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"
- context="3"
- stdin="0"
-/>
- <repeat id="a3d89ee5-28ec-4c5a-b9e9-a30af53d43a0" exit_code="0">
- <![CDATA[ls -lah /]]>
- <stdout><![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/
-]]></stdout>
- <stderr/>
- </repeat>
- <repeat id="be8070f8-dbd2-47ee-a208-defe6fd49ae0" exit_code="0">
- <![CDATA[ls -lah /tasks]]>
- <stdout><![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 ../
-]]></stdout>
- <stderr/>
- </repeat>
- <repeat id="375e1657-8140-456b-bda4-a8690bc4b3fb" exit_code="0">
- <![CDATA[cat /user/general_info.txt]]>
- <stdout><![CDATA[Name: John (I don't know his last name)
-Location: Somewhere in Belgium
-]]></stdout>
- <stderr/>
- </repeat>
- <reasoning id="c92d1594-4487-4a42-a153-f0a99da1762f"><![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.]]></reasoning>
- <read_stdin id="5361ad0d-3ed1-4567-9f5a-70f3b462fd8d"><![CDATA[Remind me to feed the cat tomorrow morning]]></read_stdin>
-</context>
-```
-
-### Responses
-
-Start by reasoning about the task.
-```xml
-<reasoning>
- John did not specify an exact time.
- I'll suggest 9am.
- He also did not specify how to be reminded.
- I'll ask but if he doesn't respond I'll assume a text message on standard output is fine.
- I'll write down this task in a file so I remember it even on a power failure.
-</reasoning>
-```
-
-Store important information on disk.
-```xml
- <script><![CDATA[echo 'Remind John to feed the cat on 2024-10-18T09:00:00+02:00. Use standard output.' > /tasks/reminder_to_feed_cat.txt]]></script>
-```
-
-Respond to the user.
-```xml
-<write_stdout>I'll remind you to feed the cat tomorrow morning at 9am. Is a message on the standard output ok?</write_stdout>
-```
-
-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"
- context="3"
- stdin="0"
-/>
- <repeat id="a3d89ee5-28ec-4c5a-b9e9-a30af53d43a0" exit_code="0">
- <![CDATA[ls -lah /]]>
- <stdout><![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/
-]]></stdout>
- <stderr/>
- </repeat>
- <repeat id="be8070f8-dbd2-47ee-a208-defe6fd49ae0" exit_code="0">
- <![CDATA[ls -lah /tasks]]>
- <stdout><![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 ../
-]]></stdout>
- <stderr/>
- </repeat>
- <repeat id="375e1657-8140-456b-bda4-a8690bc4b3fb" exit_code="0">
- <![CDATA[cat /user/general_info.txt]]>
- <stdout><![CDATA[Name: John (I don't know his last name)
-Location: Somewhere in Belgium
-]]></stdout>
- <stderr/>
- </repeat>
- <reasoning id="c92d1594-4487-4a42-a153-f0a99da1762f"><![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.]]></reasoning>
- <read_stdin id="5361ad0d-3ed1-4567-9f5a-70f3b462fd8d"><![CDATA[Remind me to feed the cat tomorrow morning]]></read_stdin>
-</context>
-```
-
-### Responses
-
-Start by reasoning about the task.
-```xml
-<reasoning>
- John did not specify an exact time.
- I'll suggest 9am.
- He also did not specify how to be reminded.
- I'll ask but if he doesn't respond I'll assume a text message on standard output is fine.
- I'll write down this task in a file so I remember it even on a power failure.
-</reasoning>
-```
-
-Store important information on disk.
-```xml
- <script><![CDATA[echo 'Remind John to feed the cat on 2024-10-18T09:00:00+02:00. Use standard output.' > /tasks/reminder_to_feed_cat.txt]]></script>
-```
-
-Respond to the user.
-```xml
-<write_stdout>I'll remind you to feed the cat tomorrow morning at 9am. Is a message on the standard output ok?</write_stdout>
-```
-
-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"
- context="3"
- stdin="0"
-/>
- <repeat id="a3d89ee5-28ec-4c5a-b9e9-a30af53d43a0" exit_code="0">
- <![CDATA[ls -lah /]]>
- <stdout><![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/
-]]></stdout>
- <stderr/>
- </repeat>
- <repeat id="be8070f8-dbd2-47ee-a208-defe6fd49ae0" exit_code="0">
- <![CDATA[ls -lah /tasks]]>
- <stdout><![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 ../
-]]></stdout>
- <stderr/>
- </repeat>
- <repeat id="375e1657-8140-456b-bda4-a8690bc4b3fb" exit_code="0">
- <![CDATA[cat /user/general_info.txt]]>
- <stdout><![CDATA[Name: John (I don't know his last name)
-Location: Somewhere in Belgium
-]]></stdout>
- <stderr/>
- </repeat>
- <reasoning id="c92d1594-4487-4a42-a153-f0a99da1762f"><![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.]]></reasoning>
- <read_stdin id="5361ad0d-3ed1-4567-9f5a-70f3b462fd8d"><![CDATA[Remind me to feed the cat tomorrow morning]]></read_stdin>
-</context>
-```
-
-### Responses
-
-Start by reasoning about the task.
-```xml
-<reasoning>
- John did not specify an exact time.
- I'll suggest 9am.
- He also did not specify how to be reminded.
- I'll ask but if he doesn't respond I'll assume a text message on standard output is fine.
- I'll write down this task in a file so I remember it even on a power failure.
-</reasoning>
-```
-
-Store important information on disk.
-```xml
- <script><![CDATA[echo 'Remind John to feed the cat on 2024-10-18T09:00:00+02:00. Use standard output.' > /tasks/reminder_to_feed_cat.txt]]></script>
-```
-
-Respond to the user.
-```xml
-<write_stdout>I'll remind you to feed the cat tomorrow morning at 9am. Is a message on the standard output ok?</write_stdout>
-```
-
-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"
- context="3"
- stdin="0"
-/>
- <repeat id="a3d89ee5-28ec-4c5a-b9e9-a30af53d43a0" exit_code="0">
- <![CDATA[ls -lah /]]>
- <stdout><![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/
-]]></stdout>
- <stderr/>
- </repeat>
- <repeat id="be8070f8-dbd2-47ee-a208-defe6fd49ae0" exit_code="0">
- <![CDATA[ls -lah /tasks]]>
- <stdout><![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 ../
-]]></stdout>
- <stderr/>
- </repeat>
- <repeat id="375e1657-8140-456b-bda4-a8690bc4b3fb" exit_code="0">
- <![CDATA[cat /user/general_info.txt]]>
- <stdout><![CDATA[Name: John (I don't know his last name)
-Location: Somewhere in Belgium
-]]></stdout>
- <stderr/>
- </repeat>
- <reasoning id="c92d1594-4487-4a42-a153-f0a99da1762f"><![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.]]></reasoning>
- <read_stdin id="5361ad0d-3ed1-4567-9f5a-70f3b462fd8d"><![CDATA[Remind me to feed the cat tomorrow morning]]></read_stdin>
-</context>
-```
-
-### Responses
-
-Start by reasoning about the task.
-```xml
-<reasoning>
- John did not specify an exact time.
- I'll suggest 9am.
- He also did not specify how to be reminded.
- I'll ask but if he doesn't respond I'll assume a text message on standard output is fine.
- I'll write down this task in a file so I remember it even on a power failure.
-</reasoning>
-```
-
-Store important information on disk.
-```xml
- <script><![CDATA[echo 'Remind John to feed the cat on 2024-10-18T09:00:00+02:00. Use standard output.' > /tasks/reminder_to_feed_cat.txt]]></script>
-```
-
-Respond to the user.
-```xml
-<write_stdout>I'll remind you to feed the cat tomorrow morning at 9am. Is a message on the standard output ok?</write_stdout>
-```
-
-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"
- context="3"
- stdin="0"
-/>
- <repeat id="a3d89ee5-28ec-4c5a-b9e9-a30af53d43a0" exit_code="0">
- <![CDATA[ls -lah /]]>
- <stdout><![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/
-]]></stdout>
- <stderr/>
- </repeat>
- <repeat id="be8070f8-dbd2-47ee-a208-defe6fd49ae0" exit_code="0">
- <![CDATA[ls -lah /tasks]]>
- <stdout><![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 ../
-]]></stdout>
- <stderr/>
- </repeat>
- <repeat id="375e1657-8140-456b-bda4-a8690bc4b3fb" exit_code="0">
- <![CDATA[cat /user/general_info.txt]]>
- <stdout><![CDATA[Name: John (I don't know his last name)
-Location: Somewhere in Belgium
-]]></stdout>
- <stderr/>
- </repeat>
- <reasoning id="c92d1594-4487-4a42-a153-f0a99da1762f"><![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.]]></reasoning>
- <read_stdin id="5361ad0d-3ed1-4567-9f5a-70f3b462fd8d"><![CDATA[Remind me to feed the cat tomorrow morning]]></read_stdin>
-</context>
-```
-
-### Responses
-
-Start by reasoning about the task.
-```xml
-<reasoning>
- John did not specify an exact time.
- I'll suggest 9am.
- He also did not specify how to be reminded.
- I'll ask but if he doesn't respond I'll assume a text message on standard output is fine.
- I'll write down this task in a file so I remember it even on a power failure.
-</reasoning>
-```
-
-Store important information on disk.
-```xml
- <script><![CDATA[echo 'Remind John to feed the cat on 2024-10-18T09:00:00+02:00. Use standard output.' > /tasks/reminder_to_feed_cat.txt]]></script>
-```
-
-Respond to the user.
-```xml
-<write_stdout>I'll remind you to feed the cat tomorrow morning at 9am. Is a message on the standard output ok?</write_stdout>
-```
-
-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"
- context="3"
- stdin="0"
-/>
- <repeat id="a3d89ee5-28ec-4c5a-b9e9-a30af53d43a0" exit_code="0">
- <![CDATA[ls -lah /]]>
- <stdout><![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/
-]]></stdout>
- <stderr/>
- </repeat>
- <repeat id="be8070f8-dbd2-47ee-a208-defe6fd49ae0" exit_code="0">
- <![CDATA[ls -lah /tasks]]>
- <stdout><![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 ../
-]]></stdout>
- <stderr/>
- </repeat>
- <repeat id="375e1657-8140-456b-bda4-a8690bc4b3fb" exit_code="0">
- <![CDATA[cat /user/general_info.txt]]>
- <stdout><![CDATA[Name: John (I don't know his last name)
-Location: Somewhere in Belgium
-]]></stdout>
- <stderr/>
- </repeat>
- <reasoning id="c92d1594-4487-4a42-a153-f0a99da1762f"><![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.]]></reasoning>
- <read_stdin id="5361ad0d-3ed1-4567-9f5a-70f3b462fd8d"><![CDATA[Remind me to feed the cat tomorrow morning]]></read_stdin>
-</context>
-```
-
-### Responses
-
-Start by reasoning about the task.
-```xml
-<reasoning>
- John did not specify an exact time.
- I'll suggest 9am.
- He also did not specify how to be reminded.
- I'll ask but if he doesn't respond I'll assume a text message on standard output is fine.
- I'll write down this task in a file so I remember it even on a power failure.
-</reasoning>
-```
-
-Store important information on disk.
-```xml
- <script><![CDATA[echo 'Remind John to feed the cat on 2024-10-18T09:00:00+02:00. Use standard output.' > /tasks/reminder_to_feed_cat.txt]]></script>
-```
-
-Respond to the user.
-```xml
-<write_stdout>I'll remind you to feed the cat tomorrow morning at 9am. Is a message on the standard output ok?</write_stdout>
-```
-
-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"
- context="3"
- stdin="0"
-/>
- <repeat id="a3d89ee5-28ec-4c5a-b9e9-a30af53d43a0" exit_code="0">
- <![CDATA[ls -lah /]]>
- <stdout><![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/
-]]></stdout>
- <stderr/>
- </repeat>
- <repeat id="be8070f8-dbd2-47ee-a208-defe6fd49ae0" exit_code="0">
- <![CDATA[ls -lah /tasks]]>
- <stdout><![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 ../
-]]></stdout>
- <stderr/>
- </repeat>
- <repeat id="375e1657-8140-456b-bda4-a8690bc4b3fb" exit_code="0">
- <![CDATA[cat /user/general_info.txt]]>
- <stdout><![CDATA[Name: John (I don't know his last name)
-Location: Somewhere in Belgium
-]]></stdout>
- <stderr/>
- </repeat>
- <reasoning id="c92d1594-4487-4a42-a153-f0a99da1762f"><![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.]]></reasoning>
- <read_stdin id="5361ad0d-3ed1-4567-9f5a-70f3b462fd8d"><![CDATA[Remind me to feed the cat tomorrow morning]]></read_stdin>
-</context>
-```
-
-### Responses
-
-Start by reasoning about the task.
-```xml
-<reasoning>
- John did not specify an exact time.
- I'll suggest 9am.
- He also did not specify how to be reminded.
- I'll ask but if he doesn't respond I'll assume a text message on standard output is fine.
- I'll write down this task in a file so I remember it even on a power failure.
-</reasoning>
-```
-
-Store important information on disk.
-```xml
- <script><![CDATA[echo 'Remind John to feed the cat on 2024-10-18T09:00:00+02:00. Use standard output.' > /tasks/reminder_to_feed_cat.txt]]></script>
-```
-
-Respond to the user.
-```xml
-<write_stdout>I'll remind you to feed the cat tomorrow morning at 9am. Is a message on the standard output ok?</write_stdout>
-```
-
-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"
- context="3"
- stdin="0"
-/>
- <repeat id="a3d89ee5-28ec-4c5a-b9e9-a30af53d43a0" exit_code="0">
- <![CDATA[ls -lah /]]>
- <stdout><![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/
-]]></stdout>
- <stderr/>
- </repeat>
- <repeat id="be8070f8-dbd2-47ee-a208-defe6fd49ae0" exit_code="0">
- <![CDATA[ls -lah /tasks]]>
- <stdout><![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 ../
-]]></stdout>
- <stderr/>
- </repeat>
- <repeat id="375e1657-8140-456b-bda4-a8690bc4b3fb" exit_code="0">
- <![CDATA[cat /user/general_info.txt]]>
- <stdout><![CDATA[Name: John (I don't know his last name)
-Location: Somewhere in Belgium
-]]></stdout>
- <stderr/>
- </repeat>
- <reasoning id="c92d1594-4487-4a42-a153-f0a99da1762f"><![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.]]></reasoning>
- <read_stdin id="5361ad0d-3ed1-4567-9f5a-70f3b462fd8d"><![CDATA[Remind me to feed the cat tomorrow morning]]></read_stdin>
-</context>
-```
-
-### Responses
-
-Start by reasoning about the task.
-```xml
-<reasoning>
- John did not specify an exact time.
- I'll suggest 9am.
- He also did not specify how to be reminded.
- I'll ask but if he doesn't respond I'll assume a text message on standard output is fine.
- I'll write down this task in a file so I remember it even on a power failure.
-</reasoning>
-```
-
-Store important information on disk.
-```xml
- <script><![CDATA[echo 'Remind John to feed the cat on 2024-10-18T09:00:00+02:00. Use standard output.' > /tasks/reminder_to_feed_cat.txt]]></script>
-```
-
-Respond to the user.
-```xml
-<write_stdout>I'll remind you to feed the cat tomorrow morning at 9am. Is a message on the standard output ok?</write_stdout>
-```
-
-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"
- context="3"
- stdin="0"
-/>
- <repeat id="a3d89ee5-28ec-4c5a-b9e9-a30af53d43a0" exit_code="0">
- <![CDATA[ls -lah /]]>
- <stdout><![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/
-]]></stdout>
- <stderr/>
- </repeat>
- <repeat id="be8070f8-dbd2-47ee-a208-defe6fd49ae0" exit_code="0">
- <![CDATA[ls -lah /tasks]]>
- <stdout><![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 ../
-]]></stdout>
- <stderr/>
- </repeat>
- <repeat id="375e1657-8140-456b-bda4-a8690bc4b3fb" exit_code="0">
- <![CDATA[cat /user/general_info.txt]]>
- <stdout><![CDATA[Name: John (I don't know his last name)
-Location: Somewhere in Belgium
-]]></stdout>
- <stderr/>
- </repeat>
- <reasoning id="c92d1594-4487-4a42-a153-f0a99da1762f"><![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.]]></reasoning>
- <read_stdin id="5361ad0d-3ed1-4567-9f5a-70f3b462fd8d"><![CDATA[Remind me to feed the cat tomorrow morning]]></read_stdin>
-</context>
-```
-
-### Responses
-
-Start by reasoning about the task.
-```xml
-<reasoning>
- John did not specify an exact time.
- I'll suggest 9am.
- He also did not specify how to be reminded.
- I'll ask but if he doesn't respond I'll assume a text message on standard output is fine.
- I'll write down this task in a file so I remember it even on a power failure.
-</reasoning>
-```
-
-Store important information on disk.
-```xml
- <script><![CDATA[echo 'Remind John to feed the cat on 2024-10-18T09:00:00+02:00. Use standard output.' > /tasks/reminder_to_feed_cat.txt]]></script>
-```
-
-Respond to the user.
-```xml
-<write_stdout>I'll remind you to feed the cat tomorrow morning at 9am. Is a message on the standard output ok?</write_stdout>
-```
-
-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"
- context="3"
- stdin="0"
-/>
- <repeat id="a3d89ee5-28ec-4c5a-b9e9-a30af53d43a0" exit_code="0">
- <![CDATA[ls -lah /]]>
- <stdout><![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/
-]]></stdout>
- <stderr/>
- </repeat>
- <repeat id="be8070f8-dbd2-47ee-a208-defe6fd49ae0" exit_code="0">
- <![CDATA[ls -lah /tasks]]>
- <stdout><![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 ../
-]]></stdout>
- <stderr/>
- </repeat>
- <repeat id="375e1657-8140-456b-bda4-a8690bc4b3fb" exit_code="0">
- <![CDATA[cat /user/general_info.txt]]>
- <stdout><![CDATA[Name: John (I don't know his last name)
-Location: Somewhere in Belgium
-]]></stdout>
- <stderr/>
- </repeat>
- <reasoning id="c92d1594-4487-4a42-a153-f0a99da1762f"><![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.]]></reasoning>
- <read_stdin id="5361ad0d-3ed1-4567-9f5a-70f3b462fd8d"><![CDATA[Remind me to feed the cat tomorrow morning]]></read_stdin>
-</context>
-```
-
-### Responses
-
-Start by reasoning about the task.
-```xml
-<reasoning>
- John did not specify an exact time.
- I'll suggest 9am.
- He also did not specify how to be reminded.
- I'll ask but if he doesn't respond I'll assume a text message on standard output is fine.
- I'll write down this task in a file so I remember it even on a power failure.
-</reasoning>
-```
-
-Store important information on disk.
-```xml
- <script><![CDATA[echo 'Remind John to feed the cat on 2024-10-18T09:00:00+02:00. Use standard output.' > /tasks/reminder_to_feed_cat.txt]]></script>
-```
-
-Respond to the user.
-```xml
-<write_stdout>I'll remind you to feed the cat tomorrow morning at 9am. Is a message on the standard output ok?</write_stdout>
-```
-
-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"
- context="3"
- stdin="0"
-/>
- <repeat id="a3d89ee5-28ec-4c5a-b9e9-a30af53d43a0" exit_code="0">
- <![CDATA[ls -lah /]]>
- <stdout><![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/
-]]></stdout>
- <stderr/>
- </repeat>
- <repeat id="be8070f8-dbd2-47ee-a208-defe6fd49ae0" exit_code="0">
- <![CDATA[ls -lah /tasks]]>
- <stdout><![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 ../
-]]></stdout>
- <stderr/>
- </repeat>
- <repeat id="375e1657-8140-456b-bda4-a8690bc4b3fb" exit_code="0">
- <![CDATA[cat /user/general_info.txt]]>
- <stdout><![CDATA[Name: John (I don't know his last name)
-Location: Somewhere in Belgium
-]]></stdout>
- <stderr/>
- </repeat>
- <reasoning id="c92d1594-4487-4a42-a153-f0a99da1762f"><![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.]]></reasoning>
- <read_stdin id="5361ad0d-3ed1-4567-9f5a-70f3b462fd8d"><![CDATA[Remind me to feed the cat tomorrow morning]]></read_stdin>
-</context>
-```
-
-### Responses
-
-Start by reasoning about the task.
-```xml
-<reasoning>
- John did not specify an exact time.
- I'll suggest 9am.
- He also did not specify how to be reminded.
- I'll ask but if he doesn't respond I'll assume a text message on standard output is fine.
- I'll write down this task in a file so I remember it even on a power failure.
-</reasoning>
-```
-
-Store important information on disk.
-```xml
- <script><![CDATA[echo 'Remind John to feed the cat on 2024-10-18T09:00:00+02:00. Use standard output.' > /tasks/reminder_to_feed_cat.txt]]></script>
-```
-
-Respond to the user.
-```xml
-<write_stdout>I'll remind you to feed the cat tomorrow morning at 9am. Is a message on the standard output ok?</write_stdout>
-```
-
-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"
- context="3"
- stdin="0"
-/>
- <repeat id="a3d89ee5-28ec-4c5a-b9e9-a30af53d43a0" exit_code="0">
- <![CDATA[ls -lah /]]>
- <stdout><![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/
-]]></stdout>
- <stderr/>
- </repeat>
- <repeat id="be8070f8-dbd2-47ee-a208-defe6fd49ae0" exit_code="0">
- <![CDATA[ls -lah /tasks]]>
- <stdout><![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 ../
-]]></stdout>
- <stderr/>
- </repeat>
- <repeat id="375e1657-8140-456b-bda4-a8690bc4b3fb" exit_code="0">
- <![CDATA[cat /user/general_info.txt]]>
- <stdout><![CDATA[Name: John (I don't know his last name)
-Location: Somewhere in Belgium
-]]></stdout>
- <stderr/>
- </repeat>
- <reasoning id="c92d1594-4487-4a42-a153-f0a99da1762f"><![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.]]></reasoning>
- <read_stdin id="5361ad0d-3ed1-4567-9f5a-70f3b462fd8d"><![CDATA[Remind me to feed the cat tomorrow morning]]></read_stdin>
-</context>
-```
-
-### Responses
-
-Start by reasoning about the task.
-```xml
-<reasoning>
- John did not specify an exact time.
- I'll suggest 9am.
- He also did not specify how to be reminded.
- I'll ask but if he doesn't respond I'll assume a text message on standard output is fine.
- I'll write down this task in a file so I remember it even on a power failure.
-</reasoning>
-```
-
-Store important information on disk.
-```xml
- <script><![CDATA[echo 'Remind John to feed the cat on 2024-10-18T09:00:00+02:00. Use standard output.' > /tasks/reminder_to_feed_cat.txt]]></script>
-```
-
-Respond to the user.
-```xml
-<write_stdout>I'll remind you to feed the cat tomorrow morning at 9am. Is a message on the standard output ok?</write_stdout>
-```
-
-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