From 56d9d26c23865b58cb896e3e58176cf7a9b5e296 Mon Sep 17 00:00:00 2001 From: Niels Geens Date: Wed, 20 Nov 2024 10:38:48 +0100 Subject: [PATCH] Cleaned up initial iteration --- iterations/iteration_20241119_164222_391.xml | 117 ----- iterations/iteration_20241119_164452_751.xml | 122 ----- iterations/iteration_20241119_164510_100.xml | 117 ----- iterations/iteration_20241119_164630_580.xml | 169 ------- iterations/iteration_20241119_165344_436.xml | 260 ----------- iterations/iteration_20241119_165351_548.xml | 263 ----------- iterations/iteration_20241119_165510_430.xml | 303 ------------- iterations/iteration_20241119_165552_922.xml | 263 ----------- iterations/iteration_20241119_170132_046.xml | 263 ----------- iterations/iteration_20241119_170413_225.xml | 308 ------------- iterations/iteration_20241119_170646_095.xml | 311 ------------- iterations/iteration_20241119_170719_356.xml | 303 ------------- iterations/iteration_20241119_174453_345.xml | 433 ------------------ iterations/iteration_20241119_174610_691.xml | 441 ------------------- iterations/iteration_20241119_174711_343.xml | 432 ------------------ iterations/iteration_20241119_174830_664.xml | 440 ------------------ 16 files changed, 4545 deletions(-) delete mode 100644 iterations/iteration_20241119_164222_391.xml delete mode 100644 iterations/iteration_20241119_164452_751.xml delete mode 100644 iterations/iteration_20241119_164510_100.xml delete mode 100644 iterations/iteration_20241119_164630_580.xml delete mode 100644 iterations/iteration_20241119_165344_436.xml delete mode 100644 iterations/iteration_20241119_165351_548.xml delete mode 100644 iterations/iteration_20241119_165510_430.xml delete mode 100644 iterations/iteration_20241119_165552_922.xml delete mode 100644 iterations/iteration_20241119_170132_046.xml delete mode 100644 iterations/iteration_20241119_170413_225.xml delete mode 100644 iterations/iteration_20241119_170646_095.xml delete mode 100644 iterations/iteration_20241119_170719_356.xml delete mode 100644 iterations/iteration_20241119_174453_345.xml delete mode 100644 iterations/iteration_20241119_174610_691.xml delete mode 100644 iterations/iteration_20241119_174711_343.xml delete mode 100644 iterations/iteration_20241119_174830_664.xml diff --git a/iterations/iteration_20241119_164222_391.xml b/iterations/iteration_20241119_164222_391.xml deleted file mode 100644 index 586e06d..0000000 --- a/iterations/iteration_20241119_164222_391.xml +++ /dev/null @@ -1,117 +0,0 @@ - -<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 deleted file mode 100644 index d41802a..0000000 --- a/iterations/iteration_20241119_164452_751.xml +++ /dev/null @@ -1,122 +0,0 @@ - -<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 deleted file mode 100644 index dd1f0ed..0000000 --- a/iterations/iteration_20241119_164510_100.xml +++ /dev/null @@ -1,117 +0,0 @@ - -<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 deleted file mode 100644 index 9aad29c..0000000 --- a/iterations/iteration_20241119_164630_580.xml +++ /dev/null @@ -1,169 +0,0 @@ - -<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_165344_436.xml b/iterations/iteration_20241119_165344_436.xml deleted file mode 100644 index c14ea10..0000000 --- a/iterations/iteration_20241119_165344_436.xml +++ /dev/null @@ -1,260 +0,0 @@ - -<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 deleted file mode 100644 index f519267..0000000 --- a/iterations/iteration_20241119_165351_548.xml +++ /dev/null @@ -1,263 +0,0 @@ - -<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 deleted file mode 100644 index d63de84..0000000 --- a/iterations/iteration_20241119_165510_430.xml +++ /dev/null @@ -1,303 +0,0 @@ - -<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 deleted file mode 100644 index 0eda784..0000000 --- a/iterations/iteration_20241119_165552_922.xml +++ /dev/null @@ -1,263 +0,0 @@ - -<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_170132_046.xml b/iterations/iteration_20241119_170132_046.xml deleted file mode 100644 index 2566b7a..0000000 --- a/iterations/iteration_20241119_170132_046.xml +++ /dev/null @@ -1,263 +0,0 @@ - -<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 deleted file mode 100644 index 2a23051..0000000 --- a/iterations/iteration_20241119_170413_225.xml +++ /dev/null @@ -1,308 +0,0 @@ - -<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 deleted file mode 100644 index b7485ee..0000000 --- a/iterations/iteration_20241119_170646_095.xml +++ /dev/null @@ -1,311 +0,0 @@ - -<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 deleted file mode 100644 index 138b2b7..0000000 --- a/iterations/iteration_20241119_170719_356.xml +++ /dev/null @@ -1,303 +0,0 @@ - -<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_174453_345.xml b/iterations/iteration_20241119_174453_345.xml deleted file mode 100644 index e8dee52..0000000 --- a/iterations/iteration_20241119_174453_345.xml +++ /dev/null @@ -1,433 +0,0 @@ - -<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 deleted file mode 100644 index 0c8c3c7..0000000 --- a/iterations/iteration_20241119_174610_691.xml +++ /dev/null @@ -1,441 +0,0 @@ - -<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 deleted file mode 100644 index fd73ab1..0000000 --- a/iterations/iteration_20241119_174711_343.xml +++ /dev/null @@ -1,432 +0,0 @@ - -<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 deleted file mode 100644 index a7dc3f2..0000000 --- a/iterations/iteration_20241119_174830_664.xml +++ /dev/null @@ -1,440 +0,0 @@ - -<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