diff --git a/iterations/iteration_20241119_162542_776.xml b/iterations/iteration_20241119_162542_776.xml new file mode 100644 index 0000000..e68a157 --- /dev/null +++ b/iterations/iteration_20241119_162542_776.xml @@ -0,0 +1,12 @@ + +<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 new file mode 100644 index 0000000..10419c3 --- /dev/null +++ b/iterations/iteration_20241119_162948_334.xml @@ -0,0 +1,21 @@ + +<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 new file mode 100644 index 0000000..7e5b15e --- /dev/null +++ b/iterations/iteration_20241119_163020_423.xml @@ -0,0 +1,26 @@ + +<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 new file mode 100644 index 0000000..142c968 --- /dev/null +++ b/iterations/iteration_20241119_163136_262.xml @@ -0,0 +1,63 @@ + +<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 new file mode 100644 index 0000000..f10ad3c --- /dev/null +++ b/iterations/iteration_20241119_163307_840.xml @@ -0,0 +1,66 @@ + +<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 new file mode 100644 index 0000000..e117e0a --- /dev/null +++ b/iterations/iteration_20241119_163835_085.xml @@ -0,0 +1,112 @@ + +<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_164222_391.xml b/iterations/iteration_20241119_164222_391.xml new file mode 100644 index 0000000..586e06d --- /dev/null +++ b/iterations/iteration_20241119_164222_391.xml @@ -0,0 +1,117 @@ + +<context + context="38.64" + cpu="0" + disk_total="1081101176832" + disk_used="125096263680" + gpu="0" + memory_total="16630435840" + memory_used="1014460416" + stdin="0" + time="2024-11-19T16:38:35Z"> + <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 -n +1024 /root/sia/README.md +</single> \ No newline at end of file diff --git a/iterations/iteration_20241119_164452_751.xml b/iterations/iteration_20241119_164452_751.xml new file mode 100644 index 0000000..d41802a --- /dev/null +++ b/iterations/iteration_20241119_164452_751.xml @@ -0,0 +1,122 @@ + +<context + context="39.58" + cpu="0" + disk_total="1081101176832" + disk_used="125096271872" + gpu="0" + memory_total="16630435840" + memory_used="1015787520" + stdin="0" + time="2024-11-19T16:42:22Z"> + <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="0511d469-c161-45b0-b69d-38c188719b26"> + <![CDATA[ + tail -n +1024 /root/sia/README.md +]]> + <stdout/> + <stderr/> + </single> +</context><delete id="0511d469-c161-45b0-b69d-38c188719b26"/> \ No newline at end of file diff --git a/iterations/iteration_20241119_164510_100.xml b/iterations/iteration_20241119_164510_100.xml new file mode 100644 index 0000000..dd1f0ed --- /dev/null +++ b/iterations/iteration_20241119_164510_100.xml @@ -0,0 +1,117 @@ + +<context + context="38.64" + cpu="0" + disk_total="1081101176832" + disk_used="125096280064" + gpu="0" + memory_total="16630435840" + memory_used="1017208832" + stdin="0" + time="2024-11-19T16:44:52Z"> + <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> +</context><single> + tail -c 1024 /root/sia/README.md +</single> \ No newline at end of file diff --git a/iterations/iteration_20241119_164630_580.xml b/iterations/iteration_20241119_164630_580.xml new file mode 100644 index 0000000..9aad29c --- /dev/null +++ b/iterations/iteration_20241119_164630_580.xml @@ -0,0 +1,169 @@ + +<context + context="42.37" + cpu="0" + disk_total="1081101176832" + disk_used="125096288256" + gpu="0" + memory_total="16630435840" + memory_used="1015595008" + stdin="0" + time="2024-11-19T16:45:10Z"> + <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="d6fddc77-3396-46f4-9c03-288ef6f93242"> + <![CDATA[ + tail -c 1024 /root/sia/README.md +]]> + <stdout> + <![CDATA[ +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="d6fddc77-3396-46f4-9c03-288ef6f93242"> \ No newline at end of file diff --git a/iterations/iteration_20241119_164646_153.xml b/iterations/iteration_20241119_164646_153.xml new file mode 100644 index 0000000..1f3af02 --- /dev/null +++ b/iterations/iteration_20241119_164646_153.xml @@ -0,0 +1,115 @@ + +<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 new file mode 100644 index 0000000..541eb8d --- /dev/null +++ b/iterations/iteration_20241119_164906_788.xml @@ -0,0 +1,163 @@ + +<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 new file mode 100644 index 0000000..2b906da --- /dev/null +++ b/iterations/iteration_20241119_164918_620.xml @@ -0,0 +1,166 @@ + +<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 new file mode 100644 index 0000000..4eb9f66 --- /dev/null +++ b/iterations/iteration_20241119_164947_226.xml @@ -0,0 +1,210 @@ + +<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 new file mode 100644 index 0000000..65a4a18 --- /dev/null +++ b/iterations/iteration_20241119_164951_032.xml @@ -0,0 +1,213 @@ + +<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_165344_436.xml b/iterations/iteration_20241119_165344_436.xml new file mode 100644 index 0000000..c14ea10 --- /dev/null +++ b/iterations/iteration_20241119_165344_436.xml @@ -0,0 +1,260 @@ + +<context + context="59.36" + cpu="1" + disk_total="1081101176832" + disk_used="125096349696" + gpu="0" + memory_total="16630435840" + memory_used="1029312512" + stdin="0" + time="2024-11-19T16:49:51Z"> + <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. +</reasoning> \ No newline at end of file diff --git a/iterations/iteration_20241119_165351_548.xml b/iterations/iteration_20241119_165351_548.xml new file mode 100644 index 0000000..f519267 --- /dev/null +++ b/iterations/iteration_20241119_165351_548.xml @@ -0,0 +1,263 @@ + +<context + context="60.66" + cpu="0" + disk_total="1081101176832" + disk_used="125096361984" + gpu="0" + memory_total="16630435840" + memory_used="1036328960" + stdin="0" + time="2024-11-19T16:53:44Z"> + <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="b0e0dce9-c5d3-4280-94b2-7df0a1ab3632"> + <![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. +]]> + </reasoning> +</context><single>grep -E '^#' /root/sia/README.md</single> \ No newline at end of file diff --git a/iterations/iteration_20241119_165510_430.xml b/iterations/iteration_20241119_165510_430.xml new file mode 100644 index 0000000..d63de84 --- /dev/null +++ b/iterations/iteration_20241119_165510_430.xml @@ -0,0 +1,303 @@ + +<context + context="63.38" + cpu="0" + disk_total="1081101176832" + disk_used="125096374272" + gpu="0" + memory_total="16630435840" + memory_used="1034215424" + stdin="0" + time="2024-11-19T16:53:51Z"> + <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="b0e0dce9-c5d3-4280-94b2-7df0a1ab3632"> + <![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. +]]> + </reasoning> + <single exit_code="0" id="4d29047d-5252-449d-908b-a51b70f92509"> + <![CDATA[grep -E '^#' /root/sia/README.md]]> + <stdout> + <![CDATA[# SIA - The Self Improving Agent +## Example +### Context +### Responses +## Working principles +### Core Actions +### Scripts +#### Single-shot script +#### Repeat script +### Use of XML +#### XML Data Flow +### The SIA process +### Server for debuggin and human input +## Architecture +### Core Components +#### Agent Architecture +#### Working Memory +#### Command Processing +#### IO Handling +### Processing Flow +#### Standard Agent Flow +#### Web Agent Flow +### Web Interface +#### Server-Client Communication +#### WebServer Architecture +### Diagrams +#### Core classes +#### Standard Agent Flow +#### Web Agent +#### Web Agent Flow +#### Entry classes +#### IO Buffer classes +#### Command classes +]]> + </stdout> + <stderr/> + </single> +</context><delete id="4d29047d-5252-449d-908b-a51b70f92509"> \ No newline at end of file diff --git a/iterations/iteration_20241119_165552_922.xml b/iterations/iteration_20241119_165552_922.xml new file mode 100644 index 0000000..0eda784 --- /dev/null +++ b/iterations/iteration_20241119_165552_922.xml @@ -0,0 +1,263 @@ + +<context + context="60.66" + cpu="0" + disk_total="1081101176832" + disk_used="125096386560" + gpu="0" + memory_total="16630435840" + memory_used="1035657216" + stdin="0" + time="2024-11-19T16:55:10Z"> + <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="b0e0dce9-c5d3-4280-94b2-7df0a1ab3632"> + <![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. +]]> + </reasoning> +</context><delete id="b0e0dce9-c5d3-4280-94b2-7df0a1ab3632"> \ No newline at end of file diff --git a/iterations/iteration_20241119_170030_296.xml b/iterations/iteration_20241119_170030_296.xml new file mode 100644 index 0000000..424efe5 --- /dev/null +++ b/iterations/iteration_20241119_170030_296.xml @@ -0,0 +1,260 @@ + +<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_170132_046.xml b/iterations/iteration_20241119_170132_046.xml new file mode 100644 index 0000000..2566b7a --- /dev/null +++ b/iterations/iteration_20241119_170132_046.xml @@ -0,0 +1,263 @@ + +<context + context="60.69" + cpu="0" + disk_total="1081101176832" + disk_used="125096415232" + gpu="0" + memory_total="16630435840" + memory_used="1043427328" + stdin="0" + time="2024-11-19T17:00:30Z"> + <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> +</context><single>grep -n '^#' /root/sia/README.md</single> \ No newline at end of file diff --git a/iterations/iteration_20241119_170413_225.xml b/iterations/iteration_20241119_170413_225.xml new file mode 100644 index 0000000..2a23051 --- /dev/null +++ b/iterations/iteration_20241119_170413_225.xml @@ -0,0 +1,308 @@ + +<context + context="64.65" + cpu="0" + disk_total="1081101176832" + disk_used="125096427520" + gpu="0" + memory_total="16630435840" + memory_used="1047707648" + stdin="0" + time="2024-11-19T17:01:32Z"> + <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="111a3eea-14a7-4052-b79f-0755563f1bc3"> + <![CDATA[grep -n '^#' /root/sia/README.md]]> + <stdout> + <![CDATA[1:# SIA - The Self Improving Agent +13:## Example +18:### Context +62:### Responses +96:## Working principles +103:### Core Actions +113:### Scripts +119:#### Single-shot script +125:#### Repeat script +132:### Use of XML +142:#### XML Data Flow +158:### The SIA process +168:### Server for debuggin and human input +179:## Architecture +184:### Core Components +186:#### Agent Architecture +197:#### Working Memory +208:#### Command Processing +217:#### IO Handling +223:### Processing Flow +225:#### Standard Agent Flow +234:#### Web Agent Flow +244:### Web Interface +248:#### Server-Client Communication +259:#### WebServer Architecture +271:### Diagrams +273:#### Core classes +364:#### Standard Agent Flow +384:#### Web Agent +475:#### Web Agent Flow +502:#### Entry classes +580:#### IO Buffer classes +614:#### 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 in more detail. + I will use the `tail` command with the offset of the "Working principles" section and set the output limit to display its full content. +</reasoning> \ No newline at end of file diff --git a/iterations/iteration_20241119_170646_095.xml b/iterations/iteration_20241119_170646_095.xml new file mode 100644 index 0000000..b7485ee --- /dev/null +++ b/iterations/iteration_20241119_170646_095.xml @@ -0,0 +1,311 @@ + +<context + context="66.16" + cpu="0" + disk_total="1081101176832" + disk_used="125096443904" + gpu="0" + memory_total="16630435840" + memory_used="1048236032" + stdin="0" + time="2024-11-19T17:04:13Z"> + <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="111a3eea-14a7-4052-b79f-0755563f1bc3"> + <![CDATA[grep -n '^#' /root/sia/README.md]]> + <stdout> + <![CDATA[1:# SIA - The Self Improving Agent +13:## Example +18:### Context +62:### Responses +96:## Working principles +103:### Core Actions +113:### Scripts +119:#### Single-shot script +125:#### Repeat script +132:### Use of XML +142:#### XML Data Flow +158:### The SIA process +168:### Server for debuggin and human input +179:## Architecture +184:### Core Components +186:#### Agent Architecture +197:#### Working Memory +208:#### Command Processing +217:#### IO Handling +223:### Processing Flow +225:#### Standard Agent Flow +234:#### Web Agent Flow +244:### Web Interface +248:#### Server-Client Communication +259:#### WebServer Architecture +271:### Diagrams +273:#### Core classes +364:#### Standard Agent Flow +384:#### Web Agent +475:#### Web Agent Flow +502:#### Entry classes +580:#### IO Buffer classes +614:#### Command classes +]]> + </stdout> + <stderr/> + </single> + <reasoning id="8f78731f-4dec-4020-9f0c-dff22495a414"> + <![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 in more detail. + I will use the `tail` command with the offset of the "Working principles" section and set the output limit to display its full content. +]]> + </reasoning> +</context><delete id="8f78731f-4dec-4020-9f0c-dff22495a414"/> \ No newline at end of file diff --git a/iterations/iteration_20241119_170719_356.xml b/iterations/iteration_20241119_170719_356.xml new file mode 100644 index 0000000..138b2b7 --- /dev/null +++ b/iterations/iteration_20241119_170719_356.xml @@ -0,0 +1,303 @@ + +<context + context="64.65" + cpu="0" + disk_total="1081101176832" + disk_used="125096460288" + gpu="0" + memory_total="16630435840" + memory_used="1048035328" + stdin="0" + time="2024-11-19T17:06:46Z"> + <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> + <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="111a3eea-14a7-4052-b79f-0755563f1bc3"> + <![CDATA[grep -n '^#' /root/sia/README.md]]> + <stdout> + <![CDATA[1:# SIA - The Self Improving Agent +13:## Example +18:### Context +62:### Responses +96:## Working principles +103:### Core Actions +113:### Scripts +119:#### Single-shot script +125:#### Repeat script +132:### Use of XML +142:#### XML Data Flow +158:### The SIA process +168:### Server for debuggin and human input +179:## Architecture +184:### Core Components +186:#### Agent Architecture +197:#### Working Memory +208:#### Command Processing +217:#### IO Handling +223:### Processing Flow +225:#### Standard Agent Flow +234:#### Web Agent Flow +244:### Web Interface +248:#### Server-Client Communication +259:#### WebServer Architecture +271:### Diagrams +273:#### Core classes +364:#### Standard Agent Flow +384:#### Web Agent +475:#### Web Agent Flow +502:#### Entry classes +580:#### IO Buffer classes +614:#### Command classes +]]> + </stdout> + <stderr/> + </single> +</context><delete id="111a3eea-14a7-4052-b79f-0755563f1bc3"/> \ No newline at end of file diff --git a/iterations/iteration_20241119_170826_847.xml b/iterations/iteration_20241119_170826_847.xml new file mode 100644 index 0000000..414c047 --- /dev/null +++ b/iterations/iteration_20241119_170826_847.xml @@ -0,0 +1,265 @@ + +<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 new file mode 100644 index 0000000..416cbf6 --- /dev/null +++ b/iterations/iteration_20241119_170913_008.xml @@ -0,0 +1,310 @@ + +<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 new file mode 100644 index 0000000..1ad2ebf --- /dev/null +++ b/iterations/iteration_20241119_171140_537.xml @@ -0,0 +1,315 @@ + +<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 new file mode 100644 index 0000000..729b1f3 --- /dev/null +++ b/iterations/iteration_20241119_172645_984.xml @@ -0,0 +1,418 @@ + +<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 new file mode 100644 index 0000000..c3852f5 --- /dev/null +++ b/iterations/iteration_20241119_173155_263.xml @@ -0,0 +1,421 @@ + +<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_174453_345.xml b/iterations/iteration_20241119_174453_345.xml new file mode 100644 index 0000000..e8dee52 --- /dev/null +++ b/iterations/iteration_20241119_174453_345.xml @@ -0,0 +1,433 @@ + +<context + context="77.34" + cpu="0" + disk_total="1081101176832" + disk_used="125096570880" + gpu="0" + memory_total="16630435840" + memory_used="1052110848" + stdin="0" + time="2024-11-19T17:31:55Z"> + <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> +cat > '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_174610_691.xml b/iterations/iteration_20241119_174610_691.xml new file mode 100644 index 0000000..0c8c3c7 --- /dev/null +++ b/iterations/iteration_20241119_174610_691.xml @@ -0,0 +1,441 @@ + +<context + context="79.2" + cpu="0" + disk_total="1081101176832" + disk_used="125140471808" + gpu="0" + memory_total="16630435840" + memory_used="1056399360" + stdin="0" + time="2024-11-19T17:44:53Z"> + <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> + <parse_error id="d9c46d25-c641-4274-9133-b65c93822b6d"> + <error> + <![CDATA[Single entry requires (only) script content]]> + </error> + <content> + <![CDATA[<single> +cat > '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> +]]> + </content> + </parse_error> +</context><delete id="d9c46d25-c641-4274-9133-b65c93822b6d"/> \ No newline at end of file diff --git a/iterations/iteration_20241119_174711_343.xml b/iterations/iteration_20241119_174711_343.xml new file mode 100644 index 0000000..fd73ab1 --- /dev/null +++ b/iterations/iteration_20241119_174711_343.xml @@ -0,0 +1,432 @@ + +<context + context="77.34" + cpu="0" + disk_total="1081101176832" + disk_used="125140480000" + gpu="0" + memory_total="16630435840" + memory_used="1034452992" + stdin="0" + time="2024-11-19T17:46:10Z"> + <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 > '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_174830_664.xml b/iterations/iteration_20241119_174830_664.xml new file mode 100644 index 0000000..a7dc3f2 --- /dev/null +++ b/iterations/iteration_20241119_174830_664.xml @@ -0,0 +1,440 @@ + +<context + context="79.24" + cpu="0" + disk_total="1081101176832" + disk_used="125140500480" + gpu="0" + memory_total="16630435840" + memory_used="1039036416" + stdin="0" + time="2024-11-19T17:47:11Z"> + <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="2" id="5ff1d039-747b-46d8-b877-e0e011ec6be0"> + <![CDATA[ + cat > '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> + <![CDATA[/bin/sh: 2: cannot create notes/user request.txt: Directory nonexistent +]]> + </stderr> + </single> +</context><delete id="5ff1d039-747b-46d8-b877-e0e011ec6be0"/> \ No newline at end of file diff --git a/iterations/iteration_20241119_174856_198.xml b/iterations/iteration_20241119_174856_198.xml new file mode 100644 index 0000000..846efa7 --- /dev/null +++ b/iterations/iteration_20241119_174856_198.xml @@ -0,0 +1,432 @@ + +<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 new file mode 100644 index 0000000..01af276 --- /dev/null +++ b/iterations/iteration_20241119_175008_071.xml @@ -0,0 +1,437 @@ + +<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 new file mode 100644 index 0000000..4050c00 --- /dev/null +++ b/iterations/iteration_20241119_175215_856.xml @@ -0,0 +1,447 @@ + +<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 new file mode 100644 index 0000000..0831987 --- /dev/null +++ b/iterations/iteration_20241119_175424_315.xml @@ -0,0 +1,436 @@ + +<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 new file mode 100644 index 0000000..66d9ec6 --- /dev/null +++ b/iterations/iteration_20241119_175521_331.xml @@ -0,0 +1,431 @@ + +<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/run.sh b/run.sh index 71551ae..1cd7320 100755 --- a/run.sh +++ b/run.sh @@ -11,4 +11,5 @@ docker run \ -p 8080:8080 \ -v /$(pwd)/model/:/root/model/ \ -v /$(pwd)/.env:/root/.env \ + -v /$(pwd)/iterations/:/root/sia/iterations \ sia "$@" diff --git a/sia/__main__.py b/sia/__main__.py index 6db2e3a..7742555 100644 --- a/sia/__main__.py +++ b/sia/__main__.py @@ -1,13 +1,10 @@ -from concurrent.futures import ThreadPoolExecutor from aiohttp import web -from pathlib import Path import asyncio import mimetypes -import time from .config import Config from .hf_llm_engine import HfLlmEngine -from .llm_engine import LlmEngine +from .iteration_logger import IterationLogger from .local_llm_engine import LocalLlmEngine from .mistral_llm_engine import MistralLlmEngine from .openai_llm_engine import OpenAILlmEngine @@ -40,8 +37,7 @@ class Main: self._llm = LocalLlmEngine( self._config.model, self._config.temperature, - self._config.token_limit, - self._config.api_token, + self._config.token_limit ) case "hf": self._llm = HfLlmEngine( @@ -73,7 +69,8 @@ class Main: metrics=SystemMetrics(), llm=self._llm, validator=XMLValidator(self._action_schema), - parser=ResponseParser(self._io_buffer) + parser=ResponseParser(self._io_buffer), + iteration_logger=IterationLogger(self._config.iterations_dir, self._system_prompt, self._action_schema), ) self._ws_manager = await WebSocketManager.create( self._agent, @@ -132,4 +129,4 @@ if __name__ == "__main__": config = Config() main = loop.run_until_complete(Main.create(config)) print(f"Web server started at http://localhost:{config.port}") - web.run_app(main.app, loop=loop, host=config.host, port=config.port) \ No newline at end of file + web.run_app(main.app, loop=loop, host=config.host, port=config.port) diff --git a/sia/base_agent.py b/sia/base_agent.py index c490ccf..00ea685 100644 --- a/sia/base_agent.py +++ b/sia/base_agent.py @@ -1,7 +1,5 @@ -from abc import ABC, abstractmethod -from typing import List +from abc import ABC import xml.etree.ElementTree as ET -import time from .llm_engine import LlmEngine from .response_parser import ResponseParser @@ -26,7 +24,7 @@ class BaseAgent(ABC): metrics: SystemMetrics, llm: LlmEngine, validator: XMLValidator, - parser: ResponseParser + parser: ResponseParser, ): """ Initialize agent with required components. diff --git a/sia/config.py b/sia/config.py index ee53758..517967f 100644 --- a/sia/config.py +++ b/sia/config.py @@ -33,6 +33,12 @@ class Config: default=os.getenv('SIA_ACTION_SCHEMA', 'action_schema.xsd'), help='Path to the action schema file (default: action_schema.xsd, env: SIA_ACTION_SCHEMA)' ) + parser.add_argument( + '--iterations-dir', + type=Path, + default=os.getenv('SIA_ITERATIONS_DIR', 'iterations'), + help='Path to the directory for storing iterations (default: iterations, env: SIA_ITERATIONS_DIR)' + ) parser.add_argument( '--server', action='store_true', @@ -112,6 +118,11 @@ class Config: def action_schema(self) -> Path: """Path to the action schema file.""" return self.args.action_schema + + @property + def iterations_dir(self) -> Path: + """Path to the directory for storing iterations.""" + return self.args.iterations_dir @property def server(self) -> bool: diff --git a/sia/iteration_logger.py b/sia/iteration_logger.py new file mode 100644 index 0000000..3e68389 --- /dev/null +++ b/sia/iteration_logger.py @@ -0,0 +1,49 @@ +from datetime import datetime +from pathlib import Path +import xml.etree.ElementTree as ET +import hashlib + +class IterationLogger: + """Logs agent iterations to XML files""" + + def __init__( + self, + iterations_dir: Path, + system_prompt: str, + action_schema: str, + ): + """Initialize with directory for storing iteration files""" + self.iterations_dir = iterations_dir + self.iterations_dir.mkdir(parents=True, exist_ok=True) + self._system_prompt_hash = hashlib.sha256(system_prompt.encode()).hexdigest() + self._action_schema_hash = hashlib.sha256(action_schema.encode()).hexdigest() + + def log_iteration( + self, + context: str, + response: str, + ): + """ + Save an iteration to an XML file + + Args: + context: The context as ElementTree + response: Raw response from LLM + """ + timestamp = datetime.now().strftime("%Y%m%d_%H%M%S_%f")[:-3] + filename = f"iteration_{timestamp}.xml" + filepath = self.iterations_dir / filename + + root = ET.Element("iteration") + + root.set("system_prompt_hash", self._system_prompt_hash) + root.set("action_schema_hash", self._action_schema_hash) + + context_elem = ET.SubElement(root, "context") + context_elem.text = context + + response_elem = ET.SubElement(root, "response") + response_elem.text = response + + tree = ET.ElementTree(root) + tree.write(filepath, encoding="utf-8", xml_declaration=True) \ No newline at end of file diff --git a/sia/web_agent.py b/sia/web_agent.py index deb10a5..7efb48b 100644 --- a/sia/web_agent.py +++ b/sia/web_agent.py @@ -5,6 +5,7 @@ from typing import Callable, List, Optional from .base_agent import BaseAgent from .command import Command from .command_result import CommandResult +from .iteration_logger import IterationLogger from .llm_engine import LlmEngine from .response_parser import ResponseParser from .system_metrics import SystemMetrics @@ -41,7 +42,8 @@ class WebAgent(BaseAgent): metrics: SystemMetrics, llm: LlmEngine, validator: XMLValidator, - parser: ResponseParser + parser: ResponseParser, + iteration_logger: IterationLogger, ): """ Initialize web agent with required components. @@ -63,6 +65,7 @@ class WebAgent(BaseAgent): self._command_result: Optional[CommandResult] = None self._context = self._compile_context() self._state_lock = Lock() + self._iteration_logger = iteration_logger @property def state(self) -> WebAgentState: @@ -166,6 +169,7 @@ class WebAgent(BaseAgent): print() def _approve_response_thread(self) -> None: + self._iteration_logger.log_iteration(self._context, self._response) parse_result = self._parser.parse(self._response) if isinstance(parse_result, Command): result = parse_result.execute(self._working_memory)