit_code="0" - id="29babba9-a49a-4ffb-b506-1ef929b834c2" - limit="1024"> - <![CDATA[tail -v -n +1 /root/sia/notes/*]]> - <stdout/> - <stderr> - ==> /root/sia/notes/base_agent.txt <== -BaseAgent: -- The implementation has a public system_prompt property that is not mentioned in the diagram. - </stderr> - </repeat> - <single exit_code="0" id="a4af2309-ed76-4d53-ae92-a22d5caf4085"> - <![CDATA[echo "BaseAgent: -- The implementation has a public system_prompt property that is not mentioned in the diagram. -" > /root/sia/notes/base_agent.txt]]> - <stdout/> - <stderr/> - </single> -</context><delete id="a9a8e48a-6c5f-42d3-884d-a616921a2a52"/> \ No newline at end of file diff --git a/iterations/iteration_20241120_110951_671.xml b/iterations/iteration_20241120_110951_671.xml deleted file mode 100644 index c98070f..0000000 --- a/iterations/iteration_20241120_110951_671.xml +++ /dev/null @@ -1,652 +0,0 @@ - -<context - context="84.92" - cpu="0" - disk_total="1081101176832" - disk_used="125111222272" - gpu="0" - memory_total="16630431744" - memory_used="976871424" - stdin="0" - time="2024-11-20T11:09:09Z"> - <read_stdin id="3da7f743-19b7-4738-aaf9-49634618e8f7"> - <![CDATA[The SIA source is located in /root/sia. Not all features are implemented yet. Look at the readme and code to find what is missing. Make sure to unit test your work.]]> - </read_stdin> - <single exit_code="0" id="ac690fe5-45d0-4028-8120-107c318977a9"> - <![CDATA[grep -Eb "^#" /root/sia/README.md]]> - <stdout> - <![CDATA[0:# SIA - The Self Improving Agent -668:## Example -832:### Context -2323:### Responses -3462:## Working principles -3759:### Core Actions -3953:### Scripts -4204:#### Single-shot script -4433:#### Repeat script -4711:### Use of XML -5022:#### XML Data Flow -5705:### The SIA process -6048:### Server for debuggin and human input -6619:## Architecture -6885:### Core Components -6908:#### Agent Architecture -7521:#### Working Memory -8059:#### Command Processing -8490:#### IO Handling -8787:### Processing Flow -8810:#### Standard Agent Flow -9109:#### Web Agent Flow -9472:### Web Interface -9600:#### Server-Client Communication -9932:#### WebServer Architecture -10351:### Diagrams -10367:#### Core classes -12662:#### Standard Agent Flow -13387:#### Web Agent -15536:#### Web Agent Flow -16522:#### Entry classes -18459:#### IO Buffer classes -19156:#### Command classes -]]> - </stdout> - <stderr/> - </single> - <single exit_code="0" id="79f5a8b7-cc57-44c3-b942-c74e3bcabcf8"> - <![CDATA[head -c 668 /root/sia/README.md]]> - <stdout> - <![CDATA[# SIA - The Self Improving Agent - -SIA is an agentic artificial intelligence system that autonomously completes complex tasks by writing and executing scripts. -It uses a Large Language Model (LLM) which operates in a loop. -Each iteration a context is updated with system info and a list of previous reasoning and actions. -The agent responds with a new reasoning or an action. -Context, reasoning and actions are stored in a file for each iteration. -SIA can read past iterations to improve its reasoning and actions. -It can improve in two ways: -- By finetuning the LLM with a better reasoning or action for a given context -- By modifying its own source code - -]]> - </stdout> - <stderr/> - </single> - <single - exit_code="0" - id="c0aad1a9-48d4-46cd-bd5f-70230566b442" - limit="266" - stdout_truncated="true"> - <![CDATA[tail -c +6619 /root/sia/README.md]]> - <stdout> - <![CDATA[ -## Architecture - -SIA follows a modular architecture centered around an agent that processes context through an LLM to generate actions. -The system can run in two modes: a standard command-line mode and an interactive web mode for debugging and human feedback. - -### ]]> - </stdout> - <stderr/> - </single> - <single - exit_code="0" - id="973d9034-7076-479a-afea-4aaf81b065be" - limit="9624"> - <![CDATA[tail -c +10351 /root/sia/README.md]]> - <stdout> - <![CDATA[ -### Diagrams - -#### Core classes - -```mermaid -classDiagram - class SystemMetrics { - +SystemMetrics(sample_interval float) - +generate_context(context_usage float) ElementTree - +stop() void - -monitor_loop() void - } - - class LLMEngine { - +LLMEngine(model_path str) - +set_model_path(model_path str) void - +infer(system_prompt str, main_context str) Iterator~str~ - } - - class BaseAgent { - <<abstract>> - -working_memory: WorkingMemory - -metrics: SystemMetrics - -llm: LLMEngine - -parser: ResponseParser - -validator: XMLValidator - -action_schema: str - - #_compile_context() str - } - - class WorkingMemory { - -entries: List~Entry~ - - +WorkingMemory() - +add_entry(entry Entry) void - +remove_entry(id str) void - +clear() void - +get_entry(id str) Optional~Entry~ - +get_entries() List~Entry~ - +get_entries_count() int - +get_entries_by_type(type Type) List~Entry~ - +update() void - +generate_context() List~ElementTree~ - } - - class XMLValidator { - +XMLValidator(schema str) - +validate(xml str) Optional~str~ - +get_valid_root_elements() Set~str~ - } - - class ResponseParser { - -io_buffer: IOBuffer - - +ResponseParser(io_buffer IOBuffer) - +parse(xml str) Command | Entry - } - - class Entry { - <<abstract>> - +id: str readonly - +timestamp: datetime readonly - - +Entry(id str, timestamp datetime) - +update() void* - +generate_context() ElementTree* - +cleanup() void* - } - - class IOBuffer { - <<interface>> - +read() str* - +write(content str) void* - +buffer_length() int* - } - - class Command { - <<abstract>> - +execute(memory WorkingMemory) CommandResult* - } - - SystemMetrics "1" --* "1" BaseAgent - LLMEngine "1" --* "1" BaseAgent - XMLValidator "1" --* "1" BaseAgent - BaseAgent "1" *-- "1" IOBuffer - BaseAgent "1" *-- "1" WorkingMemory - BaseAgent "1" *-- "1" ResponseParser - WorkingMemory "1" *-- "*" Entry - ResponseParser ..> Entry - ResponseParser ..> Command -``` - -#### Standard Agent Flow - -```mermaid -stateDiagram-v2 - direction LR - state "Standard Agent Flow" as standard_agent_flow { - [*] --> UpdateSystem: Start - UpdateSystem --> CompileContext: Updated Metrics & Size - CompileContext --> ProcessLLM - ProcessLLM --> ValidateXML: LLM Response - ValidateXML --> ParseResponse: Valid XML - ValidateXML --> UpdateEntries: Invalid XML\nCreate ParseErrorEntry - ParseResponse --> ExecuteCommands: Command - ParseResponse --> UpdateEntries: Entry - ExecuteCommands --> [*]: Stop Command - ExecuteCommands --> UpdateEntries: Delete Command - UpdateEntries --> UpdateSystem: Continue Loop - } -``` - -#### Web Agent - -```mermaid -classDiagram - class BaseAgent { - <<abstract>> - -working_memory: WorkingMemory - -metrics: SystemMetrics - -llm: LLMEngine - -parser: ResponseParser - -validator: XMLValidator - -action_schema: str - - #_compile_context() str - } - - class StandardAgent { - +StandardAgent(model_path str, system_prompt str, action_schema str) - +run() void - } - - class WebAgent { - +context: str - +response: str readonly - +current_state WebAgentState readonly - +command_result Optional[CommandResult] readonly - +validation_error Optional[str] readonly - - +add_state_change_handler(handler Callable) void - +add_response_change_handler(handler Callable) void - +approve_context() void - +set__response(response str) void - +approve_response() void - } - - class WebAgentState { - - <<enumeration>> - UPDATE - CONTEXT_APPROVAL - INFERENCE - RESPONSE_APPROVAL - STOPPED - } - - class WebSocketManager { - -web_sockets: Set~WebSocket~ - - +WebServer(agent WebAgent, io_buffer WebIOBuffer, static_files path, host str, port int) - } - - class ClientMessage { - <<enumeration>> - APPROVE_CONTEXT - APPROVE_RESPONSE - MODIFY_RESPONSE - SEND_INPUT - } - - class ServerMessage { - <<enumeration>> - STATE_CHANGE - CONTEXT_UPDATE - RESPONSE_UPDATE - OUTPUT_UPDATE - VALIDATION_ERROR - } - - class WebIOBuffer { - -stdin_buffer: str - -stdout_buffer: str - - +read() str - +write(content str) void - +buffer_length() int - +append_stdin(content str) void - +get_stdout() str - +clear_stdout() void - } - - BaseAgent <|-- WebAgent - BaseAgent <|-- StandardAgent - - WebServer --> ClientMessage - WebServer --> ServerMessage - - WebServer "1" *-- "1" WebIOBuffer - WebServer "1" *-- "1" WebAgent - WebAgent "1" *-- "1" WebAgentState -``` - -#### Web Agent Flow - -```mermaid -stateDiagram-v2 - direction LR - state "Web Agent Flow" as web_agent_flow { - [*] --> UpdateSystem: Start - UpdateSystem --> CompileContext: Updated Metrics & Size - CompileContext --> WaitForContextApproval: Send Context - WaitForContextApproval --> ProcessLLM: Context Approved - ProcessLLM --> ValidateXML: LLM Response - ValidateXML --> WaitForResponseApproval: Send Validation Result - ValidateXML --> UpdateEntries: Invalid XML\nCreate ParseErrorEntry - - WaitForResponseApproval --> ValidateXML: Modified Response - WaitForResponseApproval --> ParseResponse: Approved Response - - ParseResponse --> ExecuteCommands: Command - ParseResponse --> UpdateEntries: Entry - - ExecuteCommands --> [*]: Stop Command - ExecuteCommands --> UpdateEntries: Delete Command - - UpdateEntries --> UpdateSystem: Continue Loop - } -``` - -#### Entry classes - -```mermaid -classDiagram - class Entry { - <<abstract>> - +id: str readonly - +timestamp: datetime readonly - - +Entry(id str, timestamp datetime) - +update() void* - +generate_context() ElementTree* - +cleanup() void* - } - - class ScriptEntry { - +script: str readonly - +stdout: str readonly - +stderr: str readonly - +exit_code: Optional~int~ readonly - - +Script(script str, id str, timestamp datetime) - +update() void - +generate_context() ElementTree - } - - class RepeatEntry { - +script: str readonly - +stdout: str readonly - +stderr: str readonly - +exit_code: Optional~int~ readonly - - +RepeatEntry(script str, id str, timestamp datetime) - +update() void - +generate_context() ElementTree - } - - class ReasoningEntry { - +content: str readonly - - +ReasoningEntry(content str, id str, timestamp datetime) - +update() void - +generate_context() ElementTree - } - - class ParseErrorEntry { - +content: str readonly - +error: str readonly - - +ParseErrorEntry(content str, error str, id str, timestamp datetime) - +update() void - +generate_context() ElementTree - } - - class ReadEntry { - +content: str readonly - - +ReadEntry(io_buffer IOBuffer, id str, timestamp datetime) - +update() void - +generate_context() ElementTree - } - - class WriteEntry { - +content: str readonly - - +WriteEntry(content str, io_buffer IOBuffer, id str, timestamp datetime) - +update() void - +generate_context() ElementTree - } - - ReasoningEntry --|> Entry - ParseErrorEntry --|> Entry - ReadEntry --|> Entry - Entry <|-- WriteEntry - Entry <|-- ScriptEntry - Entry <|-- RepeatEntry -``` - -#### IO Buffer classes - -```mermaid -classDiagram - class IOBuffer { - <<interface>> - +read() str* - +write(content str) void* - +buffer_length() int* - } - - class StandardIOBuffer { - +StandardIOBuffer() - +read() str - +write(content str) void - +buffer_length() int - } - - class WebIOBuffer { - -stdin_buffer: str - -stdout_buffer: str - - +read() str - +write(content str) void - +buffer_length() int - +append_stdin(content str) void - +get_stdout() str - +clear_stdout() void - } - - IOBuffer <|.. WebIOBuffer - IOBuffer <|.. StandardIOBuffer -``` - -#### Command classes - -```mermaid -classDiagram - direction LR - class Command { - <<abstract>> - +execute(memory WorkingMemory) CommandResult* - } - - class DeleteCommand { - +DeleteCommand(id str) - +execute(memory WorkingMemory) CommandResult - } - - class StopCommand { - +StopCommand() - +execute(memory WorkingMemory) CommandResult - } - - class CommandResult { - +message: str - +success: bool - +should_stop: bool - - +CommandResult(message str, success bool, should_stop bool) - +static success() CommandResult - +static failure(message str) CommandResult - +static stop() CommandResult - } - - Command <|-- DeleteCommand - Command <|-- StopCommand - Command -- CommandResult -``` -]]> - </stdout> - <stderr/> - </single> - <reasoning id="869e20e9-48ef-4223-b901-09796f4e0627"> - <![CDATA[ - The diagrams give a good overview of which classes to expect. - I will explore the `/root/sia/sia` directory to see which of these classes are already implemented. -]]> - </reasoning> - <single - exit_code="0" - id="fa7effb0-a1ce-468f-b556-c971f24dca54" - limit="10000"> - <![CDATA[ls -l /root/sia/sia]]> - <stdout> - <![CDATA[total 172 --rwxr-xr-x 1 root root 0 Oct 22 11:48 __init__.py --rwxr-xr-x 1 root root 4977 Nov 19 14:20 __main__.py -drwxr-xr-x 2 root root 4096 Nov 20 10:26 __pycache__ --rwxr-xr-x 1 root root 5943 Nov 15 15:54 auto_approver.py --rwxr-xr-x 1 root root 5242 Nov 13 16:31 background_entry.py --rwxr-xr-x 1 root root 3072 Nov 19 13:45 base_agent.py --rwxr-xr-x 1 root root 722 Nov 4 09:50 command.py --rwxr-xr-x 1 root root 1113 Nov 4 09:50 command_result.py --rwxr-xr-x 1 root root 5865 Nov 19 13:41 config.py --rwxr-xr-x 1 root root 1337 Nov 4 09:50 delete_command.py --rwxr-xr-x 1 root root 1537 Nov 4 09:50 entry.py --rwxr-xr-x 1 root root 2620 Nov 14 15:16 hf_llm_engine.py --rwxr-xr-x 1 root root 1082 Nov 4 09:50 io_buffer.py --rwxr-xr-x 1 root root 1683 Nov 19 13:54 iteration_logger.py --rwxr-xr-x 1 root root 385 Nov 14 14:21 llm_engine.py --rwxr-xr-x 1 root root 4018 Nov 19 14:20 local_llm_engine.py --rwxr-xr-x 1 root root 2269 Nov 19 14:20 mistral_llm_engine.py --rwxr-xr-x 1 root root 2407 Nov 19 14:20 openai_llm_engine.py --rwxr-xr-x 1 root root 1632 Nov 13 15:40 parse_error_entry.py --rwxr-xr-x 1 root root 1744 Nov 13 15:39 read_entry.py --rwxr-xr-x 1 root root 1323 Nov 13 15:38 reasoning_entry.py --rwxr-xr-x 1 root root 4127 Nov 19 14:20 repeat_entry.py --rwxr-xr-x 1 root root 5916 Nov 19 14:20 response_parser.py --rwxr-xr-x 1 root root 4173 Nov 19 14:20 single_entry.py --rwxr-xr-x 1 root root 2074 Nov 4 09:50 standard_io_buffer.py --rwxr-xr-x 1 root root 908 Nov 4 09:50 stop_command.py --rwxr-xr-x 1 root root 4152 Nov 14 13:36 system_metrics.py --rwxr-xr-x 1 root root 2510 Nov 12 16:17 util.py --rwxr-xr-x 1 root root 7818 Nov 19 13:54 web_agent.py --rwxr-xr-x 1 root root 2039 Nov 12 16:17 web_io_buffer.py --rwxr-xr-x 1 root root 6968 Nov 15 12:48 web_socket_manager.py --rwxr-xr-x 1 root root 3638 Nov 13 16:35 working_memory.py --rwxr-xr-x 1 root root 1688 Nov 13 15:41 write_entry.py --rwxr-xr-x 1 root root 3992 Nov 4 09:50 xml_validator.py -]]> - </stdout> - <stderr/> - </single> - <single - exit_code="0" - id="c83a4145-a43d-4b78-856b-6d81da1fad76" - limit="3072"> - <![CDATA[cat /root/sia/sia/base_agent.py]]> - <stdout> - <![CDATA[from abc import ABC -import xml.etree.ElementTree as ET - -from .llm_engine import LlmEngine -from .response_parser import ResponseParser -from .system_metrics import SystemMetrics -from .util import pretty_print_element -from .working_memory import WorkingMemory -from .xml_validator import XMLValidator - -class BaseAgent(ABC): - """ - Abstract base class for SIA agents. - - Provides core functionality for maintaining working memory, system metrics, - and coordinating components for LLM inference. - """ - - def __init__( - self, - system_prompt: str, - action_schema: str, - working_memory: WorkingMemory, - metrics: SystemMetrics, - llm: LlmEngine, - validator: XMLValidator, - parser: ResponseParser, - ): - """ - Initialize agent with required components. - """ - self._system_prompt = system_prompt - self._action_schema = action_schema - self._working_memory = working_memory - self._metrics = metrics - self._llm = llm - self._validator = validator - self._parser = parser - - def __del__(self): - """Clean up resources on deletion.""" - if hasattr(self, '_metrics'): - self._metrics.stop() - - @property - def system_prompt(self) -> str: - """Get the system prompt.""" - return f"{self._system_prompt}\n{self._action_schema}" - - def _compile_context(self) -> str: - """ - Compile the current context for LLM inference. - Includes system metrics and working memory entries. - - Returns: - str: Complete context as XML string - """ - memory_context = self._working_memory.generate_context() - metrics_data = self._metrics.get_metrics() - - # Create context element - context = ET.Element("context") - context.set("time", metrics_data["timestamp"]) - context.set("cpu", str(metrics_data["cpu"])) - context.set("gpu", str(metrics_data["gpu"])) - context.set("memory_used", str(metrics_data["memory_used"])) - context.set("memory_total", str(metrics_data["memory_total"])) - context.set("disk_used", str(metrics_data["disk_used"])) - context.set("disk_total", str(metrics_data["disk_total"])) - context.set("stdin", str(self._parser.io_buffer.buffer_length())) - context.set("context", "100") - - for entry in memory_context: - context.append(entry) - - context_str = pretty_print_element(context) - - # Calculate token usage percentage - token_count = self._llm.token_count(self.system_prompt, context_str) - token_limit = self._llm.token_limit() - context_usage = (float(token_count) / float(token_limit)) * 100.0 - - # Update context usage metric - context.set("context", str(round(context_usage, 2))) - - return pretty_print_element(context)]]> - </stdout> - <stderr/> - </single> - <reasoning id="addd6ca0-9623-474e-88f1-6d9cfa6d5a85"> - <![CDATA[ - Looking at BaseAgent I can see it is a close match to the diagram with some small differences. - I will create a notes directory where I will list differences between the schemas and the implementation. - I will go over each file or class in the diagram in alphabetical order. -]]> - </reasoning> - <repeat - exit_code="0" - id="29babba9-a49a-4ffb-b506-1ef929b834c2" - limit="1024"> - <![CDATA[tail -v -n +1 /root/sia/notes/*]]> - <stdout/> - <stderr> - ==> /root/sia/notes/base_agent.txt <== -BaseAgent: -- The implementation has a public system_prompt property that is not mentioned in the diagram. - </stderr> - </repeat> - <single exit_code="0" id="a4af2309-ed76-4d53-ae92-a22d5caf4085"> - <![CDATA[echo "BaseAgent: -- The implementation has a public system_prompt property that is not mentioned in the diagram. -" > /root/sia/notes/base_agent.txt]]> - <stdout/> - <stderr/> - </single> -</context><delete id="a4af2309-ed76-4d53-ae92-a22d5caf4085"/> \ No newline at end of file diff --git a/iterations/iteration_20241120_111033_386.xml b/iterations/iteration_20241120_111033_386.xml deleted file mode 100644 index c58cc7f..0000000 --- a/iterations/iteration_20241120_111033_386.xml +++ /dev/null @@ -1,646 +0,0 @@ - -<context - context="83.82" - cpu="0" - disk_total="1081101176832" - disk_used="125111222272" - gpu="0" - memory_total="16630431744" - memory_used="979468288" - stdin="0" - time="2024-11-20T11:09:51Z"> - <read_stdin id="3da7f743-19b7-4738-aaf9-49634618e8f7"> - <![CDATA[The SIA source is located in /root/sia. Not all features are implemented yet. Look at the readme and code to find what is missing. Make sure to unit test your work.]]> - </read_stdin> - <single exit_code="0" id="ac690fe5-45d0-4028-8120-107c318977a9"> - <![CDATA[grep -Eb "^#" /root/sia/README.md]]> - <stdout> - <![CDATA[0:# SIA - The Self Improving Agent -668:## Example -832:### Context -2323:### Responses -3462:## Working principles -3759:### Core Actions -3953:### Scripts -4204:#### Single-shot script -4433:#### Repeat script -4711:### Use of XML -5022:#### XML Data Flow -5705:### The SIA process -6048:### Server for debuggin and human input -6619:## Architecture -6885:### Core Components -6908:#### Agent Architecture -7521:#### Working Memory -8059:#### Command Processing -8490:#### IO Handling -8787:### Processing Flow -8810:#### Standard Agent Flow -9109:#### Web Agent Flow -9472:### Web Interface -9600:#### Server-Client Communication -9932:#### WebServer Architecture -10351:### Diagrams -10367:#### Core classes -12662:#### Standard Agent Flow -13387:#### Web Agent -15536:#### Web Agent Flow -16522:#### Entry classes -18459:#### IO Buffer classes -19156:#### Command classes -]]> - </stdout> - <stderr/> - </single> - <single exit_code="0" id="79f5a8b7-cc57-44c3-b942-c74e3bcabcf8"> - <![CDATA[head -c 668 /root/sia/README.md]]> - <stdout> - <![CDATA[# SIA - The Self Improving Agent - -SIA is an agentic artificial intelligence system that autonomously completes complex tasks by writing and executing scripts. -It uses a Large Language Model (LLM) which operates in a loop. -Each iteration a context is updated with system info and a list of previous reasoning and actions. -The agent responds with a new reasoning or an action. -Context, reasoning and actions are stored in a file for each iteration. -SIA can read past iterations to improve its reasoning and actions. -It can improve in two ways: -- By finetuning the LLM with a better reasoning or action for a given context -- By modifying its own source code - -]]> - </stdout> - <stderr/> - </single> - <single - exit_code="0" - id="c0aad1a9-48d4-46cd-bd5f-70230566b442" - limit="266" - stdout_truncated="true"> - <![CDATA[tail -c +6619 /root/sia/README.md]]> - <stdout> - <![CDATA[ -## Architecture - -SIA follows a modular architecture centered around an agent that processes context through an LLM to generate actions. -The system can run in two modes: a standard command-line mode and an interactive web mode for debugging and human feedback. - -### ]]> - </stdout> - <stderr/> - </single> - <single - exit_code="0" - id="973d9034-7076-479a-afea-4aaf81b065be" - limit="9624"> - <![CDATA[tail -c +10351 /root/sia/README.md]]> - <stdout> - <![CDATA[ -### Diagrams - -#### Core classes - -```mermaid -classDiagram - class SystemMetrics { - +SystemMetrics(sample_interval float) - +generate_context(context_usage float) ElementTree - +stop() void - -monitor_loop() void - } - - class LLMEngine { - +LLMEngine(model_path str) - +set_model_path(model_path str) void - +infer(system_prompt str, main_context str) Iterator~str~ - } - - class BaseAgent { - <<abstract>> - -working_memory: WorkingMemory - -metrics: SystemMetrics - -llm: LLMEngine - -parser: ResponseParser - -validator: XMLValidator - -action_schema: str - - #_compile_context() str - } - - class WorkingMemory { - -entries: List~Entry~ - - +WorkingMemory() - +add_entry(entry Entry) void - +remove_entry(id str) void - +clear() void - +get_entry(id str) Optional~Entry~ - +get_entries() List~Entry~ - +get_entries_count() int - +get_entries_by_type(type Type) List~Entry~ - +update() void - +generate_context() List~ElementTree~ - } - - class XMLValidator { - +XMLValidator(schema str) - +validate(xml str) Optional~str~ - +get_valid_root_elements() Set~str~ - } - - class ResponseParser { - -io_buffer: IOBuffer - - +ResponseParser(io_buffer IOBuffer) - +parse(xml str) Command | Entry - } - - class Entry { - <<abstract>> - +id: str readonly - +timestamp: datetime readonly - - +Entry(id str, timestamp datetime) - +update() void* - +generate_context() ElementTree* - +cleanup() void* - } - - class IOBuffer { - <<interface>> - +read() str* - +write(content str) void* - +buffer_length() int* - } - - class Command { - <<abstract>> - +execute(memory WorkingMemory) CommandResult* - } - - SystemMetrics "1" --* "1" BaseAgent - LLMEngine "1" --* "1" BaseAgent - XMLValidator "1" --* "1" BaseAgent - BaseAgent "1" *-- "1" IOBuffer - BaseAgent "1" *-- "1" WorkingMemory - BaseAgent "1" *-- "1" ResponseParser - WorkingMemory "1" *-- "*" Entry - ResponseParser ..> Entry - ResponseParser ..> Command -``` - -#### Standard Agent Flow - -```mermaid -stateDiagram-v2 - direction LR - state "Standard Agent Flow" as standard_agent_flow { - [*] --> UpdateSystem: Start - UpdateSystem --> CompileContext: Updated Metrics & Size - CompileContext --> ProcessLLM - ProcessLLM --> ValidateXML: LLM Response - ValidateXML --> ParseResponse: Valid XML - ValidateXML --> UpdateEntries: Invalid XML\nCreate ParseErrorEntry - ParseResponse --> ExecuteCommands: Command - ParseResponse --> UpdateEntries: Entry - ExecuteCommands --> [*]: Stop Command - ExecuteCommands --> UpdateEntries: Delete Command - UpdateEntries --> UpdateSystem: Continue Loop - } -``` - -#### Web Agent - -```mermaid -classDiagram - class BaseAgent { - <<abstract>> - -working_memory: WorkingMemory - -metrics: SystemMetrics - -llm: LLMEngine - -parser: ResponseParser - -validator: XMLValidator - -action_schema: str - - #_compile_context() str - } - - class StandardAgent { - +StandardAgent(model_path str, system_prompt str, action_schema str) - +run() void - } - - class WebAgent { - +context: str - +response: str readonly - +current_state WebAgentState readonly - +command_result Optional[CommandResult] readonly - +validation_error Optional[str] readonly - - +add_state_change_handler(handler Callable) void - +add_response_change_handler(handler Callable) void - +approve_context() void - +set__response(response str) void - +approve_response() void - } - - class WebAgentState { - - <<enumeration>> - UPDATE - CONTEXT_APPROVAL - INFERENCE - RESPONSE_APPROVAL - STOPPED - } - - class WebSocketManager { - -web_sockets: Set~WebSocket~ - - +WebServer(agent WebAgent, io_buffer WebIOBuffer, static_files path, host str, port int) - } - - class ClientMessage { - <<enumeration>> - APPROVE_CONTEXT - APPROVE_RESPONSE - MODIFY_RESPONSE - SEND_INPUT - } - - class ServerMessage { - <<enumeration>> - STATE_CHANGE - CONTEXT_UPDATE - RESPONSE_UPDATE - OUTPUT_UPDATE - VALIDATION_ERROR - } - - class WebIOBuffer { - -stdin_buffer: str - -stdout_buffer: str - - +read() str - +write(content str) void - +buffer_length() int - +append_stdin(content str) void - +get_stdout() str - +clear_stdout() void - } - - BaseAgent <|-- WebAgent - BaseAgent <|-- StandardAgent - - WebServer --> ClientMessage - WebServer --> ServerMessage - - WebServer "1" *-- "1" WebIOBuffer - WebServer "1" *-- "1" WebAgent - WebAgent "1" *-- "1" WebAgentState -``` - -#### Web Agent Flow - -```mermaid -stateDiagram-v2 - direction LR - state "Web Agent Flow" as web_agent_flow { - [*] --> UpdateSystem: Start - UpdateSystem --> CompileContext: Updated Metrics & Size - CompileContext --> WaitForContextApproval: Send Context - WaitForContextApproval --> ProcessLLM: Context Approved - ProcessLLM --> ValidateXML: LLM Response - ValidateXML --> WaitForResponseApproval: Send Validation Result - ValidateXML --> UpdateEntries: Invalid XML\nCreate ParseErrorEntry - - WaitForResponseApproval --> ValidateXML: Modified Response - WaitForResponseApproval --> ParseResponse: Approved Response - - ParseResponse --> ExecuteCommands: Command - ParseResponse --> UpdateEntries: Entry - - ExecuteCommands --> [*]: Stop Command - ExecuteCommands --> UpdateEntries: Delete Command - - UpdateEntries --> UpdateSystem: Continue Loop - } -``` - -#### Entry classes - -```mermaid -classDiagram - class Entry { - <<abstract>> - +id: str readonly - +timestamp: datetime readonly - - +Entry(id str, timestamp datetime) - +update() void* - +generate_context() ElementTree* - +cleanup() void* - } - - class ScriptEntry { - +script: str readonly - +stdout: str readonly - +stderr: str readonly - +exit_code: Optional~int~ readonly - - +Script(script str, id str, timestamp datetime) - +update() void - +generate_context() ElementTree - } - - class RepeatEntry { - +script: str readonly - +stdout: str readonly - +stderr: str readonly - +exit_code: Optional~int~ readonly - - +RepeatEntry(script str, id str, timestamp datetime) - +update() void - +generate_context() ElementTree - } - - class ReasoningEntry { - +content: str readonly - - +ReasoningEntry(content str, id str, timestamp datetime) - +update() void - +generate_context() ElementTree - } - - class ParseErrorEntry { - +content: str readonly - +error: str readonly - - +ParseErrorEntry(content str, error str, id str, timestamp datetime) - +update() void - +generate_context() ElementTree - } - - class ReadEntry { - +content: str readonly - - +ReadEntry(io_buffer IOBuffer, id str, timestamp datetime) - +update() void - +generate_context() ElementTree - } - - class WriteEntry { - +content: str readonly - - +WriteEntry(content str, io_buffer IOBuffer, id str, timestamp datetime) - +update() void - +generate_context() ElementTree - } - - ReasoningEntry --|> Entry - ParseErrorEntry --|> Entry - ReadEntry --|> Entry - Entry <|-- WriteEntry - Entry <|-- ScriptEntry - Entry <|-- RepeatEntry -``` - -#### IO Buffer classes - -```mermaid -classDiagram - class IOBuffer { - <<interface>> - +read() str* - +write(content str) void* - +buffer_length() int* - } - - class StandardIOBuffer { - +StandardIOBuffer() - +read() str - +write(content str) void - +buffer_length() int - } - - class WebIOBuffer { - -stdin_buffer: str - -stdout_buffer: str - - +read() str - +write(content str) void - +buffer_length() int - +append_stdin(content str) void - +get_stdout() str - +clear_stdout() void - } - - IOBuffer <|.. WebIOBuffer - IOBuffer <|.. StandardIOBuffer -``` - -#### Command classes - -```mermaid -classDiagram - direction LR - class Command { - <<abstract>> - +execute(memory WorkingMemory) CommandResult* - } - - class DeleteCommand { - +DeleteCommand(id str) - +execute(memory WorkingMemory) CommandResult - } - - class StopCommand { - +StopCommand() - +execute(memory WorkingMemory) CommandResult - } - - class CommandResult { - +message: str - +success: bool - +should_stop: bool - - +CommandResult(message str, success bool, should_stop bool) - +static success() CommandResult - +static failure(message str) CommandResult - +static stop() CommandResult - } - - Command <|-- DeleteCommand - Command <|-- StopCommand - Command -- CommandResult -``` -]]> - </stdout> - <stderr/> - </single> - <reasoning id="869e20e9-48ef-4223-b901-09796f4e0627"> - <![CDATA[ - The diagrams give a good overview of which classes to expect. - I will explore the `/root/sia/sia` directory to see which of these classes are already implemented. -]]> - </reasoning> - <single - exit_code="0" - id="fa7effb0-a1ce-468f-b556-c971f24dca54" - limit="10000"> - <![CDATA[ls -l /root/sia/sia]]> - <stdout> - <![CDATA[total 172 --rwxr-xr-x 1 root root 0 Oct 22 11:48 __init__.py --rwxr-xr-x 1 root root 4977 Nov 19 14:20 __main__.py -drwxr-xr-x 2 root root 4096 Nov 20 10:26 __pycache__ --rwxr-xr-x 1 root root 5943 Nov 15 15:54 auto_approver.py --rwxr-xr-x 1 root root 5242 Nov 13 16:31 background_entry.py --rwxr-xr-x 1 root root 3072 Nov 19 13:45 base_agent.py --rwxr-xr-x 1 root root 722 Nov 4 09:50 command.py --rwxr-xr-x 1 root root 1113 Nov 4 09:50 command_result.py --rwxr-xr-x 1 root root 5865 Nov 19 13:41 config.py --rwxr-xr-x 1 root root 1337 Nov 4 09:50 delete_command.py --rwxr-xr-x 1 root root 1537 Nov 4 09:50 entry.py --rwxr-xr-x 1 root root 2620 Nov 14 15:16 hf_llm_engine.py --rwxr-xr-x 1 root root 1082 Nov 4 09:50 io_buffer.py --rwxr-xr-x 1 root root 1683 Nov 19 13:54 iteration_logger.py --rwxr-xr-x 1 root root 385 Nov 14 14:21 llm_engine.py --rwxr-xr-x 1 root root 4018 Nov 19 14:20 local_llm_engine.py --rwxr-xr-x 1 root root 2269 Nov 19 14:20 mistral_llm_engine.py --rwxr-xr-x 1 root root 2407 Nov 19 14:20 openai_llm_engine.py --rwxr-xr-x 1 root root 1632 Nov 13 15:40 parse_error_entry.py --rwxr-xr-x 1 root root 1744 Nov 13 15:39 read_entry.py --rwxr-xr-x 1 root root 1323 Nov 13 15:38 reasoning_entry.py --rwxr-xr-x 1 root root 4127 Nov 19 14:20 repeat_entry.py --rwxr-xr-x 1 root root 5916 Nov 19 14:20 response_parser.py --rwxr-xr-x 1 root root 4173 Nov 19 14:20 single_entry.py --rwxr-xr-x 1 root root 2074 Nov 4 09:50 standard_io_buffer.py --rwxr-xr-x 1 root root 908 Nov 4 09:50 stop_command.py --rwxr-xr-x 1 root root 4152 Nov 14 13:36 system_metrics.py --rwxr-xr-x 1 root root 2510 Nov 12 16:17 util.py --rwxr-xr-x 1 root root 7818 Nov 19 13:54 web_agent.py --rwxr-xr-x 1 root root 2039 Nov 12 16:17 web_io_buffer.py --rwxr-xr-x 1 root root 6968 Nov 15 12:48 web_socket_manager.py --rwxr-xr-x 1 root root 3638 Nov 13 16:35 working_memory.py --rwxr-xr-x 1 root root 1688 Nov 13 15:41 write_entry.py --rwxr-xr-x 1 root root 3992 Nov 4 09:50 xml_validator.py -]]> - </stdout> - <stderr/> - </single> - <single - exit_code="0" - id="c83a4145-a43d-4b78-856b-6d81da1fad76" - limit="3072"> - <![CDATA[cat /root/sia/sia/base_agent.py]]> - <stdout> - <![CDATA[from abc import ABC -import xml.etree.ElementTree as ET - -from .llm_engine import LlmEngine -from .response_parser import ResponseParser -from .system_metrics import SystemMetrics -from .util import pretty_print_element -from .working_memory import WorkingMemory -from .xml_validator import XMLValidator - -class BaseAgent(ABC): - """ - Abstract base class for SIA agents. - - Provides core functionality for maintaining working memory, system metrics, - and coordinating components for LLM inference. - """ - - def __init__( - self, - system_prompt: str, - action_schema: str, - working_memory: WorkingMemory, - metrics: SystemMetrics, - llm: LlmEngine, - validator: XMLValidator, - parser: ResponseParser, - ): - """ - Initialize agent with required components. - """ - self._system_prompt = system_prompt - self._action_schema = action_schema - self._working_memory = working_memory - self._metrics = metrics - self._llm = llm - self._validator = validator - self._parser = parser - - def __del__(self): - """Clean up resources on deletion.""" - if hasattr(self, '_metrics'): - self._metrics.stop() - - @property - def system_prompt(self) -> str: - """Get the system prompt.""" - return f"{self._system_prompt}\n{self._action_schema}" - - def _compile_context(self) -> str: - """ - Compile the current context for LLM inference. - Includes system metrics and working memory entries. - - Returns: - str: Complete context as XML string - """ - memory_context = self._working_memory.generate_context() - metrics_data = self._metrics.get_metrics() - - # Create context element - context = ET.Element("context") - context.set("time", metrics_data["timestamp"]) - context.set("cpu", str(metrics_data["cpu"])) - context.set("gpu", str(metrics_data["gpu"])) - context.set("memory_used", str(metrics_data["memory_used"])) - context.set("memory_total", str(metrics_data["memory_total"])) - context.set("disk_used", str(metrics_data["disk_used"])) - context.set("disk_total", str(metrics_data["disk_total"])) - context.set("stdin", str(self._parser.io_buffer.buffer_length())) - context.set("context", "100") - - for entry in memory_context: - context.append(entry) - - context_str = pretty_print_element(context) - - # Calculate token usage percentage - token_count = self._llm.token_count(self.system_prompt, context_str) - token_limit = self._llm.token_limit() - context_usage = (float(token_count) / float(token_limit)) * 100.0 - - # Update context usage metric - context.set("context", str(round(context_usage, 2))) - - return pretty_print_element(context)]]> - </stdout> - <stderr/> - </single> - <reasoning id="addd6ca0-9623-474e-88f1-6d9cfa6d5a85"> - <![CDATA[ - Looking at BaseAgent I can see it is a close match to the diagram with some small differences. - I will create a notes directory where I will list differences between the schemas and the implementation. - I will go over each file or class in the diagram in alphabetical order. -]]> - </reasoning> - <repeat - exit_code="0" - id="29babba9-a49a-4ffb-b506-1ef929b834c2" - limit="1024"> - <![CDATA[tail -v -n +1 /root/sia/notes/*]]> - <stdout/> - <stderr> - ==> /root/sia/notes/base_agent.txt <== -BaseAgent: -- The implementation has a public system_prompt property that is not mentioned in the diagram. - </stderr> - </repeat> -</context><delete id="c83a4145-a43d-4b78-856b-6d81da1fad76" -/> \ No newline at end of file diff --git a/iterations/iteration_20241120_111153_435.xml b/iterations/iteration_20241120_111153_435.xml deleted file mode 100644 index 71eae5a..0000000 --- a/iterations/iteration_20241120_111153_435.xml +++ /dev/null @@ -1,550 +0,0 @@ - -<context - context="74.75" - cpu="0" - disk_total="1081101176832" - disk_used="125111222272" - gpu="0" - memory_total="16630431744" - memory_used="981422080" - stdin="0" - time="2024-11-20T11:10:33Z"> - <read_stdin id="3da7f743-19b7-4738-aaf9-49634618e8f7"> - <![CDATA[The SIA source is located in /root/sia. Not all features are implemented yet. Look at the readme and code to find what is missing. Make sure to unit test your work.]]> - </read_stdin> - <single exit_code="0" id="ac690fe5-45d0-4028-8120-107c318977a9"> - <![CDATA[grep -Eb "^#" /root/sia/README.md]]> - <stdout> - <![CDATA[0:# SIA - The Self Improving Agent -668:## Example -832:### Context -2323:### Responses -3462:## Working principles -3759:### Core Actions -3953:### Scripts -4204:#### Single-shot script -4433:#### Repeat script -4711:### Use of XML -5022:#### XML Data Flow -5705:### The SIA process -6048:### Server for debuggin and human input -6619:## Architecture -6885:### Core Components -6908:#### Agent Architecture -7521:#### Working Memory -8059:#### Command Processing -8490:#### IO Handling -8787:### Processing Flow -8810:#### Standard Agent Flow -9109:#### Web Agent Flow -9472:### Web Interface -9600:#### Server-Client Communication -9932:#### WebServer Architecture -10351:### Diagrams -10367:#### Core classes -12662:#### Standard Agent Flow -13387:#### Web Agent -15536:#### Web Agent Flow -16522:#### Entry classes -18459:#### IO Buffer classes -19156:#### Command classes -]]> - </stdout> - <stderr/> - </single> - <single exit_code="0" id="79f5a8b7-cc57-44c3-b942-c74e3bcabcf8"> - <![CDATA[head -c 668 /root/sia/README.md]]> - <stdout> - <![CDATA[# SIA - The Self Improving Agent - -SIA is an agentic artificial intelligence system that autonomously completes complex tasks by writing and executing scripts. -It uses a Large Language Model (LLM) which operates in a loop. -Each iteration a context is updated with system info and a list of previous reasoning and actions. -The agent responds with a new reasoning or an action. -Context, reasoning and actions are stored in a file for each iteration. -SIA can read past iterations to improve its reasoning and actions. -It can improve in two ways: -- By finetuning the LLM with a better reasoning or action for a given context -- By modifying its own source code - -]]> - </stdout> - <stderr/> - </single> - <single - exit_code="0" - id="c0aad1a9-48d4-46cd-bd5f-70230566b442" - limit="266" - stdout_truncated="true"> - <![CDATA[tail -c +6619 /root/sia/README.md]]> - <stdout> - <![CDATA[ -## Architecture - -SIA follows a modular architecture centered around an agent that processes context through an LLM to generate actions. -The system can run in two modes: a standard command-line mode and an interactive web mode for debugging and human feedback. - -### ]]> - </stdout> - <stderr/> - </single> - <single - exit_code="0" - id="973d9034-7076-479a-afea-4aaf81b065be" - limit="9624"> - <![CDATA[tail -c +10351 /root/sia/README.md]]> - <stdout> - <![CDATA[ -### Diagrams - -#### Core classes - -```mermaid -classDiagram - class SystemMetrics { - +SystemMetrics(sample_interval float) - +generate_context(context_usage float) ElementTree - +stop() void - -monitor_loop() void - } - - class LLMEngine { - +LLMEngine(model_path str) - +set_model_path(model_path str) void - +infer(system_prompt str, main_context str) Iterator~str~ - } - - class BaseAgent { - <<abstract>> - -working_memory: WorkingMemory - -metrics: SystemMetrics - -llm: LLMEngine - -parser: ResponseParser - -validator: XMLValidator - -action_schema: str - - #_compile_context() str - } - - class WorkingMemory { - -entries: List~Entry~ - - +WorkingMemory() - +add_entry(entry Entry) void - +remove_entry(id str) void - +clear() void - +get_entry(id str) Optional~Entry~ - +get_entries() List~Entry~ - +get_entries_count() int - +get_entries_by_type(type Type) List~Entry~ - +update() void - +generate_context() List~ElementTree~ - } - - class XMLValidator { - +XMLValidator(schema str) - +validate(xml str) Optional~str~ - +get_valid_root_elements() Set~str~ - } - - class ResponseParser { - -io_buffer: IOBuffer - - +ResponseParser(io_buffer IOBuffer) - +parse(xml str) Command | Entry - } - - class Entry { - <<abstract>> - +id: str readonly - +timestamp: datetime readonly - - +Entry(id str, timestamp datetime) - +update() void* - +generate_context() ElementTree* - +cleanup() void* - } - - class IOBuffer { - <<interface>> - +read() str* - +write(content str) void* - +buffer_length() int* - } - - class Command { - <<abstract>> - +execute(memory WorkingMemory) CommandResult* - } - - SystemMetrics "1" --* "1" BaseAgent - LLMEngine "1" --* "1" BaseAgent - XMLValidator "1" --* "1" BaseAgent - BaseAgent "1" *-- "1" IOBuffer - BaseAgent "1" *-- "1" WorkingMemory - BaseAgent "1" *-- "1" ResponseParser - WorkingMemory "1" *-- "*" Entry - ResponseParser ..> Entry - ResponseParser ..> Command -``` - -#### Standard Agent Flow - -```mermaid -stateDiagram-v2 - direction LR - state "Standard Agent Flow" as standard_agent_flow { - [*] --> UpdateSystem: Start - UpdateSystem --> CompileContext: Updated Metrics & Size - CompileContext --> ProcessLLM - ProcessLLM --> ValidateXML: LLM Response - ValidateXML --> ParseResponse: Valid XML - ValidateXML --> UpdateEntries: Invalid XML\nCreate ParseErrorEntry - ParseResponse --> ExecuteCommands: Command - ParseResponse --> UpdateEntries: Entry - ExecuteCommands --> [*]: Stop Command - ExecuteCommands --> UpdateEntries: Delete Command - UpdateEntries --> UpdateSystem: Continue Loop - } -``` - -#### Web Agent - -```mermaid -classDiagram - class BaseAgent { - <<abstract>> - -working_memory: WorkingMemory - -metrics: SystemMetrics - -llm: LLMEngine - -parser: ResponseParser - -validator: XMLValidator - -action_schema: str - - #_compile_context() str - } - - class StandardAgent { - +StandardAgent(model_path str, system_prompt str, action_schema str) - +run() void - } - - class WebAgent { - +context: str - +response: str readonly - +current_state WebAgentState readonly - +command_result Optional[CommandResult] readonly - +validation_error Optional[str] readonly - - +add_state_change_handler(handler Callable) void - +add_response_change_handler(handler Callable) void - +approve_context() void - +set__response(response str) void - +approve_response() void - } - - class WebAgentState { - - <<enumeration>> - UPDATE - CONTEXT_APPROVAL - INFERENCE - RESPONSE_APPROVAL - STOPPED - } - - class WebSocketManager { - -web_sockets: Set~WebSocket~ - - +WebServer(agent WebAgent, io_buffer WebIOBuffer, static_files path, host str, port int) - } - - class ClientMessage { - <<enumeration>> - APPROVE_CONTEXT - APPROVE_RESPONSE - MODIFY_RESPONSE - SEND_INPUT - } - - class ServerMessage { - <<enumeration>> - STATE_CHANGE - CONTEXT_UPDATE - RESPONSE_UPDATE - OUTPUT_UPDATE - VALIDATION_ERROR - } - - class WebIOBuffer { - -stdin_buffer: str - -stdout_buffer: str - - +read() str - +write(content str) void - +buffer_length() int - +append_stdin(content str) void - +get_stdout() str - +clear_stdout() void - } - - BaseAgent <|-- WebAgent - BaseAgent <|-- StandardAgent - - WebServer --> ClientMessage - WebServer --> ServerMessage - - WebServer "1" *-- "1" WebIOBuffer - WebServer "1" *-- "1" WebAgent - WebAgent "1" *-- "1" WebAgentState -``` - -#### Web Agent Flow - -```mermaid -stateDiagram-v2 - direction LR - state "Web Agent Flow" as web_agent_flow { - [*] --> UpdateSystem: Start - UpdateSystem --> CompileContext: Updated Metrics & Size - CompileContext --> WaitForContextApproval: Send Context - WaitForContextApproval --> ProcessLLM: Context Approved - ProcessLLM --> ValidateXML: LLM Response - ValidateXML --> WaitForResponseApproval: Send Validation Result - ValidateXML --> UpdateEntries: Invalid XML\nCreate ParseErrorEntry - - WaitForResponseApproval --> ValidateXML: Modified Response - WaitForResponseApproval --> ParseResponse: Approved Response - - ParseResponse --> ExecuteCommands: Command - ParseResponse --> UpdateEntries: Entry - - ExecuteCommands --> [*]: Stop Command - ExecuteCommands --> UpdateEntries: Delete Command - - UpdateEntries --> UpdateSystem: Continue Loop - } -``` - -#### Entry classes - -```mermaid -classDiagram - class Entry { - <<abstract>> - +id: str readonly - +timestamp: datetime readonly - - +Entry(id str, timestamp datetime) - +update() void* - +generate_context() ElementTree* - +cleanup() void* - } - - class ScriptEntry { - +script: str readonly - +stdout: str readonly - +stderr: str readonly - +exit_code: Optional~int~ readonly - - +Script(script str, id str, timestamp datetime) - +update() void - +generate_context() ElementTree - } - - class RepeatEntry { - +script: str readonly - +stdout: str readonly - +stderr: str readonly - +exit_code: Optional~int~ readonly - - +RepeatEntry(script str, id str, timestamp datetime) - +update() void - +generate_context() ElementTree - } - - class ReasoningEntry { - +content: str readonly - - +ReasoningEntry(content str, id str, timestamp datetime) - +update() void - +generate_context() ElementTree - } - - class ParseErrorEntry { - +content: str readonly - +error: str readonly - - +ParseErrorEntry(content str, error str, id str, timestamp datetime) - +update() void - +generate_context() ElementTree - } - - class ReadEntry { - +content: str readonly - - +ReadEntry(io_buffer IOBuffer, id str, timestamp datetime) - +update() void - +generate_context() ElementTree - } - - class WriteEntry { - +content: str readonly - - +WriteEntry(content str, io_buffer IOBuffer, id str, timestamp datetime) - +update() void - +generate_context() ElementTree - } - - ReasoningEntry --|> Entry - ParseErrorEntry --|> Entry - ReadEntry --|> Entry - Entry <|-- WriteEntry - Entry <|-- ScriptEntry - Entry <|-- RepeatEntry -``` - -#### IO Buffer classes - -```mermaid -classDiagram - class IOBuffer { - <<interface>> - +read() str* - +write(content str) void* - +buffer_length() int* - } - - class StandardIOBuffer { - +StandardIOBuffer() - +read() str - +write(content str) void - +buffer_length() int - } - - class WebIOBuffer { - -stdin_buffer: str - -stdout_buffer: str - - +read() str - +write(content str) void - +buffer_length() int - +append_stdin(content str) void - +get_stdout() str - +clear_stdout() void - } - - IOBuffer <|.. WebIOBuffer - IOBuffer <|.. StandardIOBuffer -``` - -#### Command classes - -```mermaid -classDiagram - direction LR - class Command { - <<abstract>> - +execute(memory WorkingMemory) CommandResult* - } - - class DeleteCommand { - +DeleteCommand(id str) - +execute(memory WorkingMemory) CommandResult - } - - class StopCommand { - +StopCommand() - +execute(memory WorkingMemory) CommandResult - } - - class CommandResult { - +message: str - +success: bool - +should_stop: bool - - +CommandResult(message str, success bool, should_stop bool) - +static success() CommandResult - +static failure(message str) CommandResult - +static stop() CommandResult - } - - Command <|-- DeleteCommand - Command <|-- StopCommand - Command -- CommandResult -``` -]]> - </stdout> - <stderr/> - </single> - <reasoning id="869e20e9-48ef-4223-b901-09796f4e0627"> - <![CDATA[ - The diagrams give a good overview of which classes to expect. - I will explore the `/root/sia/sia` directory to see which of these classes are already implemented. -]]> - </reasoning> - <single - exit_code="0" - id="fa7effb0-a1ce-468f-b556-c971f24dca54" - limit="10000"> - <![CDATA[ls -l /root/sia/sia]]> - <stdout> - <![CDATA[total 172 --rwxr-xr-x 1 root root 0 Oct 22 11:48 __init__.py --rwxr-xr-x 1 root root 4977 Nov 19 14:20 __main__.py -drwxr-xr-x 2 root root 4096 Nov 20 10:26 __pycache__ --rwxr-xr-x 1 root root 5943 Nov 15 15:54 auto_approver.py --rwxr-xr-x 1 root root 5242 Nov 13 16:31 background_entry.py --rwxr-xr-x 1 root root 3072 Nov 19 13:45 base_agent.py --rwxr-xr-x 1 root root 722 Nov 4 09:50 command.py --rwxr-xr-x 1 root root 1113 Nov 4 09:50 command_result.py --rwxr-xr-x 1 root root 5865 Nov 19 13:41 config.py --rwxr-xr-x 1 root root 1337 Nov 4 09:50 delete_command.py --rwxr-xr-x 1 root root 1537 Nov 4 09:50 entry.py --rwxr-xr-x 1 root root 2620 Nov 14 15:16 hf_llm_engine.py --rwxr-xr-x 1 root root 1082 Nov 4 09:50 io_buffer.py --rwxr-xr-x 1 root root 1683 Nov 19 13:54 iteration_logger.py --rwxr-xr-x 1 root root 385 Nov 14 14:21 llm_engine.py --rwxr-xr-x 1 root root 4018 Nov 19 14:20 local_llm_engine.py --rwxr-xr-x 1 root root 2269 Nov 19 14:20 mistral_llm_engine.py --rwxr-xr-x 1 root root 2407 Nov 19 14:20 openai_llm_engine.py --rwxr-xr-x 1 root root 1632 Nov 13 15:40 parse_error_entry.py --rwxr-xr-x 1 root root 1744 Nov 13 15:39 read_entry.py --rwxr-xr-x 1 root root 1323 Nov 13 15:38 reasoning_entry.py --rwxr-xr-x 1 root root 4127 Nov 19 14:20 repeat_entry.py --rwxr-xr-x 1 root root 5916 Nov 19 14:20 response_parser.py --rwxr-xr-x 1 root root 4173 Nov 19 14:20 single_entry.py --rwxr-xr-x 1 root root 2074 Nov 4 09:50 standard_io_buffer.py --rwxr-xr-x 1 root root 908 Nov 4 09:50 stop_command.py --rwxr-xr-x 1 root root 4152 Nov 14 13:36 system_metrics.py --rwxr-xr-x 1 root root 2510 Nov 12 16:17 util.py --rwxr-xr-x 1 root root 7818 Nov 19 13:54 web_agent.py --rwxr-xr-x 1 root root 2039 Nov 12 16:17 web_io_buffer.py --rwxr-xr-x 1 root root 6968 Nov 15 12:48 web_socket_manager.py --rwxr-xr-x 1 root root 3638 Nov 13 16:35 working_memory.py --rwxr-xr-x 1 root root 1688 Nov 13 15:41 write_entry.py --rwxr-xr-x 1 root root 3992 Nov 4 09:50 xml_validator.py -]]> - </stdout> - <stderr/> - </single> - <reasoning id="addd6ca0-9623-474e-88f1-6d9cfa6d5a85"> - <![CDATA[ - Looking at BaseAgent I can see it is a close match to the diagram with some small differences. - I will create a notes directory where I will list differences between the schemas and the implementation. - I will go over each file or class in the diagram in alphabetical order. -]]> - </reasoning> - <repeat - exit_code="0" - id="29babba9-a49a-4ffb-b506-1ef929b834c2" - limit="1024"> - <![CDATA[tail -v -n +1 /root/sia/notes/*]]> - <stdout/> - <stderr> - ==> /root/sia/notes/base_agent.txt <== -BaseAgent: -- The implementation has a public system_prompt property that is not mentioned in the diagram. - </stderr> - </repeat> -</context><single limit="4977">cat /root/sia/sia/__main__.py</single> \ No newline at end of file