diff --git a/finetune_dataset_creator.py b/finetune_dataset_creator.py
index 3c1ba1e..68ea3dd 100644
--- a/finetune_dataset_creator.py
+++ b/finetune_dataset_creator.py
@@ -50,9 +50,10 @@ class FinetuneDatasetCreator:
root = tree.getroot()
# Verify hashes
- if (root.get('system_prompt_hash') != self.system_prompt_hash or
- root.get('action_schema_hash') != self.action_schema_hash):
- print(f"Hash mismatch in {file_path}")
+ if root.get('system_prompt_hash') != self.system_prompt_hash:
+ print(f"System prompt hash mismatch in {file_path}")
+ if root.get('action_schema_hash') != self.action_schema_hash:
+ print(f"Action schema hash mismatch in {file_path}")
# Get context and response
context = root.find('context').text
diff --git a/iterations/iteration_20241120_102652_235.xml b/iterations/iteration_20241120_102652_235.xml
new file mode 100644
index 0000000..1bef06b
--- /dev/null
+++ b/iterations/iteration_20241120_102652_235.xml
@@ -0,0 +1,12 @@
+
+<context
+ context="21.84"
+ cpu="0"
+ disk_total="1081101176832"
+ disk_used="125111201792"
+ gpu="0"
+ memory_total="16630431744"
+ memory_used="965623808"
+ stdin="31"
+ time="2024-11-20T10:26:25Z">
+</context><read_stdin/>
\ No newline at end of file
diff --git a/iterations/iteration_20241120_102705_549.xml b/iterations/iteration_20241120_102705_549.xml
new file mode 100644
index 0000000..801b868
--- /dev/null
+++ b/iterations/iteration_20241120_102705_549.xml
@@ -0,0 +1,19 @@
+
+<context
+ context="22.86"
+ cpu="0"
+ disk_total="1081101176832"
+ disk_used="125111205888"
+ gpu="0"
+ memory_total="16630431744"
+ memory_used="972587008"
+ stdin="0"
+ time="2024-11-20T10:26:52Z">
+ <read_stdin id="3da7f743-19b7-4738-aaf9-49634618e8f7">
+ <![CDATA[The SIA source is located in /root/sia. Not all features are implemented yet. Look at the readme and code to find what is missing. Make sure to unit test your work.]]>
+ </read_stdin>
+</context><reasoning>
+ I have received a message from the user indicating that the SIA source code is located in /root/sia. The user also mentioned that not all features are implemented yet and that I should look at the readme and code to find what is missing. Additionally, the user instructed me to unit test my work.
+
+ My next step will be to list the contents of the /root/sia directory to understand its structure and identify the readme file.
+</reasoning>
\ No newline at end of file
diff --git a/iterations/iteration_20241120_102715_486.xml b/iterations/iteration_20241120_102715_486.xml
new file mode 100644
index 0000000..5715055
--- /dev/null
+++ b/iterations/iteration_20241120_102715_486.xml
@@ -0,0 +1,22 @@
+
+<context
+ context="24.37"
+ cpu="1"
+ disk_total="1081101176832"
+ disk_used="125111205888"
+ gpu="0"
+ memory_total="16630431744"
+ memory_used="957931520"
+ stdin="0"
+ time="2024-11-20T10:27:05Z">
+ <read_stdin id="3da7f743-19b7-4738-aaf9-49634618e8f7">
+ <![CDATA[The SIA source is located in /root/sia. Not all features are implemented yet. Look at the readme and code to find what is missing. Make sure to unit test your work.]]>
+ </read_stdin>
+ <reasoning id="d8ed5b92-cecb-43bf-a019-63bb9fd8ab64">
+ <![CDATA[
+ I have received a message from the user indicating that the SIA source code is located in /root/sia. The user also mentioned that not all features are implemented yet and that I should look at the readme and code to find what is missing. Additionally, the user instructed me to unit test my work.
+
+ My next step will be to list the contents of the /root/sia directory to understand its structure and identify the readme file.
+]]>
+ </reasoning>
+</context><single>ls -la /root/sia</single>
\ No newline at end of file
diff --git a/iterations/iteration_20241120_102811_343.xml b/iterations/iteration_20241120_102811_343.xml
new file mode 100644
index 0000000..93f9de1
--- /dev/null
+++ b/iterations/iteration_20241120_102811_343.xml
@@ -0,0 +1,57 @@
+
+<context
+ context="31.48"
+ cpu="0"
+ disk_total="1081101176832"
+ disk_used="125111205888"
+ gpu="0"
+ memory_total="16630431744"
+ memory_used="959979520"
+ stdin="0"
+ time="2024-11-20T10:27:15Z">
+ <read_stdin id="3da7f743-19b7-4738-aaf9-49634618e8f7">
+ <![CDATA[The SIA source is located in /root/sia. Not all features are implemented yet. Look at the readme and code to find what is missing. Make sure to unit test your work.]]>
+ </read_stdin>
+ <reasoning id="d8ed5b92-cecb-43bf-a019-63bb9fd8ab64">
+ <![CDATA[
+ I have received a message from the user indicating that the SIA source code is located in /root/sia. The user also mentioned that not all features are implemented yet and that I should look at the readme and code to find what is missing. Additionally, the user instructed me to unit test my work.
+
+ My next step will be to list the contents of the /root/sia directory to understand its structure and identify the readme file.
+]]>
+ </reasoning>
+ <single
+ exit_code="0"
+ id="8637bd02-7c94-4708-bfa3-bf840d376166"
+ stdout_truncated="true">
+ <![CDATA[ls -la /root/sia]]>
+ <stdout>
+ <![CDATA[total 204
+drwxr-xr-x 1 root root 4096 Nov 20 10:25 .
+drwx------ 1 root root 4096 Nov 20 10:26 ..
+drwxr-xr-x 2 root root 4096 Oct 31 17:07 .crossnote
+-rwxr-xr-x 1 root root 14 Nov 4 16:01 .dockerignore
+drwxr-xr-x 8 root root 4096 Nov 20 10:21 .git
+-rwxr-xr-x 1 root root 30 Nov 4 16:01 .gitignore
+-rwxr-xr-x 1 root root 843 Nov 4 14:52 Dockerfile
+-rwxr-xr-x 1 root root 19975 Nov 19 14:20 README.md
+drwxr-xr-x 2 root root 4096 Nov 15 16:10 _test
+-rwxr-xr-x 1 root root 3923 Nov 13 15:56 action_schema.xsd
+-rwxr-xr-x 1 root root 2064 Nov 6 12:29 claude.sh
+-rwxr-xr-x 1 root root 85153 Nov 14 13:30 claude.txt
+-rwxr-xr-x 1 root root 4939 Nov 20 10:07 finetune_dataset_creator.py
+-rwxr-xr-x 1 root root 572 Nov 19 14:20 install.sh
+drwxrwxrwx 1 root root 512 Nov 20 10:27 iterations
+-rwxr-xr-x 1 root root 105 Nov 19 14:20 requirements.txt
+-rwxr-xr-x 1 root root 269 Nov 19 18:05 run.sh
+drwxr-xr-x 1 root root 4096 Nov 20 10:26 sia
+drwxr-xr-x 3 root root 4096 Nov 19 16:01 static
+-rwxr-xr-x 1 root r]]>
+ </stdout>
+ <stderr/>
+ </single>
+</context><reasoning>
+ The listing of the /root/sia directory shows several files and directories. The README.md file is present, which I should read to understand the project better. Additionally, there are directories like .git, _test, iterations, sia, and static, as well as various scripts and configuration files.
+
+ My next step will be to read the README.md file to get an overview of the project and identify what features are missing.
+ Since it is a large file I will only read a part of it.
+</reasoning>
\ No newline at end of file
diff --git a/iterations/iteration_20241120_102831_256.xml b/iterations/iteration_20241120_102831_256.xml
new file mode 100644
index 0000000..0921bf0
--- /dev/null
+++ b/iterations/iteration_20241120_102831_256.xml
@@ -0,0 +1,60 @@
+
+<context
+ context="33.2"
+ cpu="0"
+ disk_total="1081101176832"
+ disk_used="125111205888"
+ gpu="0"
+ memory_total="16630431744"
+ memory_used="962973696"
+ stdin="0"
+ time="2024-11-20T10:28:11Z">
+ <read_stdin id="3da7f743-19b7-4738-aaf9-49634618e8f7">
+ <![CDATA[The SIA source is located in /root/sia. Not all features are implemented yet. Look at the readme and code to find what is missing. Make sure to unit test your work.]]>
+ </read_stdin>
+ <reasoning id="d8ed5b92-cecb-43bf-a019-63bb9fd8ab64">
+ <![CDATA[
+ I have received a message from the user indicating that the SIA source code is located in /root/sia. The user also mentioned that not all features are implemented yet and that I should look at the readme and code to find what is missing. Additionally, the user instructed me to unit test my work.
+
+ My next step will be to list the contents of the /root/sia directory to understand its structure and identify the readme file.
+]]>
+ </reasoning>
+ <single
+ exit_code="0"
+ id="8637bd02-7c94-4708-bfa3-bf840d376166"
+ stdout_truncated="true">
+ <![CDATA[ls -la /root/sia]]>
+ <stdout>
+ <![CDATA[total 204
+drwxr-xr-x 1 root root 4096 Nov 20 10:25 .
+drwx------ 1 root root 4096 Nov 20 10:26 ..
+drwxr-xr-x 2 root root 4096 Oct 31 17:07 .crossnote
+-rwxr-xr-x 1 root root 14 Nov 4 16:01 .dockerignore
+drwxr-xr-x 8 root root 4096 Nov 20 10:21 .git
+-rwxr-xr-x 1 root root 30 Nov 4 16:01 .gitignore
+-rwxr-xr-x 1 root root 843 Nov 4 14:52 Dockerfile
+-rwxr-xr-x 1 root root 19975 Nov 19 14:20 README.md
+drwxr-xr-x 2 root root 4096 Nov 15 16:10 _test
+-rwxr-xr-x 1 root root 3923 Nov 13 15:56 action_schema.xsd
+-rwxr-xr-x 1 root root 2064 Nov 6 12:29 claude.sh
+-rwxr-xr-x 1 root root 85153 Nov 14 13:30 claude.txt
+-rwxr-xr-x 1 root root 4939 Nov 20 10:07 finetune_dataset_creator.py
+-rwxr-xr-x 1 root root 572 Nov 19 14:20 install.sh
+drwxrwxrwx 1 root root 512 Nov 20 10:27 iterations
+-rwxr-xr-x 1 root root 105 Nov 19 14:20 requirements.txt
+-rwxr-xr-x 1 root root 269 Nov 19 18:05 run.sh
+drwxr-xr-x 1 root root 4096 Nov 20 10:26 sia
+drwxr-xr-x 3 root root 4096 Nov 19 16:01 static
+-rwxr-xr-x 1 root r]]>
+ </stdout>
+ <stderr/>
+ </single>
+ <reasoning id="16421800-daa4-46f3-b619-e4efbafb448b">
+ <![CDATA[
+ The listing of the /root/sia directory shows several files and directories. The README.md file is present, which I should read to understand the project better. Additionally, there are directories like .git, _test, iterations, sia, and static, as well as various scripts and configuration files.
+
+ My next step will be to read the README.md file to get an overview of the project and identify what features are missing.
+ Since it is a large file I will only read a part of it.
+]]>
+ </reasoning>
+</context><single limit="4096">head -c 4096 /root/sia/README.md</single>
\ No newline at end of file
diff --git a/iterations/iteration_20241120_103130_266.xml b/iterations/iteration_20241120_103130_266.xml
new file mode 100644
index 0000000..0789f22
--- /dev/null
+++ b/iterations/iteration_20241120_103130_266.xml
@@ -0,0 +1,188 @@
+
+<context
+ context="51.9"
+ cpu="0"
+ disk_total="1081101176832"
+ disk_used="125111205888"
+ gpu="0"
+ memory_total="16630431744"
+ memory_used="963706880"
+ stdin="0"
+ time="2024-11-20T10:28:31Z">
+ <read_stdin id="3da7f743-19b7-4738-aaf9-49634618e8f7">
+ <![CDATA[The SIA source is located in /root/sia. Not all features are implemented yet. Look at the readme and code to find what is missing. Make sure to unit test your work.]]>
+ </read_stdin>
+ <reasoning id="d8ed5b92-cecb-43bf-a019-63bb9fd8ab64">
+ <![CDATA[
+ I have received a message from the user indicating that the SIA source code is located in /root/sia. The user also mentioned that not all features are implemented yet and that I should look at the readme and code to find what is missing. Additionally, the user instructed me to unit test my work.
+
+ My next step will be to list the contents of the /root/sia directory to understand its structure and identify the readme file.
+]]>
+ </reasoning>
+ <single
+ exit_code="0"
+ id="8637bd02-7c94-4708-bfa3-bf840d376166"
+ stdout_truncated="true">
+ <![CDATA[ls -la /root/sia]]>
+ <stdout>
+ <![CDATA[total 204
+drwxr-xr-x 1 root root 4096 Nov 20 10:25 .
+drwx------ 1 root root 4096 Nov 20 10:26 ..
+drwxr-xr-x 2 root root 4096 Oct 31 17:07 .crossnote
+-rwxr-xr-x 1 root root 14 Nov 4 16:01 .dockerignore
+drwxr-xr-x 8 root root 4096 Nov 20 10:21 .git
+-rwxr-xr-x 1 root root 30 Nov 4 16:01 .gitignore
+-rwxr-xr-x 1 root root 843 Nov 4 14:52 Dockerfile
+-rwxr-xr-x 1 root root 19975 Nov 19 14:20 README.md
+drwxr-xr-x 2 root root 4096 Nov 15 16:10 _test
+-rwxr-xr-x 1 root root 3923 Nov 13 15:56 action_schema.xsd
+-rwxr-xr-x 1 root root 2064 Nov 6 12:29 claude.sh
+-rwxr-xr-x 1 root root 85153 Nov 14 13:30 claude.txt
+-rwxr-xr-x 1 root root 4939 Nov 20 10:07 finetune_dataset_creator.py
+-rwxr-xr-x 1 root root 572 Nov 19 14:20 install.sh
+drwxrwxrwx 1 root root 512 Nov 20 10:27 iterations
+-rwxr-xr-x 1 root root 105 Nov 19 14:20 requirements.txt
+-rwxr-xr-x 1 root root 269 Nov 19 18:05 run.sh
+drwxr-xr-x 1 root root 4096 Nov 20 10:26 sia
+drwxr-xr-x 3 root root 4096 Nov 19 16:01 static
+-rwxr-xr-x 1 root r]]>
+ </stdout>
+ <stderr/>
+ </single>
+ <reasoning id="16421800-daa4-46f3-b619-e4efbafb448b">
+ <![CDATA[
+ The listing of the /root/sia directory shows several files and directories. The README.md file is present, which I should read to understand the project better. Additionally, there are directories like .git, _test, iterations, sia, and static, as well as various scripts and configuration files.
+
+ My next step will be to read the README.md file to get an overview of the project and identify what features are missing.
+ Since it is a large file I will only read a part of it.
+]]>
+ </reasoning>
+ <single
+ exit_code="0"
+ id="f5f8f1d0-f956-46c3-a942-ebac7a0ccf6a"
+ limit="4096">
+ <![CDATA[head -c 4096 /root/sia/README.md]]>
+ <stdout>
+ # SIA - The Self Improving Agent
+
+SIA is an agentic artificial intelligence system that autonomously completes complex tasks by writing and executing scripts.
+It uses a Large Language Model (LLM) which operates in a loop.
+Each iteration a context is updated with system info and a list of previous reasoning and actions.
+The agent responds with a new reasoning or an action.
+Context, reasoning and actions are stored in a file for each iteration.
+SIA can read past iterations to improve its reasoning and actions.
+It can improve in two ways:
+- By finetuning the LLM with a better reasoning or action for a given context
+- By modifying its own source code
+
+## Example
+
+This example shows a typical context with some monitored items and previous actions.
+Between each of the responses, the context would be updated.
+
+### Context
+
+```xml
+<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"
+ 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 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
+ <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 t
+ </stdout>
+ <stderr/>
+ </single>
+</context><reasoning>
+ I can use the markdown headings to identify interesting sections.
+ I will try to find sections containing details about what needs to be implemented.
+</reasoning>
\ No newline at end of file
diff --git a/iterations/iteration_20241120_103226_304.xml b/iterations/iteration_20241120_103226_304.xml
new file mode 100644
index 0000000..5806f57
--- /dev/null
+++ b/iterations/iteration_20241120_103226_304.xml
@@ -0,0 +1,191 @@
+
+<context
+ context="52.76"
+ cpu="0"
+ disk_total="1081101176832"
+ disk_used="125111205888"
+ gpu="0"
+ memory_total="16630431744"
+ memory_used="957472768"
+ stdin="0"
+ time="2024-11-20T10:31:30Z">
+ <read_stdin id="3da7f743-19b7-4738-aaf9-49634618e8f7">
+ <![CDATA[The SIA source is located in /root/sia. Not all features are implemented yet. Look at the readme and code to find what is missing. Make sure to unit test your work.]]>
+ </read_stdin>
+ <reasoning id="d8ed5b92-cecb-43bf-a019-63bb9fd8ab64">
+ <![CDATA[
+ I have received a message from the user indicating that the SIA source code is located in /root/sia. The user also mentioned that not all features are implemented yet and that I should look at the readme and code to find what is missing. Additionally, the user instructed me to unit test my work.
+
+ My next step will be to list the contents of the /root/sia directory to understand its structure and identify the readme file.
+]]>
+ </reasoning>
+ <single
+ exit_code="0"
+ id="8637bd02-7c94-4708-bfa3-bf840d376166"
+ stdout_truncated="true">
+ <![CDATA[ls -la /root/sia]]>
+ <stdout>
+ <![CDATA[total 204
+drwxr-xr-x 1 root root 4096 Nov 20 10:25 .
+drwx------ 1 root root 4096 Nov 20 10:26 ..
+drwxr-xr-x 2 root root 4096 Oct 31 17:07 .crossnote
+-rwxr-xr-x 1 root root 14 Nov 4 16:01 .dockerignore
+drwxr-xr-x 8 root root 4096 Nov 20 10:21 .git
+-rwxr-xr-x 1 root root 30 Nov 4 16:01 .gitignore
+-rwxr-xr-x 1 root root 843 Nov 4 14:52 Dockerfile
+-rwxr-xr-x 1 root root 19975 Nov 19 14:20 README.md
+drwxr-xr-x 2 root root 4096 Nov 15 16:10 _test
+-rwxr-xr-x 1 root root 3923 Nov 13 15:56 action_schema.xsd
+-rwxr-xr-x 1 root root 2064 Nov 6 12:29 claude.sh
+-rwxr-xr-x 1 root root 85153 Nov 14 13:30 claude.txt
+-rwxr-xr-x 1 root root 4939 Nov 20 10:07 finetune_dataset_creator.py
+-rwxr-xr-x 1 root root 572 Nov 19 14:20 install.sh
+drwxrwxrwx 1 root root 512 Nov 20 10:27 iterations
+-rwxr-xr-x 1 root root 105 Nov 19 14:20 requirements.txt
+-rwxr-xr-x 1 root root 269 Nov 19 18:05 run.sh
+drwxr-xr-x 1 root root 4096 Nov 20 10:26 sia
+drwxr-xr-x 3 root root 4096 Nov 19 16:01 static
+-rwxr-xr-x 1 root r]]>
+ </stdout>
+ <stderr/>
+ </single>
+ <reasoning id="16421800-daa4-46f3-b619-e4efbafb448b">
+ <![CDATA[
+ The listing of the /root/sia directory shows several files and directories. The README.md file is present, which I should read to understand the project better. Additionally, there are directories like .git, _test, iterations, sia, and static, as well as various scripts and configuration files.
+
+ My next step will be to read the README.md file to get an overview of the project and identify what features are missing.
+ Since it is a large file I will only read a part of it.
+]]>
+ </reasoning>
+ <single
+ exit_code="0"
+ id="f5f8f1d0-f956-46c3-a942-ebac7a0ccf6a"
+ limit="4096">
+ <![CDATA[head -c 4096 /root/sia/README.md]]>
+ <stdout>
+ # SIA - The Self Improving Agent
+
+SIA is an agentic artificial intelligence system that autonomously completes complex tasks by writing and executing scripts.
+It uses a Large Language Model (LLM) which operates in a loop.
+Each iteration a context is updated with system info and a list of previous reasoning and actions.
+The agent responds with a new reasoning or an action.
+Context, reasoning and actions are stored in a file for each iteration.
+SIA can read past iterations to improve its reasoning and actions.
+It can improve in two ways:
+- By finetuning the LLM with a better reasoning or action for a given context
+- By modifying its own source code
+
+## Example
+
+This example shows a typical context with some monitored items and previous actions.
+Between each of the responses, the context would be updated.
+
+### Context
+
+```xml
+<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"
+ 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 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
+ <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 t
+ </stdout>
+ <stderr/>
+ </single>
+ <reasoning id="554ffbc2-2a90-423b-aafe-ed90dd66b73b">
+ <![CDATA[
+ I can use the markdown headings to identify interesting sections.
+ I will try to find sections containing details about what needs to be implemented.
+]]>
+ </reasoning>
+</context><single>grep -Eb "^#" /root/sia/README.md</single>
\ No newline at end of file
diff --git a/iterations/iteration_20241120_103917_823.xml b/iterations/iteration_20241120_103917_823.xml
new file mode 100644
index 0000000..c5aaf80
--- /dev/null
+++ b/iterations/iteration_20241120_103917_823.xml
@@ -0,0 +1,237 @@
+
+<context
+ context="57.15"
+ cpu="0"
+ disk_total="1081101176832"
+ disk_used="125111205888"
+ gpu="0"
+ memory_total="16630431744"
+ memory_used="963469312"
+ stdin="0"
+ time="2024-11-20T10:32:26Z">
+ <read_stdin id="3da7f743-19b7-4738-aaf9-49634618e8f7">
+ <![CDATA[The SIA source is located in /root/sia. Not all features are implemented yet. Look at the readme and code to find what is missing. Make sure to unit test your work.]]>
+ </read_stdin>
+ <reasoning id="d8ed5b92-cecb-43bf-a019-63bb9fd8ab64">
+ <![CDATA[
+ I have received a message from the user indicating that the SIA source code is located in /root/sia. The user also mentioned that not all features are implemented yet and that I should look at the readme and code to find what is missing. Additionally, the user instructed me to unit test my work.
+
+ My next step will be to list the contents of the /root/sia directory to understand its structure and identify the readme file.
+]]>
+ </reasoning>
+ <single
+ exit_code="0"
+ id="8637bd02-7c94-4708-bfa3-bf840d376166"
+ stdout_truncated="true">
+ <![CDATA[ls -la /root/sia]]>
+ <stdout>
+ <![CDATA[total 204
+drwxr-xr-x 1 root root 4096 Nov 20 10:25 .
+drwx------ 1 root root 4096 Nov 20 10:26 ..
+drwxr-xr-x 2 root root 4096 Oct 31 17:07 .crossnote
+-rwxr-xr-x 1 root root 14 Nov 4 16:01 .dockerignore
+drwxr-xr-x 8 root root 4096 Nov 20 10:21 .git
+-rwxr-xr-x 1 root root 30 Nov 4 16:01 .gitignore
+-rwxr-xr-x 1 root root 843 Nov 4 14:52 Dockerfile
+-rwxr-xr-x 1 root root 19975 Nov 19 14:20 README.md
+drwxr-xr-x 2 root root 4096 Nov 15 16:10 _test
+-rwxr-xr-x 1 root root 3923 Nov 13 15:56 action_schema.xsd
+-rwxr-xr-x 1 root root 2064 Nov 6 12:29 claude.sh
+-rwxr-xr-x 1 root root 85153 Nov 14 13:30 claude.txt
+-rwxr-xr-x 1 root root 4939 Nov 20 10:07 finetune_dataset_creator.py
+-rwxr-xr-x 1 root root 572 Nov 19 14:20 install.sh
+drwxrwxrwx 1 root root 512 Nov 20 10:27 iterations
+-rwxr-xr-x 1 root root 105 Nov 19 14:20 requirements.txt
+-rwxr-xr-x 1 root root 269 Nov 19 18:05 run.sh
+drwxr-xr-x 1 root root 4096 Nov 20 10:26 sia
+drwxr-xr-x 3 root root 4096 Nov 19 16:01 static
+-rwxr-xr-x 1 root r]]>
+ </stdout>
+ <stderr/>
+ </single>
+ <reasoning id="16421800-daa4-46f3-b619-e4efbafb448b">
+ <![CDATA[
+ The listing of the /root/sia directory shows several files and directories. The README.md file is present, which I should read to understand the project better. Additionally, there are directories like .git, _test, iterations, sia, and static, as well as various scripts and configuration files.
+
+ My next step will be to read the README.md file to get an overview of the project and identify what features are missing.
+ Since it is a large file I will only read a part of it.
+]]>
+ </reasoning>
+ <single
+ exit_code="0"
+ id="f5f8f1d0-f956-46c3-a942-ebac7a0ccf6a"
+ limit="4096">
+ <![CDATA[head -c 4096 /root/sia/README.md]]>
+ <stdout>
+ # SIA - The Self Improving Agent
+
+SIA is an agentic artificial intelligence system that autonomously completes complex tasks by writing and executing scripts.
+It uses a Large Language Model (LLM) which operates in a loop.
+Each iteration a context is updated with system info and a list of previous reasoning and actions.
+The agent responds with a new reasoning or an action.
+Context, reasoning and actions are stored in a file for each iteration.
+SIA can read past iterations to improve its reasoning and actions.
+It can improve in two ways:
+- By finetuning the LLM with a better reasoning or action for a given context
+- By modifying its own source code
+
+## Example
+
+This example shows a typical context with some monitored items and previous actions.
+Between each of the responses, the context would be updated.
+
+### Context
+
+```xml
+<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"
+ 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 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
+ <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 t
+ </stdout>
+ <stderr/>
+ </single>
+ <reasoning id="554ffbc2-2a90-423b-aafe-ed90dd66b73b">
+ <![CDATA[
+ I can use the markdown headings to identify interesting sections.
+ I will try to find sections containing details about what needs to be implemented.
+]]>
+ </reasoning>
+ <single exit_code="0" id="ac690fe5-45d0-4028-8120-107c318977a9">
+ <![CDATA[grep -Eb "^#" /root/sia/README.md]]>
+ <stdout>
+ <![CDATA[0:# SIA - The Self Improving Agent
+668:## Example
+832:### Context
+2323:### Responses
+3462:## Working principles
+3759:### Core Actions
+3953:### Scripts
+4204:#### Single-shot script
+4433:#### Repeat script
+4711:### Use of XML
+5022:#### XML Data Flow
+5705:### The SIA process
+6048:### Server for debuggin and human input
+6619:## Architecture
+6885:### Core Components
+6908:#### Agent Architecture
+7521:#### Working Memory
+8059:#### Command Processing
+8490:#### IO Handling
+8787:### Processing Flow
+8810:#### Standard Agent Flow
+9109:#### Web Agent Flow
+9472:### Web Interface
+9600:#### Server-Client Communication
+9932:#### WebServer Architecture
+10351:### Diagrams
+10367:#### Core classes
+12662:#### Standard Agent Flow
+13387:#### Web Agent
+15536:#### Web Agent Flow
+16522:#### Entry classes
+18459:#### IO Buffer classes
+19156:#### Command classes
+]]>
+ </stdout>
+ <stderr/>
+ </single>
+</context><reasoning>
+ The diagrams section can help me navigate the source files.
+ I will load this section in memory.
+ The introduction and first part of the architecture are probably also interesting.
+ I will load these 3 sections, keep the user request and heading overview.
+ Other context items can be removed.
+</reasoning>
\ No newline at end of file
diff --git a/iterations/iteration_20241120_104056_264.xml b/iterations/iteration_20241120_104056_264.xml
new file mode 100644
index 0000000..c12261c
--- /dev/null
+++ b/iterations/iteration_20241120_104056_264.xml
@@ -0,0 +1,240 @@
+
+<context
+ context="58.39"
+ cpu="0"
+ disk_total="1081101176832"
+ disk_used="125111205888"
+ gpu="0"
+ memory_total="16630431744"
+ memory_used="972505088"
+ stdin="0"
+ time="2024-11-20T10:39:17Z">
+ <read_stdin id="3da7f743-19b7-4738-aaf9-49634618e8f7">
+ <![CDATA[The SIA source is located in /root/sia. Not all features are implemented yet. Look at the readme and code to find what is missing. Make sure to unit test your work.]]>
+ </read_stdin>
+ <reasoning id="d8ed5b92-cecb-43bf-a019-63bb9fd8ab64">
+ <![CDATA[
+ I have received a message from the user indicating that the SIA source code is located in /root/sia. The user also mentioned that not all features are implemented yet and that I should look at the readme and code to find what is missing. Additionally, the user instructed me to unit test my work.
+
+ My next step will be to list the contents of the /root/sia directory to understand its structure and identify the readme file.
+]]>
+ </reasoning>
+ <single
+ exit_code="0"
+ id="8637bd02-7c94-4708-bfa3-bf840d376166"
+ stdout_truncated="true">
+ <![CDATA[ls -la /root/sia]]>
+ <stdout>
+ <![CDATA[total 204
+drwxr-xr-x 1 root root 4096 Nov 20 10:25 .
+drwx------ 1 root root 4096 Nov 20 10:26 ..
+drwxr-xr-x 2 root root 4096 Oct 31 17:07 .crossnote
+-rwxr-xr-x 1 root root 14 Nov 4 16:01 .dockerignore
+drwxr-xr-x 8 root root 4096 Nov 20 10:21 .git
+-rwxr-xr-x 1 root root 30 Nov 4 16:01 .gitignore
+-rwxr-xr-x 1 root root 843 Nov 4 14:52 Dockerfile
+-rwxr-xr-x 1 root root 19975 Nov 19 14:20 README.md
+drwxr-xr-x 2 root root 4096 Nov 15 16:10 _test
+-rwxr-xr-x 1 root root 3923 Nov 13 15:56 action_schema.xsd
+-rwxr-xr-x 1 root root 2064 Nov 6 12:29 claude.sh
+-rwxr-xr-x 1 root root 85153 Nov 14 13:30 claude.txt
+-rwxr-xr-x 1 root root 4939 Nov 20 10:07 finetune_dataset_creator.py
+-rwxr-xr-x 1 root root 572 Nov 19 14:20 install.sh
+drwxrwxrwx 1 root root 512 Nov 20 10:27 iterations
+-rwxr-xr-x 1 root root 105 Nov 19 14:20 requirements.txt
+-rwxr-xr-x 1 root root 269 Nov 19 18:05 run.sh
+drwxr-xr-x 1 root root 4096 Nov 20 10:26 sia
+drwxr-xr-x 3 root root 4096 Nov 19 16:01 static
+-rwxr-xr-x 1 root r]]>
+ </stdout>
+ <stderr/>
+ </single>
+ <reasoning id="16421800-daa4-46f3-b619-e4efbafb448b">
+ <![CDATA[
+ The listing of the /root/sia directory shows several files and directories. The README.md file is present, which I should read to understand the project better. Additionally, there are directories like .git, _test, iterations, sia, and static, as well as various scripts and configuration files.
+
+ My next step will be to read the README.md file to get an overview of the project and identify what features are missing.
+ Since it is a large file I will only read a part of it.
+]]>
+ </reasoning>
+ <single
+ exit_code="0"
+ id="f5f8f1d0-f956-46c3-a942-ebac7a0ccf6a"
+ limit="4096">
+ <![CDATA[head -c 4096 /root/sia/README.md]]>
+ <stdout>
+ # SIA - The Self Improving Agent
+
+SIA is an agentic artificial intelligence system that autonomously completes complex tasks by writing and executing scripts.
+It uses a Large Language Model (LLM) which operates in a loop.
+Each iteration a context is updated with system info and a list of previous reasoning and actions.
+The agent responds with a new reasoning or an action.
+Context, reasoning and actions are stored in a file for each iteration.
+SIA can read past iterations to improve its reasoning and actions.
+It can improve in two ways:
+- By finetuning the LLM with a better reasoning or action for a given context
+- By modifying its own source code
+
+## Example
+
+This example shows a typical context with some monitored items and previous actions.
+Between each of the responses, the context would be updated.
+
+### Context
+
+```xml
+<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"
+ 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 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
+ <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 t
+ </stdout>
+ <stderr/>
+ </single>
+ <reasoning id="554ffbc2-2a90-423b-aafe-ed90dd66b73b">
+ <![CDATA[
+ I can use the markdown headings to identify interesting sections.
+ I will try to find sections containing details about what needs to be implemented.
+]]>
+ </reasoning>
+ <single exit_code="0" id="ac690fe5-45d0-4028-8120-107c318977a9">
+ <![CDATA[grep -Eb "^#" /root/sia/README.md]]>
+ <stdout>
+ <![CDATA[0:# SIA - The Self Improving Agent
+668:## Example
+832:### Context
+2323:### Responses
+3462:## Working principles
+3759:### Core Actions
+3953:### Scripts
+4204:#### Single-shot script
+4433:#### Repeat script
+4711:### Use of XML
+5022:#### XML Data Flow
+5705:### The SIA process
+6048:### Server for debuggin and human input
+6619:## Architecture
+6885:### Core Components
+6908:#### Agent Architecture
+7521:#### Working Memory
+8059:#### Command Processing
+8490:#### IO Handling
+8787:### Processing Flow
+8810:#### Standard Agent Flow
+9109:#### Web Agent Flow
+9472:### Web Interface
+9600:#### Server-Client Communication
+9932:#### WebServer Architecture
+10351:### Diagrams
+10367:#### Core classes
+12662:#### Standard Agent Flow
+13387:#### Web Agent
+15536:#### Web Agent Flow
+16522:#### Entry classes
+18459:#### IO Buffer classes
+19156:#### Command classes
+]]>
+ </stdout>
+ <stderr/>
+ </single>
+ <reasoning id="78103067-d3c4-4606-9ed3-c5c8c5e9ba21">
+ <![CDATA[
+ The diagrams section can help me navigate the source files.
+ I will load this section in memory.
+ The introduction and first part of the architecture are probably also interesting.
+ I will load these 3 sections, keep the user request and heading overview.
+ Other context items can be removed.
+]]>
+ </reasoning>
+</context><single>head -c 668 /root/sia/README.md</single>
\ No newline at end of file
diff --git a/iterations/iteration_20241120_104401_650.xml b/iterations/iteration_20241120_104401_650.xml
new file mode 100644
index 0000000..a8735a5
--- /dev/null
+++ b/iterations/iteration_20241120_104401_650.xml
@@ -0,0 +1,259 @@
+
+<context
+ context="60.9"
+ cpu="0"
+ disk_total="1081101176832"
+ disk_used="125111205888"
+ gpu="0"
+ memory_total="16630431744"
+ memory_used="973791232"
+ stdin="0"
+ time="2024-11-20T10:40:56Z">
+ <read_stdin id="3da7f743-19b7-4738-aaf9-49634618e8f7">
+ <![CDATA[The SIA source is located in /root/sia. Not all features are implemented yet. Look at the readme and code to find what is missing. Make sure to unit test your work.]]>
+ </read_stdin>
+ <reasoning id="d8ed5b92-cecb-43bf-a019-63bb9fd8ab64">
+ <![CDATA[
+ I have received a message from the user indicating that the SIA source code is located in /root/sia. The user also mentioned that not all features are implemented yet and that I should look at the readme and code to find what is missing. Additionally, the user instructed me to unit test my work.
+
+ My next step will be to list the contents of the /root/sia directory to understand its structure and identify the readme file.
+]]>
+ </reasoning>
+ <single
+ exit_code="0"
+ id="8637bd02-7c94-4708-bfa3-bf840d376166"
+ stdout_truncated="true">
+ <![CDATA[ls -la /root/sia]]>
+ <stdout>
+ <![CDATA[total 204
+drwxr-xr-x 1 root root 4096 Nov 20 10:25 .
+drwx------ 1 root root 4096 Nov 20 10:26 ..
+drwxr-xr-x 2 root root 4096 Oct 31 17:07 .crossnote
+-rwxr-xr-x 1 root root 14 Nov 4 16:01 .dockerignore
+drwxr-xr-x 8 root root 4096 Nov 20 10:21 .git
+-rwxr-xr-x 1 root root 30 Nov 4 16:01 .gitignore
+-rwxr-xr-x 1 root root 843 Nov 4 14:52 Dockerfile
+-rwxr-xr-x 1 root root 19975 Nov 19 14:20 README.md
+drwxr-xr-x 2 root root 4096 Nov 15 16:10 _test
+-rwxr-xr-x 1 root root 3923 Nov 13 15:56 action_schema.xsd
+-rwxr-xr-x 1 root root 2064 Nov 6 12:29 claude.sh
+-rwxr-xr-x 1 root root 85153 Nov 14 13:30 claude.txt
+-rwxr-xr-x 1 root root 4939 Nov 20 10:07 finetune_dataset_creator.py
+-rwxr-xr-x 1 root root 572 Nov 19 14:20 install.sh
+drwxrwxrwx 1 root root 512 Nov 20 10:27 iterations
+-rwxr-xr-x 1 root root 105 Nov 19 14:20 requirements.txt
+-rwxr-xr-x 1 root root 269 Nov 19 18:05 run.sh
+drwxr-xr-x 1 root root 4096 Nov 20 10:26 sia
+drwxr-xr-x 3 root root 4096 Nov 19 16:01 static
+-rwxr-xr-x 1 root r]]>
+ </stdout>
+ <stderr/>
+ </single>
+ <reasoning id="16421800-daa4-46f3-b619-e4efbafb448b">
+ <![CDATA[
+ The listing of the /root/sia directory shows several files and directories. The README.md file is present, which I should read to understand the project better. Additionally, there are directories like .git, _test, iterations, sia, and static, as well as various scripts and configuration files.
+
+ My next step will be to read the README.md file to get an overview of the project and identify what features are missing.
+ Since it is a large file I will only read a part of it.
+]]>
+ </reasoning>
+ <single
+ exit_code="0"
+ id="f5f8f1d0-f956-46c3-a942-ebac7a0ccf6a"
+ limit="4096">
+ <![CDATA[head -c 4096 /root/sia/README.md]]>
+ <stdout>
+ # SIA - The Self Improving Agent
+
+SIA is an agentic artificial intelligence system that autonomously completes complex tasks by writing and executing scripts.
+It uses a Large Language Model (LLM) which operates in a loop.
+Each iteration a context is updated with system info and a list of previous reasoning and actions.
+The agent responds with a new reasoning or an action.
+Context, reasoning and actions are stored in a file for each iteration.
+SIA can read past iterations to improve its reasoning and actions.
+It can improve in two ways:
+- By finetuning the LLM with a better reasoning or action for a given context
+- By modifying its own source code
+
+## Example
+
+This example shows a typical context with some monitored items and previous actions.
+Between each of the responses, the context would be updated.
+
+### Context
+
+```xml
+<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"
+ 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 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
+ <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 t
+ </stdout>
+ <stderr/>
+ </single>
+ <reasoning id="554ffbc2-2a90-423b-aafe-ed90dd66b73b">
+ <![CDATA[
+ I can use the markdown headings to identify interesting sections.
+ I will try to find sections containing details about what needs to be implemented.
+]]>
+ </reasoning>
+ <single exit_code="0" id="ac690fe5-45d0-4028-8120-107c318977a9">
+ <![CDATA[grep -Eb "^#" /root/sia/README.md]]>
+ <stdout>
+ <![CDATA[0:# SIA - The Self Improving Agent
+668:## Example
+832:### Context
+2323:### Responses
+3462:## Working principles
+3759:### Core Actions
+3953:### Scripts
+4204:#### Single-shot script
+4433:#### Repeat script
+4711:### Use of XML
+5022:#### XML Data Flow
+5705:### The SIA process
+6048:### Server for debuggin and human input
+6619:## Architecture
+6885:### Core Components
+6908:#### Agent Architecture
+7521:#### Working Memory
+8059:#### Command Processing
+8490:#### IO Handling
+8787:### Processing Flow
+8810:#### Standard Agent Flow
+9109:#### Web Agent Flow
+9472:### Web Interface
+9600:#### Server-Client Communication
+9932:#### WebServer Architecture
+10351:### Diagrams
+10367:#### Core classes
+12662:#### Standard Agent Flow
+13387:#### Web Agent
+15536:#### Web Agent Flow
+16522:#### Entry classes
+18459:#### IO Buffer classes
+19156:#### Command classes
+]]>
+ </stdout>
+ <stderr/>
+ </single>
+ <reasoning id="78103067-d3c4-4606-9ed3-c5c8c5e9ba21">
+ <![CDATA[
+ The diagrams section can help me navigate the source files.
+ I will load this section in memory.
+ The introduction and first part of the architecture are probably also interesting.
+ I will load these 3 sections, keep the user request and heading overview.
+ Other context items can be removed.
+]]>
+ </reasoning>
+ <single exit_code="0" id="79f5a8b7-cc57-44c3-b942-c74e3bcabcf8">
+ <![CDATA[head -c 668 /root/sia/README.md]]>
+ <stdout>
+ <![CDATA[# SIA - The Self Improving Agent
+
+SIA is an agentic artificial intelligence system that autonomously completes complex tasks by writing and executing scripts.
+It uses a Large Language Model (LLM) which operates in a loop.
+Each iteration a context is updated with system info and a list of previous reasoning and actions.
+The agent responds with a new reasoning or an action.
+Context, reasoning and actions are stored in a file for each iteration.
+SIA can read past iterations to improve its reasoning and actions.
+It can improve in two ways:
+- By finetuning the LLM with a better reasoning or action for a given context
+- By modifying its own source code
+
+]]>
+ </stdout>
+ <stderr/>
+ </single>
+</context><single limit="266">tail -c +6619 /root/sia/README.md</single>
\ No newline at end of file
diff --git a/iterations/iteration_20241120_104619_581.xml b/iterations/iteration_20241120_104619_581.xml
new file mode 100644
index 0000000..f80fb44
--- /dev/null
+++ b/iterations/iteration_20241120_104619_581.xml
@@ -0,0 +1,276 @@
+
+<context
+ context="62.74"
+ cpu="0"
+ disk_total="1081101176832"
+ disk_used="125111205888"
+ gpu="0"
+ memory_total="16630431744"
+ memory_used="976801792"
+ stdin="0"
+ time="2024-11-20T10:44:01Z">
+ <read_stdin id="3da7f743-19b7-4738-aaf9-49634618e8f7">
+ <![CDATA[The SIA source is located in /root/sia. Not all features are implemented yet. Look at the readme and code to find what is missing. Make sure to unit test your work.]]>
+ </read_stdin>
+ <reasoning id="d8ed5b92-cecb-43bf-a019-63bb9fd8ab64">
+ <![CDATA[
+ I have received a message from the user indicating that the SIA source code is located in /root/sia. The user also mentioned that not all features are implemented yet and that I should look at the readme and code to find what is missing. Additionally, the user instructed me to unit test my work.
+
+ My next step will be to list the contents of the /root/sia directory to understand its structure and identify the readme file.
+]]>
+ </reasoning>
+ <single
+ exit_code="0"
+ id="8637bd02-7c94-4708-bfa3-bf840d376166"
+ stdout_truncated="true">
+ <![CDATA[ls -la /root/sia]]>
+ <stdout>
+ <![CDATA[total 204
+drwxr-xr-x 1 root root 4096 Nov 20 10:25 .
+drwx------ 1 root root 4096 Nov 20 10:26 ..
+drwxr-xr-x 2 root root 4096 Oct 31 17:07 .crossnote
+-rwxr-xr-x 1 root root 14 Nov 4 16:01 .dockerignore
+drwxr-xr-x 8 root root 4096 Nov 20 10:21 .git
+-rwxr-xr-x 1 root root 30 Nov 4 16:01 .gitignore
+-rwxr-xr-x 1 root root 843 Nov 4 14:52 Dockerfile
+-rwxr-xr-x 1 root root 19975 Nov 19 14:20 README.md
+drwxr-xr-x 2 root root 4096 Nov 15 16:10 _test
+-rwxr-xr-x 1 root root 3923 Nov 13 15:56 action_schema.xsd
+-rwxr-xr-x 1 root root 2064 Nov 6 12:29 claude.sh
+-rwxr-xr-x 1 root root 85153 Nov 14 13:30 claude.txt
+-rwxr-xr-x 1 root root 4939 Nov 20 10:07 finetune_dataset_creator.py
+-rwxr-xr-x 1 root root 572 Nov 19 14:20 install.sh
+drwxrwxrwx 1 root root 512 Nov 20 10:27 iterations
+-rwxr-xr-x 1 root root 105 Nov 19 14:20 requirements.txt
+-rwxr-xr-x 1 root root 269 Nov 19 18:05 run.sh
+drwxr-xr-x 1 root root 4096 Nov 20 10:26 sia
+drwxr-xr-x 3 root root 4096 Nov 19 16:01 static
+-rwxr-xr-x 1 root r]]>
+ </stdout>
+ <stderr/>
+ </single>
+ <reasoning id="16421800-daa4-46f3-b619-e4efbafb448b">
+ <![CDATA[
+ The listing of the /root/sia directory shows several files and directories. The README.md file is present, which I should read to understand the project better. Additionally, there are directories like .git, _test, iterations, sia, and static, as well as various scripts and configuration files.
+
+ My next step will be to read the README.md file to get an overview of the project and identify what features are missing.
+ Since it is a large file I will only read a part of it.
+]]>
+ </reasoning>
+ <single
+ exit_code="0"
+ id="f5f8f1d0-f956-46c3-a942-ebac7a0ccf6a"
+ limit="4096">
+ <![CDATA[head -c 4096 /root/sia/README.md]]>
+ <stdout>
+ # SIA - The Self Improving Agent
+
+SIA is an agentic artificial intelligence system that autonomously completes complex tasks by writing and executing scripts.
+It uses a Large Language Model (LLM) which operates in a loop.
+Each iteration a context is updated with system info and a list of previous reasoning and actions.
+The agent responds with a new reasoning or an action.
+Context, reasoning and actions are stored in a file for each iteration.
+SIA can read past iterations to improve its reasoning and actions.
+It can improve in two ways:
+- By finetuning the LLM with a better reasoning or action for a given context
+- By modifying its own source code
+
+## Example
+
+This example shows a typical context with some monitored items and previous actions.
+Between each of the responses, the context would be updated.
+
+### Context
+
+```xml
+<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"
+ 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 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
+ <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 t
+ </stdout>
+ <stderr/>
+ </single>
+ <reasoning id="554ffbc2-2a90-423b-aafe-ed90dd66b73b">
+ <![CDATA[
+ I can use the markdown headings to identify interesting sections.
+ I will try to find sections containing details about what needs to be implemented.
+]]>
+ </reasoning>
+ <single exit_code="0" id="ac690fe5-45d0-4028-8120-107c318977a9">
+ <![CDATA[grep -Eb "^#" /root/sia/README.md]]>
+ <stdout>
+ <![CDATA[0:# SIA - The Self Improving Agent
+668:## Example
+832:### Context
+2323:### Responses
+3462:## Working principles
+3759:### Core Actions
+3953:### Scripts
+4204:#### Single-shot script
+4433:#### Repeat script
+4711:### Use of XML
+5022:#### XML Data Flow
+5705:### The SIA process
+6048:### Server for debuggin and human input
+6619:## Architecture
+6885:### Core Components
+6908:#### Agent Architecture
+7521:#### Working Memory
+8059:#### Command Processing
+8490:#### IO Handling
+8787:### Processing Flow
+8810:#### Standard Agent Flow
+9109:#### Web Agent Flow
+9472:### Web Interface
+9600:#### Server-Client Communication
+9932:#### WebServer Architecture
+10351:### Diagrams
+10367:#### Core classes
+12662:#### Standard Agent Flow
+13387:#### Web Agent
+15536:#### Web Agent Flow
+16522:#### Entry classes
+18459:#### IO Buffer classes
+19156:#### Command classes
+]]>
+ </stdout>
+ <stderr/>
+ </single>
+ <reasoning id="78103067-d3c4-4606-9ed3-c5c8c5e9ba21">
+ <![CDATA[
+ The diagrams section can help me navigate the source files.
+ I will load this section in memory.
+ The introduction and first part of the architecture are probably also interesting.
+ I will load these 3 sections, keep the user request and heading overview.
+ Other context items can be removed.
+]]>
+ </reasoning>
+ <single exit_code="0" id="79f5a8b7-cc57-44c3-b942-c74e3bcabcf8">
+ <![CDATA[head -c 668 /root/sia/README.md]]>
+ <stdout>
+ <![CDATA[# SIA - The Self Improving Agent
+
+SIA is an agentic artificial intelligence system that autonomously completes complex tasks by writing and executing scripts.
+It uses a Large Language Model (LLM) which operates in a loop.
+Each iteration a context is updated with system info and a list of previous reasoning and actions.
+The agent responds with a new reasoning or an action.
+Context, reasoning and actions are stored in a file for each iteration.
+SIA can read past iterations to improve its reasoning and actions.
+It can improve in two ways:
+- By finetuning the LLM with a better reasoning or action for a given context
+- By modifying its own source code
+
+]]>
+ </stdout>
+ <stderr/>
+ </single>
+ <single
+ exit_code="0"
+ id="c0aad1a9-48d4-46cd-bd5f-70230566b442"
+ limit="266"
+ stdout_truncated="true">
+ <![CDATA[tail -c +6619 /root/sia/README.md]]>
+ <stdout>
+ <![CDATA[
+## Architecture
+
+SIA follows a modular architecture centered around an agent that processes context through an LLM to generate actions.
+The system can run in two modes: a standard command-line mode and an interactive web mode for debugging and human feedback.
+
+### ]]>
+ </stdout>
+ <stderr/>
+ </single>
+</context><single limit="9624">tail -c +10351 /root/sia/README.md</single>
\ No newline at end of file
diff --git a/iterations/iteration_20241120_104703_413.xml b/iterations/iteration_20241120_104703_413.xml
new file mode 100644
index 0000000..53b8fac
--- /dev/null
+++ b/iterations/iteration_20241120_104703_413.xml
@@ -0,0 +1,665 @@
+
+<context
+ context="89.73"
+ cpu="0"
+ disk_total="1081101176832"
+ disk_used="125111205888"
+ gpu="0"
+ memory_total="16630431744"
+ memory_used="976543744"
+ stdin="0"
+ time="2024-11-20T10:46:19Z">
+ <read_stdin id="3da7f743-19b7-4738-aaf9-49634618e8f7">
+ <![CDATA[The SIA source is located in /root/sia. Not all features are implemented yet. Look at the readme and code to find what is missing. Make sure to unit test your work.]]>
+ </read_stdin>
+ <reasoning id="d8ed5b92-cecb-43bf-a019-63bb9fd8ab64">
+ <![CDATA[
+ I have received a message from the user indicating that the SIA source code is located in /root/sia. The user also mentioned that not all features are implemented yet and that I should look at the readme and code to find what is missing. Additionally, the user instructed me to unit test my work.
+
+ My next step will be to list the contents of the /root/sia directory to understand its structure and identify the readme file.
+]]>
+ </reasoning>
+ <single
+ exit_code="0"
+ id="8637bd02-7c94-4708-bfa3-bf840d376166"
+ stdout_truncated="true">
+ <![CDATA[ls -la /root/sia]]>
+ <stdout>
+ <![CDATA[total 204
+drwxr-xr-x 1 root root 4096 Nov 20 10:25 .
+drwx------ 1 root root 4096 Nov 20 10:26 ..
+drwxr-xr-x 2 root root 4096 Oct 31 17:07 .crossnote
+-rwxr-xr-x 1 root root 14 Nov 4 16:01 .dockerignore
+drwxr-xr-x 8 root root 4096 Nov 20 10:21 .git
+-rwxr-xr-x 1 root root 30 Nov 4 16:01 .gitignore
+-rwxr-xr-x 1 root root 843 Nov 4 14:52 Dockerfile
+-rwxr-xr-x 1 root root 19975 Nov 19 14:20 README.md
+drwxr-xr-x 2 root root 4096 Nov 15 16:10 _test
+-rwxr-xr-x 1 root root 3923 Nov 13 15:56 action_schema.xsd
+-rwxr-xr-x 1 root root 2064 Nov 6 12:29 claude.sh
+-rwxr-xr-x 1 root root 85153 Nov 14 13:30 claude.txt
+-rwxr-xr-x 1 root root 4939 Nov 20 10:07 finetune_dataset_creator.py
+-rwxr-xr-x 1 root root 572 Nov 19 14:20 install.sh
+drwxrwxrwx 1 root root 512 Nov 20 10:27 iterations
+-rwxr-xr-x 1 root root 105 Nov 19 14:20 requirements.txt
+-rwxr-xr-x 1 root root 269 Nov 19 18:05 run.sh
+drwxr-xr-x 1 root root 4096 Nov 20 10:26 sia
+drwxr-xr-x 3 root root 4096 Nov 19 16:01 static
+-rwxr-xr-x 1 root r]]>
+ </stdout>
+ <stderr/>
+ </single>
+ <reasoning id="16421800-daa4-46f3-b619-e4efbafb448b">
+ <![CDATA[
+ The listing of the /root/sia directory shows several files and directories. The README.md file is present, which I should read to understand the project better. Additionally, there are directories like .git, _test, iterations, sia, and static, as well as various scripts and configuration files.
+
+ My next step will be to read the README.md file to get an overview of the project and identify what features are missing.
+ Since it is a large file I will only read a part of it.
+]]>
+ </reasoning>
+ <single
+ exit_code="0"
+ id="f5f8f1d0-f956-46c3-a942-ebac7a0ccf6a"
+ limit="4096">
+ <![CDATA[head -c 4096 /root/sia/README.md]]>
+ <stdout>
+ # SIA - The Self Improving Agent
+
+SIA is an agentic artificial intelligence system that autonomously completes complex tasks by writing and executing scripts.
+It uses a Large Language Model (LLM) which operates in a loop.
+Each iteration a context is updated with system info and a list of previous reasoning and actions.
+The agent responds with a new reasoning or an action.
+Context, reasoning and actions are stored in a file for each iteration.
+SIA can read past iterations to improve its reasoning and actions.
+It can improve in two ways:
+- By finetuning the LLM with a better reasoning or action for a given context
+- By modifying its own source code
+
+## Example
+
+This example shows a typical context with some monitored items and previous actions.
+Between each of the responses, the context would be updated.
+
+### Context
+
+```xml
+<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"
+ 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 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
+ <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 t
+ </stdout>
+ <stderr/>
+ </single>
+ <reasoning id="554ffbc2-2a90-423b-aafe-ed90dd66b73b">
+ <![CDATA[
+ I can use the markdown headings to identify interesting sections.
+ I will try to find sections containing details about what needs to be implemented.
+]]>
+ </reasoning>
+ <single exit_code="0" id="ac690fe5-45d0-4028-8120-107c318977a9">
+ <![CDATA[grep -Eb "^#" /root/sia/README.md]]>
+ <stdout>
+ <![CDATA[0:# SIA - The Self Improving Agent
+668:## Example
+832:### Context
+2323:### Responses
+3462:## Working principles
+3759:### Core Actions
+3953:### Scripts
+4204:#### Single-shot script
+4433:#### Repeat script
+4711:### Use of XML
+5022:#### XML Data Flow
+5705:### The SIA process
+6048:### Server for debuggin and human input
+6619:## Architecture
+6885:### Core Components
+6908:#### Agent Architecture
+7521:#### Working Memory
+8059:#### Command Processing
+8490:#### IO Handling
+8787:### Processing Flow
+8810:#### Standard Agent Flow
+9109:#### Web Agent Flow
+9472:### Web Interface
+9600:#### Server-Client Communication
+9932:#### WebServer Architecture
+10351:### Diagrams
+10367:#### Core classes
+12662:#### Standard Agent Flow
+13387:#### Web Agent
+15536:#### Web Agent Flow
+16522:#### Entry classes
+18459:#### IO Buffer classes
+19156:#### Command classes
+]]>
+ </stdout>
+ <stderr/>
+ </single>
+ <reasoning id="78103067-d3c4-4606-9ed3-c5c8c5e9ba21">
+ <![CDATA[
+ The diagrams section can help me navigate the source files.
+ I will load this section in memory.
+ The introduction and first part of the architecture are probably also interesting.
+ I will load these 3 sections, keep the user request and heading overview.
+ Other context items can be removed.
+]]>
+ </reasoning>
+ <single exit_code="0" id="79f5a8b7-cc57-44c3-b942-c74e3bcabcf8">
+ <![CDATA[head -c 668 /root/sia/README.md]]>
+ <stdout>
+ <![CDATA[# SIA - The Self Improving Agent
+
+SIA is an agentic artificial intelligence system that autonomously completes complex tasks by writing and executing scripts.
+It uses a Large Language Model (LLM) which operates in a loop.
+Each iteration a context is updated with system info and a list of previous reasoning and actions.
+The agent responds with a new reasoning or an action.
+Context, reasoning and actions are stored in a file for each iteration.
+SIA can read past iterations to improve its reasoning and actions.
+It can improve in two ways:
+- By finetuning the LLM with a better reasoning or action for a given context
+- By modifying its own source code
+
+]]>
+ </stdout>
+ <stderr/>
+ </single>
+ <single
+ exit_code="0"
+ id="c0aad1a9-48d4-46cd-bd5f-70230566b442"
+ limit="266"
+ stdout_truncated="true">
+ <![CDATA[tail -c +6619 /root/sia/README.md]]>
+ <stdout>
+ <![CDATA[
+## Architecture
+
+SIA follows a modular architecture centered around an agent that processes context through an LLM to generate actions.
+The system can run in two modes: a standard command-line mode and an interactive web mode for debugging and human feedback.
+
+### ]]>
+ </stdout>
+ <stderr/>
+ </single>
+ <single
+ exit_code="0"
+ id="973d9034-7076-479a-afea-4aaf81b065be"
+ limit="9624">
+ <![CDATA[tail -c +10351 /root/sia/README.md]]>
+ <stdout>
+ <![CDATA[
+### Diagrams
+
+#### Core classes
+
+```mermaid
+classDiagram
+ class SystemMetrics {
+ +SystemMetrics(sample_interval float)
+ +generate_context(context_usage float) ElementTree
+ +stop() void
+ -monitor_loop() void
+ }
+
+ class LLMEngine {
+ +LLMEngine(model_path str)
+ +set_model_path(model_path str) void
+ +infer(system_prompt str, main_context str) Iterator~str~
+ }
+
+ class BaseAgent {
+ <<abstract>>
+ -working_memory: WorkingMemory
+ -metrics: SystemMetrics
+ -llm: LLMEngine
+ -parser: ResponseParser
+ -validator: XMLValidator
+ -action_schema: str
+
+ #_compile_context() str
+ }
+
+ class WorkingMemory {
+ -entries: List~Entry~
+
+ +WorkingMemory()
+ +add_entry(entry Entry) void
+ +remove_entry(id str) void
+ +clear() void
+ +get_entry(id str) Optional~Entry~
+ +get_entries() List~Entry~
+ +get_entries_count() int
+ +get_entries_by_type(type Type) List~Entry~
+ +update() void
+ +generate_context() List~ElementTree~
+ }
+
+ class XMLValidator {
+ +XMLValidator(schema str)
+ +validate(xml str) Optional~str~
+ +get_valid_root_elements() Set~str~
+ }
+
+ class ResponseParser {
+ -io_buffer: IOBuffer
+
+ +ResponseParser(io_buffer IOBuffer)
+ +parse(xml str) Command | Entry
+ }
+
+ class Entry {
+ <<abstract>>
+ +id: str readonly
+ +timestamp: datetime readonly
+
+ +Entry(id str, timestamp datetime)
+ +update() void*
+ +generate_context() ElementTree*
+ +cleanup() void*
+ }
+
+ class IOBuffer {
+ <<interface>>
+ +read() str*
+ +write(content str) void*
+ +buffer_length() int*
+ }
+
+ class Command {
+ <<abstract>>
+ +execute(memory WorkingMemory) CommandResult*
+ }
+
+ SystemMetrics "1" --* "1" BaseAgent
+ LLMEngine "1" --* "1" BaseAgent
+ XMLValidator "1" --* "1" BaseAgent
+ BaseAgent "1" *-- "1" IOBuffer
+ BaseAgent "1" *-- "1" WorkingMemory
+ BaseAgent "1" *-- "1" ResponseParser
+ WorkingMemory "1" *-- "*" Entry
+ ResponseParser ..> Entry
+ ResponseParser ..> Command
+```
+
+#### Standard Agent Flow
+
+```mermaid
+stateDiagram-v2
+ direction LR
+ state "Standard Agent Flow" as standard_agent_flow {
+ [*] --> UpdateSystem: Start
+ UpdateSystem --> CompileContext: Updated Metrics & Size
+ CompileContext --> ProcessLLM
+ ProcessLLM --> ValidateXML: LLM Response
+ ValidateXML --> ParseResponse: Valid XML
+ ValidateXML --> UpdateEntries: Invalid XML\nCreate ParseErrorEntry
+ ParseResponse --> ExecuteCommands: Command
+ ParseResponse --> UpdateEntries: Entry
+ ExecuteCommands --> [*]: Stop Command
+ ExecuteCommands --> UpdateEntries: Delete Command
+ UpdateEntries --> UpdateSystem: Continue Loop
+ }
+```
+
+#### Web Agent
+
+```mermaid
+classDiagram
+ class BaseAgent {
+ <<abstract>>
+ -working_memory: WorkingMemory
+ -metrics: SystemMetrics
+ -llm: LLMEngine
+ -parser: ResponseParser
+ -validator: XMLValidator
+ -action_schema: str
+
+ #_compile_context() str
+ }
+
+ class StandardAgent {
+ +StandardAgent(model_path str, system_prompt str, action_schema str)
+ +run() void
+ }
+
+ class WebAgent {
+ +context: str
+ +response: str readonly
+ +current_state WebAgentState readonly
+ +command_result Optional[CommandResult] readonly
+ +validation_error Optional[str] readonly
+
+ +add_state_change_handler(handler Callable) void
+ +add_response_change_handler(handler Callable) void
+ +approve_context() void
+ +set__response(response str) void
+ +approve_response() void
+ }
+
+ class WebAgentState {
+
+ <<enumeration>>
+ UPDATE
+ CONTEXT_APPROVAL
+ INFERENCE
+ RESPONSE_APPROVAL
+ STOPPED
+ }
+
+ class WebSocketManager {
+ -web_sockets: Set~WebSocket~
+
+ +WebServer(agent WebAgent, io_buffer WebIOBuffer, static_files path, host str, port int)
+ }
+
+ class ClientMessage {
+ <<enumeration>>
+ APPROVE_CONTEXT
+ APPROVE_RESPONSE
+ MODIFY_RESPONSE
+ SEND_INPUT
+ }
+
+ class ServerMessage {
+ <<enumeration>>
+ STATE_CHANGE
+ CONTEXT_UPDATE
+ RESPONSE_UPDATE
+ OUTPUT_UPDATE
+ VALIDATION_ERROR
+ }
+
+ class WebIOBuffer {
+ -stdin_buffer: str
+ -stdout_buffer: str
+
+ +read() str
+ +write(content str) void
+ +buffer_length() int
+ +append_stdin(content str) void
+ +get_stdout() str
+ +clear_stdout() void
+ }
+
+ BaseAgent <|-- WebAgent
+ BaseAgent <|-- StandardAgent
+
+ WebServer --> ClientMessage
+ WebServer --> ServerMessage
+
+ WebServer "1" *-- "1" WebIOBuffer
+ WebServer "1" *-- "1" WebAgent
+ WebAgent "1" *-- "1" WebAgentState
+```
+
+#### Web Agent Flow
+
+```mermaid
+stateDiagram-v2
+ direction LR
+ state "Web Agent Flow" as web_agent_flow {
+ [*] --> UpdateSystem: Start
+ UpdateSystem --> CompileContext: Updated Metrics & Size
+ CompileContext --> WaitForContextApproval: Send Context
+ WaitForContextApproval --> ProcessLLM: Context Approved
+ ProcessLLM --> ValidateXML: LLM Response
+ ValidateXML --> WaitForResponseApproval: Send Validation Result
+ ValidateXML --> UpdateEntries: Invalid XML\nCreate ParseErrorEntry
+
+ WaitForResponseApproval --> ValidateXML: Modified Response
+ WaitForResponseApproval --> ParseResponse: Approved Response
+
+ ParseResponse --> ExecuteCommands: Command
+ ParseResponse --> UpdateEntries: Entry
+
+ ExecuteCommands --> [*]: Stop Command
+ ExecuteCommands --> UpdateEntries: Delete Command
+
+ UpdateEntries --> UpdateSystem: Continue Loop
+ }
+```
+
+#### Entry classes
+
+```mermaid
+classDiagram
+ class Entry {
+ <<abstract>>
+ +id: str readonly
+ +timestamp: datetime readonly
+
+ +Entry(id str, timestamp datetime)
+ +update() void*
+ +generate_context() ElementTree*
+ +cleanup() void*
+ }
+
+ class ScriptEntry {
+ +script: str readonly
+ +stdout: str readonly
+ +stderr: str readonly
+ +exit_code: Optional~int~ readonly
+
+ +Script(script str, id str, timestamp datetime)
+ +update() void
+ +generate_context() ElementTree
+ }
+
+ class RepeatEntry {
+ +script: str readonly
+ +stdout: str readonly
+ +stderr: str readonly
+ +exit_code: Optional~int~ readonly
+
+ +RepeatEntry(script str, id str, timestamp datetime)
+ +update() void
+ +generate_context() ElementTree
+ }
+
+ class ReasoningEntry {
+ +content: str readonly
+
+ +ReasoningEntry(content str, id str, timestamp datetime)
+ +update() void
+ +generate_context() ElementTree
+ }
+
+ class ParseErrorEntry {
+ +content: str readonly
+ +error: str readonly
+
+ +ParseErrorEntry(content str, error str, id str, timestamp datetime)
+ +update() void
+ +generate_context() ElementTree
+ }
+
+ class ReadEntry {
+ +content: str readonly
+
+ +ReadEntry(io_buffer IOBuffer, id str, timestamp datetime)
+ +update() void
+ +generate_context() ElementTree
+ }
+
+ class WriteEntry {
+ +content: str readonly
+
+ +WriteEntry(content str, io_buffer IOBuffer, id str, timestamp datetime)
+ +update() void
+ +generate_context() ElementTree
+ }
+
+ ReasoningEntry --|> Entry
+ ParseErrorEntry --|> Entry
+ ReadEntry --|> Entry
+ Entry <|-- WriteEntry
+ Entry <|-- ScriptEntry
+ Entry <|-- RepeatEntry
+```
+
+#### IO Buffer classes
+
+```mermaid
+classDiagram
+ class IOBuffer {
+ <<interface>>
+ +read() str*
+ +write(content str) void*
+ +buffer_length() int*
+ }
+
+ class StandardIOBuffer {
+ +StandardIOBuffer()
+ +read() str
+ +write(content str) void
+ +buffer_length() int
+ }
+
+ class WebIOBuffer {
+ -stdin_buffer: str
+ -stdout_buffer: str
+
+ +read() str
+ +write(content str) void
+ +buffer_length() int
+ +append_stdin(content str) void
+ +get_stdout() str
+ +clear_stdout() void
+ }
+
+ IOBuffer <|.. WebIOBuffer
+ IOBuffer <|.. StandardIOBuffer
+```
+
+#### Command classes
+
+```mermaid
+classDiagram
+ direction LR
+ class Command {
+ <<abstract>>
+ +execute(memory WorkingMemory) CommandResult*
+ }
+
+ class DeleteCommand {
+ +DeleteCommand(id str)
+ +execute(memory WorkingMemory) CommandResult
+ }
+
+ class StopCommand {
+ +StopCommand()
+ +execute(memory WorkingMemory) CommandResult
+ }
+
+ class CommandResult {
+ +message: str
+ +success: bool
+ +should_stop: bool
+
+ +CommandResult(message str, success bool, should_stop bool)
+ +static success() CommandResult
+ +static failure(message str) CommandResult
+ +static stop() CommandResult
+ }
+
+ Command <|-- DeleteCommand
+ Command <|-- StopCommand
+ Command -- CommandResult
+```
+]]>
+ </stdout>
+ <stderr/>
+ </single>
+</context><delete id="d8ed5b92-cecb-43bf-a019-63bb9fd8ab64"/>
\ No newline at end of file
diff --git a/iterations/iteration_20241120_104742_889.xml b/iterations/iteration_20241120_104742_889.xml
new file mode 100644
index 0000000..e199191
--- /dev/null
+++ b/iterations/iteration_20241120_104742_889.xml
@@ -0,0 +1,658 @@
+
+<context
+ context="88.22"
+ cpu="0"
+ disk_total="1081101176832"
+ disk_used="125111205888"
+ gpu="0"
+ memory_total="16630431744"
+ memory_used="979644416"
+ stdin="0"
+ time="2024-11-20T10:47:03Z">
+ <read_stdin id="3da7f743-19b7-4738-aaf9-49634618e8f7">
+ <![CDATA[The SIA source is located in /root/sia. Not all features are implemented yet. Look at the readme and code to find what is missing. Make sure to unit test your work.]]>
+ </read_stdin>
+ <single
+ exit_code="0"
+ id="8637bd02-7c94-4708-bfa3-bf840d376166"
+ stdout_truncated="true">
+ <![CDATA[ls -la /root/sia]]>
+ <stdout>
+ <![CDATA[total 204
+drwxr-xr-x 1 root root 4096 Nov 20 10:25 .
+drwx------ 1 root root 4096 Nov 20 10:26 ..
+drwxr-xr-x 2 root root 4096 Oct 31 17:07 .crossnote
+-rwxr-xr-x 1 root root 14 Nov 4 16:01 .dockerignore
+drwxr-xr-x 8 root root 4096 Nov 20 10:21 .git
+-rwxr-xr-x 1 root root 30 Nov 4 16:01 .gitignore
+-rwxr-xr-x 1 root root 843 Nov 4 14:52 Dockerfile
+-rwxr-xr-x 1 root root 19975 Nov 19 14:20 README.md
+drwxr-xr-x 2 root root 4096 Nov 15 16:10 _test
+-rwxr-xr-x 1 root root 3923 Nov 13 15:56 action_schema.xsd
+-rwxr-xr-x 1 root root 2064 Nov 6 12:29 claude.sh
+-rwxr-xr-x 1 root root 85153 Nov 14 13:30 claude.txt
+-rwxr-xr-x 1 root root 4939 Nov 20 10:07 finetune_dataset_creator.py
+-rwxr-xr-x 1 root root 572 Nov 19 14:20 install.sh
+drwxrwxrwx 1 root root 512 Nov 20 10:27 iterations
+-rwxr-xr-x 1 root root 105 Nov 19 14:20 requirements.txt
+-rwxr-xr-x 1 root root 269 Nov 19 18:05 run.sh
+drwxr-xr-x 1 root root 4096 Nov 20 10:26 sia
+drwxr-xr-x 3 root root 4096 Nov 19 16:01 static
+-rwxr-xr-x 1 root r]]>
+ </stdout>
+ <stderr/>
+ </single>
+ <reasoning id="16421800-daa4-46f3-b619-e4efbafb448b">
+ <![CDATA[
+ The listing of the /root/sia directory shows several files and directories. The README.md file is present, which I should read to understand the project better. Additionally, there are directories like .git, _test, iterations, sia, and static, as well as various scripts and configuration files.
+
+ My next step will be to read the README.md file to get an overview of the project and identify what features are missing.
+ Since it is a large file I will only read a part of it.
+]]>
+ </reasoning>
+ <single
+ exit_code="0"
+ id="f5f8f1d0-f956-46c3-a942-ebac7a0ccf6a"
+ limit="4096">
+ <![CDATA[head -c 4096 /root/sia/README.md]]>
+ <stdout>
+ # SIA - The Self Improving Agent
+
+SIA is an agentic artificial intelligence system that autonomously completes complex tasks by writing and executing scripts.
+It uses a Large Language Model (LLM) which operates in a loop.
+Each iteration a context is updated with system info and a list of previous reasoning and actions.
+The agent responds with a new reasoning or an action.
+Context, reasoning and actions are stored in a file for each iteration.
+SIA can read past iterations to improve its reasoning and actions.
+It can improve in two ways:
+- By finetuning the LLM with a better reasoning or action for a given context
+- By modifying its own source code
+
+## Example
+
+This example shows a typical context with some monitored items and previous actions.
+Between each of the responses, the context would be updated.
+
+### Context
+
+```xml
+<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"
+ 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 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
+ <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 t
+ </stdout>
+ <stderr/>
+ </single>
+ <reasoning id="554ffbc2-2a90-423b-aafe-ed90dd66b73b">
+ <![CDATA[
+ I can use the markdown headings to identify interesting sections.
+ I will try to find sections containing details about what needs to be implemented.
+]]>
+ </reasoning>
+ <single exit_code="0" id="ac690fe5-45d0-4028-8120-107c318977a9">
+ <![CDATA[grep -Eb "^#" /root/sia/README.md]]>
+ <stdout>
+ <![CDATA[0:# SIA - The Self Improving Agent
+668:## Example
+832:### Context
+2323:### Responses
+3462:## Working principles
+3759:### Core Actions
+3953:### Scripts
+4204:#### Single-shot script
+4433:#### Repeat script
+4711:### Use of XML
+5022:#### XML Data Flow
+5705:### The SIA process
+6048:### Server for debuggin and human input
+6619:## Architecture
+6885:### Core Components
+6908:#### Agent Architecture
+7521:#### Working Memory
+8059:#### Command Processing
+8490:#### IO Handling
+8787:### Processing Flow
+8810:#### Standard Agent Flow
+9109:#### Web Agent Flow
+9472:### Web Interface
+9600:#### Server-Client Communication
+9932:#### WebServer Architecture
+10351:### Diagrams
+10367:#### Core classes
+12662:#### Standard Agent Flow
+13387:#### Web Agent
+15536:#### Web Agent Flow
+16522:#### Entry classes
+18459:#### IO Buffer classes
+19156:#### Command classes
+]]>
+ </stdout>
+ <stderr/>
+ </single>
+ <reasoning id="78103067-d3c4-4606-9ed3-c5c8c5e9ba21">
+ <![CDATA[
+ The diagrams section can help me navigate the source files.
+ I will load this section in memory.
+ The introduction and first part of the architecture are probably also interesting.
+ I will load these 3 sections, keep the user request and heading overview.
+ Other context items can be removed.
+]]>
+ </reasoning>
+ <single exit_code="0" id="79f5a8b7-cc57-44c3-b942-c74e3bcabcf8">
+ <![CDATA[head -c 668 /root/sia/README.md]]>
+ <stdout>
+ <![CDATA[# SIA - The Self Improving Agent
+
+SIA is an agentic artificial intelligence system that autonomously completes complex tasks by writing and executing scripts.
+It uses a Large Language Model (LLM) which operates in a loop.
+Each iteration a context is updated with system info and a list of previous reasoning and actions.
+The agent responds with a new reasoning or an action.
+Context, reasoning and actions are stored in a file for each iteration.
+SIA can read past iterations to improve its reasoning and actions.
+It can improve in two ways:
+- By finetuning the LLM with a better reasoning or action for a given context
+- By modifying its own source code
+
+]]>
+ </stdout>
+ <stderr/>
+ </single>
+ <single
+ exit_code="0"
+ id="c0aad1a9-48d4-46cd-bd5f-70230566b442"
+ limit="266"
+ stdout_truncated="true">
+ <![CDATA[tail -c +6619 /root/sia/README.md]]>
+ <stdout>
+ <![CDATA[
+## Architecture
+
+SIA follows a modular architecture centered around an agent that processes context through an LLM to generate actions.
+The system can run in two modes: a standard command-line mode and an interactive web mode for debugging and human feedback.
+
+### ]]>
+ </stdout>
+ <stderr/>
+ </single>
+ <single
+ exit_code="0"
+ id="973d9034-7076-479a-afea-4aaf81b065be"
+ limit="9624">
+ <![CDATA[tail -c +10351 /root/sia/README.md]]>
+ <stdout>
+ <![CDATA[
+### Diagrams
+
+#### Core classes
+
+```mermaid
+classDiagram
+ class SystemMetrics {
+ +SystemMetrics(sample_interval float)
+ +generate_context(context_usage float) ElementTree
+ +stop() void
+ -monitor_loop() void
+ }
+
+ class LLMEngine {
+ +LLMEngine(model_path str)
+ +set_model_path(model_path str) void
+ +infer(system_prompt str, main_context str) Iterator~str~
+ }
+
+ class BaseAgent {
+ <<abstract>>
+ -working_memory: WorkingMemory
+ -metrics: SystemMetrics
+ -llm: LLMEngine
+ -parser: ResponseParser
+ -validator: XMLValidator
+ -action_schema: str
+
+ #_compile_context() str
+ }
+
+ class WorkingMemory {
+ -entries: List~Entry~
+
+ +WorkingMemory()
+ +add_entry(entry Entry) void
+ +remove_entry(id str) void
+ +clear() void
+ +get_entry(id str) Optional~Entry~
+ +get_entries() List~Entry~
+ +get_entries_count() int
+ +get_entries_by_type(type Type) List~Entry~
+ +update() void
+ +generate_context() List~ElementTree~
+ }
+
+ class XMLValidator {
+ +XMLValidator(schema str)
+ +validate(xml str) Optional~str~
+ +get_valid_root_elements() Set~str~
+ }
+
+ class ResponseParser {
+ -io_buffer: IOBuffer
+
+ +ResponseParser(io_buffer IOBuffer)
+ +parse(xml str) Command | Entry
+ }
+
+ class Entry {
+ <<abstract>>
+ +id: str readonly
+ +timestamp: datetime readonly
+
+ +Entry(id str, timestamp datetime)
+ +update() void*
+ +generate_context() ElementTree*
+ +cleanup() void*
+ }
+
+ class IOBuffer {
+ <<interface>>
+ +read() str*
+ +write(content str) void*
+ +buffer_length() int*
+ }
+
+ class Command {
+ <<abstract>>
+ +execute(memory WorkingMemory) CommandResult*
+ }
+
+ SystemMetrics "1" --* "1" BaseAgent
+ LLMEngine "1" --* "1" BaseAgent
+ XMLValidator "1" --* "1" BaseAgent
+ BaseAgent "1" *-- "1" IOBuffer
+ BaseAgent "1" *-- "1" WorkingMemory
+ BaseAgent "1" *-- "1" ResponseParser
+ WorkingMemory "1" *-- "*" Entry
+ ResponseParser ..> Entry
+ ResponseParser ..> Command
+```
+
+#### Standard Agent Flow
+
+```mermaid
+stateDiagram-v2
+ direction LR
+ state "Standard Agent Flow" as standard_agent_flow {
+ [*] --> UpdateSystem: Start
+ UpdateSystem --> CompileContext: Updated Metrics & Size
+ CompileContext --> ProcessLLM
+ ProcessLLM --> ValidateXML: LLM Response
+ ValidateXML --> ParseResponse: Valid XML
+ ValidateXML --> UpdateEntries: Invalid XML\nCreate ParseErrorEntry
+ ParseResponse --> ExecuteCommands: Command
+ ParseResponse --> UpdateEntries: Entry
+ ExecuteCommands --> [*]: Stop Command
+ ExecuteCommands --> UpdateEntries: Delete Command
+ UpdateEntries --> UpdateSystem: Continue Loop
+ }
+```
+
+#### Web Agent
+
+```mermaid
+classDiagram
+ class BaseAgent {
+ <<abstract>>
+ -working_memory: WorkingMemory
+ -metrics: SystemMetrics
+ -llm: LLMEngine
+ -parser: ResponseParser
+ -validator: XMLValidator
+ -action_schema: str
+
+ #_compile_context() str
+ }
+
+ class StandardAgent {
+ +StandardAgent(model_path str, system_prompt str, action_schema str)
+ +run() void
+ }
+
+ class WebAgent {
+ +context: str
+ +response: str readonly
+ +current_state WebAgentState readonly
+ +command_result Optional[CommandResult] readonly
+ +validation_error Optional[str] readonly
+
+ +add_state_change_handler(handler Callable) void
+ +add_response_change_handler(handler Callable) void
+ +approve_context() void
+ +set__response(response str) void
+ +approve_response() void
+ }
+
+ class WebAgentState {
+
+ <<enumeration>>
+ UPDATE
+ CONTEXT_APPROVAL
+ INFERENCE
+ RESPONSE_APPROVAL
+ STOPPED
+ }
+
+ class WebSocketManager {
+ -web_sockets: Set~WebSocket~
+
+ +WebServer(agent WebAgent, io_buffer WebIOBuffer, static_files path, host str, port int)
+ }
+
+ class ClientMessage {
+ <<enumeration>>
+ APPROVE_CONTEXT
+ APPROVE_RESPONSE
+ MODIFY_RESPONSE
+ SEND_INPUT
+ }
+
+ class ServerMessage {
+ <<enumeration>>
+ STATE_CHANGE
+ CONTEXT_UPDATE
+ RESPONSE_UPDATE
+ OUTPUT_UPDATE
+ VALIDATION_ERROR
+ }
+
+ class WebIOBuffer {
+ -stdin_buffer: str
+ -stdout_buffer: str
+
+ +read() str
+ +write(content str) void
+ +buffer_length() int
+ +append_stdin(content str) void
+ +get_stdout() str
+ +clear_stdout() void
+ }
+
+ BaseAgent <|-- WebAgent
+ BaseAgent <|-- StandardAgent
+
+ WebServer --> ClientMessage
+ WebServer --> ServerMessage
+
+ WebServer "1" *-- "1" WebIOBuffer
+ WebServer "1" *-- "1" WebAgent
+ WebAgent "1" *-- "1" WebAgentState
+```
+
+#### Web Agent Flow
+
+```mermaid
+stateDiagram-v2
+ direction LR
+ state "Web Agent Flow" as web_agent_flow {
+ [*] --> UpdateSystem: Start
+ UpdateSystem --> CompileContext: Updated Metrics & Size
+ CompileContext --> WaitForContextApproval: Send Context
+ WaitForContextApproval --> ProcessLLM: Context Approved
+ ProcessLLM --> ValidateXML: LLM Response
+ ValidateXML --> WaitForResponseApproval: Send Validation Result
+ ValidateXML --> UpdateEntries: Invalid XML\nCreate ParseErrorEntry
+
+ WaitForResponseApproval --> ValidateXML: Modified Response
+ WaitForResponseApproval --> ParseResponse: Approved Response
+
+ ParseResponse --> ExecuteCommands: Command
+ ParseResponse --> UpdateEntries: Entry
+
+ ExecuteCommands --> [*]: Stop Command
+ ExecuteCommands --> UpdateEntries: Delete Command
+
+ UpdateEntries --> UpdateSystem: Continue Loop
+ }
+```
+
+#### Entry classes
+
+```mermaid
+classDiagram
+ class Entry {
+ <<abstract>>
+ +id: str readonly
+ +timestamp: datetime readonly
+
+ +Entry(id str, timestamp datetime)
+ +update() void*
+ +generate_context() ElementTree*
+ +cleanup() void*
+ }
+
+ class ScriptEntry {
+ +script: str readonly
+ +stdout: str readonly
+ +stderr: str readonly
+ +exit_code: Optional~int~ readonly
+
+ +Script(script str, id str, timestamp datetime)
+ +update() void
+ +generate_context() ElementTree
+ }
+
+ class RepeatEntry {
+ +script: str readonly
+ +stdout: str readonly
+ +stderr: str readonly
+ +exit_code: Optional~int~ readonly
+
+ +RepeatEntry(script str, id str, timestamp datetime)
+ +update() void
+ +generate_context() ElementTree
+ }
+
+ class ReasoningEntry {
+ +content: str readonly
+
+ +ReasoningEntry(content str, id str, timestamp datetime)
+ +update() void
+ +generate_context() ElementTree
+ }
+
+ class ParseErrorEntry {
+ +content: str readonly
+ +error: str readonly
+
+ +ParseErrorEntry(content str, error str, id str, timestamp datetime)
+ +update() void
+ +generate_context() ElementTree
+ }
+
+ class ReadEntry {
+ +content: str readonly
+
+ +ReadEntry(io_buffer IOBuffer, id str, timestamp datetime)
+ +update() void
+ +generate_context() ElementTree
+ }
+
+ class WriteEntry {
+ +content: str readonly
+
+ +WriteEntry(content str, io_buffer IOBuffer, id str, timestamp datetime)
+ +update() void
+ +generate_context() ElementTree
+ }
+
+ ReasoningEntry --|> Entry
+ ParseErrorEntry --|> Entry
+ ReadEntry --|> Entry
+ Entry <|-- WriteEntry
+ Entry <|-- ScriptEntry
+ Entry <|-- RepeatEntry
+```
+
+#### IO Buffer classes
+
+```mermaid
+classDiagram
+ class IOBuffer {
+ <<interface>>
+ +read() str*
+ +write(content str) void*
+ +buffer_length() int*
+ }
+
+ class StandardIOBuffer {
+ +StandardIOBuffer()
+ +read() str
+ +write(content str) void
+ +buffer_length() int
+ }
+
+ class WebIOBuffer {
+ -stdin_buffer: str
+ -stdout_buffer: str
+
+ +read() str
+ +write(content str) void
+ +buffer_length() int
+ +append_stdin(content str) void
+ +get_stdout() str
+ +clear_stdout() void
+ }
+
+ IOBuffer <|.. WebIOBuffer
+ IOBuffer <|.. StandardIOBuffer
+```
+
+#### Command classes
+
+```mermaid
+classDiagram
+ direction LR
+ class Command {
+ <<abstract>>
+ +execute(memory WorkingMemory) CommandResult*
+ }
+
+ class DeleteCommand {
+ +DeleteCommand(id str)
+ +execute(memory WorkingMemory) CommandResult
+ }
+
+ class StopCommand {
+ +StopCommand()
+ +execute(memory WorkingMemory) CommandResult
+ }
+
+ class CommandResult {
+ +message: str
+ +success: bool
+ +should_stop: bool
+
+ +CommandResult(message str, success bool, should_stop bool)
+ +static success() CommandResult
+ +static failure(message str) CommandResult
+ +static stop() CommandResult
+ }
+
+ Command <|-- DeleteCommand
+ Command <|-- StopCommand
+ Command -- CommandResult
+```
+]]>
+ </stdout>
+ <stderr/>
+ </single>
+</context><delete id="16421800-daa4-46f3-b619-e4efbafb448b"/>
\ No newline at end of file
diff --git a/iterations/iteration_20241120_104810_545.xml b/iterations/iteration_20241120_104810_545.xml
new file mode 100644
index 0000000..3f05af7
--- /dev/null
+++ b/iterations/iteration_20241120_104810_545.xml
@@ -0,0 +1,650 @@
+
+<context
+ context="86.5"
+ cpu="0"
+ disk_total="1081101176832"
+ disk_used="125111205888"
+ gpu="0"
+ memory_total="16630431744"
+ memory_used="983642112"
+ stdin="0"
+ time="2024-11-20T10:47:42Z">
+ <read_stdin id="3da7f743-19b7-4738-aaf9-49634618e8f7">
+ <![CDATA[The SIA source is located in /root/sia. Not all features are implemented yet. Look at the readme and code to find what is missing. Make sure to unit test your work.]]>
+ </read_stdin>
+ <single
+ exit_code="0"
+ id="8637bd02-7c94-4708-bfa3-bf840d376166"
+ stdout_truncated="true">
+ <![CDATA[ls -la /root/sia]]>
+ <stdout>
+ <![CDATA[total 204
+drwxr-xr-x 1 root root 4096 Nov 20 10:25 .
+drwx------ 1 root root 4096 Nov 20 10:26 ..
+drwxr-xr-x 2 root root 4096 Oct 31 17:07 .crossnote
+-rwxr-xr-x 1 root root 14 Nov 4 16:01 .dockerignore
+drwxr-xr-x 8 root root 4096 Nov 20 10:21 .git
+-rwxr-xr-x 1 root root 30 Nov 4 16:01 .gitignore
+-rwxr-xr-x 1 root root 843 Nov 4 14:52 Dockerfile
+-rwxr-xr-x 1 root root 19975 Nov 19 14:20 README.md
+drwxr-xr-x 2 root root 4096 Nov 15 16:10 _test
+-rwxr-xr-x 1 root root 3923 Nov 13 15:56 action_schema.xsd
+-rwxr-xr-x 1 root root 2064 Nov 6 12:29 claude.sh
+-rwxr-xr-x 1 root root 85153 Nov 14 13:30 claude.txt
+-rwxr-xr-x 1 root root 4939 Nov 20 10:07 finetune_dataset_creator.py
+-rwxr-xr-x 1 root root 572 Nov 19 14:20 install.sh
+drwxrwxrwx 1 root root 512 Nov 20 10:27 iterations
+-rwxr-xr-x 1 root root 105 Nov 19 14:20 requirements.txt
+-rwxr-xr-x 1 root root 269 Nov 19 18:05 run.sh
+drwxr-xr-x 1 root root 4096 Nov 20 10:26 sia
+drwxr-xr-x 3 root root 4096 Nov 19 16:01 static
+-rwxr-xr-x 1 root r]]>
+ </stdout>
+ <stderr/>
+ </single>
+ <single
+ exit_code="0"
+ id="f5f8f1d0-f956-46c3-a942-ebac7a0ccf6a"
+ limit="4096">
+ <![CDATA[head -c 4096 /root/sia/README.md]]>
+ <stdout>
+ # SIA - The Self Improving Agent
+
+SIA is an agentic artificial intelligence system that autonomously completes complex tasks by writing and executing scripts.
+It uses a Large Language Model (LLM) which operates in a loop.
+Each iteration a context is updated with system info and a list of previous reasoning and actions.
+The agent responds with a new reasoning or an action.
+Context, reasoning and actions are stored in a file for each iteration.
+SIA can read past iterations to improve its reasoning and actions.
+It can improve in two ways:
+- By finetuning the LLM with a better reasoning or action for a given context
+- By modifying its own source code
+
+## Example
+
+This example shows a typical context with some monitored items and previous actions.
+Between each of the responses, the context would be updated.
+
+### Context
+
+```xml
+<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"
+ 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 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
+ <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 t
+ </stdout>
+ <stderr/>
+ </single>
+ <reasoning id="554ffbc2-2a90-423b-aafe-ed90dd66b73b">
+ <![CDATA[
+ I can use the markdown headings to identify interesting sections.
+ I will try to find sections containing details about what needs to be implemented.
+]]>
+ </reasoning>
+ <single exit_code="0" id="ac690fe5-45d0-4028-8120-107c318977a9">
+ <![CDATA[grep -Eb "^#" /root/sia/README.md]]>
+ <stdout>
+ <![CDATA[0:# SIA - The Self Improving Agent
+668:## Example
+832:### Context
+2323:### Responses
+3462:## Working principles
+3759:### Core Actions
+3953:### Scripts
+4204:#### Single-shot script
+4433:#### Repeat script
+4711:### Use of XML
+5022:#### XML Data Flow
+5705:### The SIA process
+6048:### Server for debuggin and human input
+6619:## Architecture
+6885:### Core Components
+6908:#### Agent Architecture
+7521:#### Working Memory
+8059:#### Command Processing
+8490:#### IO Handling
+8787:### Processing Flow
+8810:#### Standard Agent Flow
+9109:#### Web Agent Flow
+9472:### Web Interface
+9600:#### Server-Client Communication
+9932:#### WebServer Architecture
+10351:### Diagrams
+10367:#### Core classes
+12662:#### Standard Agent Flow
+13387:#### Web Agent
+15536:#### Web Agent Flow
+16522:#### Entry classes
+18459:#### IO Buffer classes
+19156:#### Command classes
+]]>
+ </stdout>
+ <stderr/>
+ </single>
+ <reasoning id="78103067-d3c4-4606-9ed3-c5c8c5e9ba21">
+ <![CDATA[
+ The diagrams section can help me navigate the source files.
+ I will load this section in memory.
+ The introduction and first part of the architecture are probably also interesting.
+ I will load these 3 sections, keep the user request and heading overview.
+ Other context items can be removed.
+]]>
+ </reasoning>
+ <single exit_code="0" id="79f5a8b7-cc57-44c3-b942-c74e3bcabcf8">
+ <![CDATA[head -c 668 /root/sia/README.md]]>
+ <stdout>
+ <![CDATA[# SIA - The Self Improving Agent
+
+SIA is an agentic artificial intelligence system that autonomously completes complex tasks by writing and executing scripts.
+It uses a Large Language Model (LLM) which operates in a loop.
+Each iteration a context is updated with system info and a list of previous reasoning and actions.
+The agent responds with a new reasoning or an action.
+Context, reasoning and actions are stored in a file for each iteration.
+SIA can read past iterations to improve its reasoning and actions.
+It can improve in two ways:
+- By finetuning the LLM with a better reasoning or action for a given context
+- By modifying its own source code
+
+]]>
+ </stdout>
+ <stderr/>
+ </single>
+ <single
+ exit_code="0"
+ id="c0aad1a9-48d4-46cd-bd5f-70230566b442"
+ limit="266"
+ stdout_truncated="true">
+ <![CDATA[tail -c +6619 /root/sia/README.md]]>
+ <stdout>
+ <![CDATA[
+## Architecture
+
+SIA follows a modular architecture centered around an agent that processes context through an LLM to generate actions.
+The system can run in two modes: a standard command-line mode and an interactive web mode for debugging and human feedback.
+
+### ]]>
+ </stdout>
+ <stderr/>
+ </single>
+ <single
+ exit_code="0"
+ id="973d9034-7076-479a-afea-4aaf81b065be"
+ limit="9624">
+ <![CDATA[tail -c +10351 /root/sia/README.md]]>
+ <stdout>
+ <![CDATA[
+### Diagrams
+
+#### Core classes
+
+```mermaid
+classDiagram
+ class SystemMetrics {
+ +SystemMetrics(sample_interval float)
+ +generate_context(context_usage float) ElementTree
+ +stop() void
+ -monitor_loop() void
+ }
+
+ class LLMEngine {
+ +LLMEngine(model_path str)
+ +set_model_path(model_path str) void
+ +infer(system_prompt str, main_context str) Iterator~str~
+ }
+
+ class BaseAgent {
+ <<abstract>>
+ -working_memory: WorkingMemory
+ -metrics: SystemMetrics
+ -llm: LLMEngine
+ -parser: ResponseParser
+ -validator: XMLValidator
+ -action_schema: str
+
+ #_compile_context() str
+ }
+
+ class WorkingMemory {
+ -entries: List~Entry~
+
+ +WorkingMemory()
+ +add_entry(entry Entry) void
+ +remove_entry(id str) void
+ +clear() void
+ +get_entry(id str) Optional~Entry~
+ +get_entries() List~Entry~
+ +get_entries_count() int
+ +get_entries_by_type(type Type) List~Entry~
+ +update() void
+ +generate_context() List~ElementTree~
+ }
+
+ class XMLValidator {
+ +XMLValidator(schema str)
+ +validate(xml str) Optional~str~
+ +get_valid_root_elements() Set~str~
+ }
+
+ class ResponseParser {
+ -io_buffer: IOBuffer
+
+ +ResponseParser(io_buffer IOBuffer)
+ +parse(xml str) Command | Entry
+ }
+
+ class Entry {
+ <<abstract>>
+ +id: str readonly
+ +timestamp: datetime readonly
+
+ +Entry(id str, timestamp datetime)
+ +update() void*
+ +generate_context() ElementTree*
+ +cleanup() void*
+ }
+
+ class IOBuffer {
+ <<interface>>
+ +read() str*
+ +write(content str) void*
+ +buffer_length() int*
+ }
+
+ class Command {
+ <<abstract>>
+ +execute(memory WorkingMemory) CommandResult*
+ }
+
+ SystemMetrics "1" --* "1" BaseAgent
+ LLMEngine "1" --* "1" BaseAgent
+ XMLValidator "1" --* "1" BaseAgent
+ BaseAgent "1" *-- "1" IOBuffer
+ BaseAgent "1" *-- "1" WorkingMemory
+ BaseAgent "1" *-- "1" ResponseParser
+ WorkingMemory "1" *-- "*" Entry
+ ResponseParser ..> Entry
+ ResponseParser ..> Command
+```
+
+#### Standard Agent Flow
+
+```mermaid
+stateDiagram-v2
+ direction LR
+ state "Standard Agent Flow" as standard_agent_flow {
+ [*] --> UpdateSystem: Start
+ UpdateSystem --> CompileContext: Updated Metrics & Size
+ CompileContext --> ProcessLLM
+ ProcessLLM --> ValidateXML: LLM Response
+ ValidateXML --> ParseResponse: Valid XML
+ ValidateXML --> UpdateEntries: Invalid XML\nCreate ParseErrorEntry
+ ParseResponse --> ExecuteCommands: Command
+ ParseResponse --> UpdateEntries: Entry
+ ExecuteCommands --> [*]: Stop Command
+ ExecuteCommands --> UpdateEntries: Delete Command
+ UpdateEntries --> UpdateSystem: Continue Loop
+ }
+```
+
+#### Web Agent
+
+```mermaid
+classDiagram
+ class BaseAgent {
+ <<abstract>>
+ -working_memory: WorkingMemory
+ -metrics: SystemMetrics
+ -llm: LLMEngine
+ -parser: ResponseParser
+ -validator: XMLValidator
+ -action_schema: str
+
+ #_compile_context() str
+ }
+
+ class StandardAgent {
+ +StandardAgent(model_path str, system_prompt str, action_schema str)
+ +run() void
+ }
+
+ class WebAgent {
+ +context: str
+ +response: str readonly
+ +current_state WebAgentState readonly
+ +command_result Optional[CommandResult] readonly
+ +validation_error Optional[str] readonly
+
+ +add_state_change_handler(handler Callable) void
+ +add_response_change_handler(handler Callable) void
+ +approve_context() void
+ +set__response(response str) void
+ +approve_response() void
+ }
+
+ class WebAgentState {
+
+ <<enumeration>>
+ UPDATE
+ CONTEXT_APPROVAL
+ INFERENCE
+ RESPONSE_APPROVAL
+ STOPPED
+ }
+
+ class WebSocketManager {
+ -web_sockets: Set~WebSocket~
+
+ +WebServer(agent WebAgent, io_buffer WebIOBuffer, static_files path, host str, port int)
+ }
+
+ class ClientMessage {
+ <<enumeration>>
+ APPROVE_CONTEXT
+ APPROVE_RESPONSE
+ MODIFY_RESPONSE
+ SEND_INPUT
+ }
+
+ class ServerMessage {
+ <<enumeration>>
+ STATE_CHANGE
+ CONTEXT_UPDATE
+ RESPONSE_UPDATE
+ OUTPUT_UPDATE
+ VALIDATION_ERROR
+ }
+
+ class WebIOBuffer {
+ -stdin_buffer: str
+ -stdout_buffer: str
+
+ +read() str
+ +write(content str) void
+ +buffer_length() int
+ +append_stdin(content str) void
+ +get_stdout() str
+ +clear_stdout() void
+ }
+
+ BaseAgent <|-- WebAgent
+ BaseAgent <|-- StandardAgent
+
+ WebServer --> ClientMessage
+ WebServer --> ServerMessage
+
+ WebServer "1" *-- "1" WebIOBuffer
+ WebServer "1" *-- "1" WebAgent
+ WebAgent "1" *-- "1" WebAgentState
+```
+
+#### Web Agent Flow
+
+```mermaid
+stateDiagram-v2
+ direction LR
+ state "Web Agent Flow" as web_agent_flow {
+ [*] --> UpdateSystem: Start
+ UpdateSystem --> CompileContext: Updated Metrics & Size
+ CompileContext --> WaitForContextApproval: Send Context
+ WaitForContextApproval --> ProcessLLM: Context Approved
+ ProcessLLM --> ValidateXML: LLM Response
+ ValidateXML --> WaitForResponseApproval: Send Validation Result
+ ValidateXML --> UpdateEntries: Invalid XML\nCreate ParseErrorEntry
+
+ WaitForResponseApproval --> ValidateXML: Modified Response
+ WaitForResponseApproval --> ParseResponse: Approved Response
+
+ ParseResponse --> ExecuteCommands: Command
+ ParseResponse --> UpdateEntries: Entry
+
+ ExecuteCommands --> [*]: Stop Command
+ ExecuteCommands --> UpdateEntries: Delete Command
+
+ UpdateEntries --> UpdateSystem: Continue Loop
+ }
+```
+
+#### Entry classes
+
+```mermaid
+classDiagram
+ class Entry {
+ <<abstract>>
+ +id: str readonly
+ +timestamp: datetime readonly
+
+ +Entry(id str, timestamp datetime)
+ +update() void*
+ +generate_context() ElementTree*
+ +cleanup() void*
+ }
+
+ class ScriptEntry {
+ +script: str readonly
+ +stdout: str readonly
+ +stderr: str readonly
+ +exit_code: Optional~int~ readonly
+
+ +Script(script str, id str, timestamp datetime)
+ +update() void
+ +generate_context() ElementTree
+ }
+
+ class RepeatEntry {
+ +script: str readonly
+ +stdout: str readonly
+ +stderr: str readonly
+ +exit_code: Optional~int~ readonly
+
+ +RepeatEntry(script str, id str, timestamp datetime)
+ +update() void
+ +generate_context() ElementTree
+ }
+
+ class ReasoningEntry {
+ +content: str readonly
+
+ +ReasoningEntry(content str, id str, timestamp datetime)
+ +update() void
+ +generate_context() ElementTree
+ }
+
+ class ParseErrorEntry {
+ +content: str readonly
+ +error: str readonly
+
+ +ParseErrorEntry(content str, error str, id str, timestamp datetime)
+ +update() void
+ +generate_context() ElementTree
+ }
+
+ class ReadEntry {
+ +content: str readonly
+
+ +ReadEntry(io_buffer IOBuffer, id str, timestamp datetime)
+ +update() void
+ +generate_context() ElementTree
+ }
+
+ class WriteEntry {
+ +content: str readonly
+
+ +WriteEntry(content str, io_buffer IOBuffer, id str, timestamp datetime)
+ +update() void
+ +generate_context() ElementTree
+ }
+
+ ReasoningEntry --|> Entry
+ ParseErrorEntry --|> Entry
+ ReadEntry --|> Entry
+ Entry <|-- WriteEntry
+ Entry <|-- ScriptEntry
+ Entry <|-- RepeatEntry
+```
+
+#### IO Buffer classes
+
+```mermaid
+classDiagram
+ class IOBuffer {
+ <<interface>>
+ +read() str*
+ +write(content str) void*
+ +buffer_length() int*
+ }
+
+ class StandardIOBuffer {
+ +StandardIOBuffer()
+ +read() str
+ +write(content str) void
+ +buffer_length() int
+ }
+
+ class WebIOBuffer {
+ -stdin_buffer: str
+ -stdout_buffer: str
+
+ +read() str
+ +write(content str) void
+ +buffer_length() int
+ +append_stdin(content str) void
+ +get_stdout() str
+ +clear_stdout() void
+ }
+
+ IOBuffer <|.. WebIOBuffer
+ IOBuffer <|.. StandardIOBuffer
+```
+
+#### Command classes
+
+```mermaid
+classDiagram
+ direction LR
+ class Command {
+ <<abstract>>
+ +execute(memory WorkingMemory) CommandResult*
+ }
+
+ class DeleteCommand {
+ +DeleteCommand(id str)
+ +execute(memory WorkingMemory) CommandResult
+ }
+
+ class StopCommand {
+ +StopCommand()
+ +execute(memory WorkingMemory) CommandResult
+ }
+
+ class CommandResult {
+ +message: str
+ +success: bool
+ +should_stop: bool
+
+ +CommandResult(message str, success bool, should_stop bool)
+ +static success() CommandResult
+ +static failure(message str) CommandResult
+ +static stop() CommandResult
+ }
+
+ Command <|-- DeleteCommand
+ Command <|-- StopCommand
+ Command -- CommandResult
+```
+]]>
+ </stdout>
+ <stderr/>
+ </single>
+</context><delete id="f5f8f1d0-f956-46c3-a942-ebac7a0ccf6a"/>
\ No newline at end of file
diff --git a/iterations/iteration_20241120_104829_581.xml b/iterations/iteration_20241120_104829_581.xml
new file mode 100644
index 0000000..f00f105
--- /dev/null
+++ b/iterations/iteration_20241120_104829_581.xml
@@ -0,0 +1,525 @@
+
+<context
+ context="67.8"
+ cpu="0"
+ disk_total="1081101176832"
+ disk_used="125111205888"
+ gpu="0"
+ memory_total="16630431744"
+ memory_used="981872640"
+ stdin="0"
+ time="2024-11-20T10:48:10Z">
+ <read_stdin id="3da7f743-19b7-4738-aaf9-49634618e8f7">
+ <![CDATA[The SIA source is located in /root/sia. Not all features are implemented yet. Look at the readme and code to find what is missing. Make sure to unit test your work.]]>
+ </read_stdin>
+ <single
+ exit_code="0"
+ id="8637bd02-7c94-4708-bfa3-bf840d376166"
+ stdout_truncated="true">
+ <![CDATA[ls -la /root/sia]]>
+ <stdout>
+ <![CDATA[total 204
+drwxr-xr-x 1 root root 4096 Nov 20 10:25 .
+drwx------ 1 root root 4096 Nov 20 10:26 ..
+drwxr-xr-x 2 root root 4096 Oct 31 17:07 .crossnote
+-rwxr-xr-x 1 root root 14 Nov 4 16:01 .dockerignore
+drwxr-xr-x 8 root root 4096 Nov 20 10:21 .git
+-rwxr-xr-x 1 root root 30 Nov 4 16:01 .gitignore
+-rwxr-xr-x 1 root root 843 Nov 4 14:52 Dockerfile
+-rwxr-xr-x 1 root root 19975 Nov 19 14:20 README.md
+drwxr-xr-x 2 root root 4096 Nov 15 16:10 _test
+-rwxr-xr-x 1 root root 3923 Nov 13 15:56 action_schema.xsd
+-rwxr-xr-x 1 root root 2064 Nov 6 12:29 claude.sh
+-rwxr-xr-x 1 root root 85153 Nov 14 13:30 claude.txt
+-rwxr-xr-x 1 root root 4939 Nov 20 10:07 finetune_dataset_creator.py
+-rwxr-xr-x 1 root root 572 Nov 19 14:20 install.sh
+drwxrwxrwx 1 root root 512 Nov 20 10:27 iterations
+-rwxr-xr-x 1 root root 105 Nov 19 14:20 requirements.txt
+-rwxr-xr-x 1 root root 269 Nov 19 18:05 run.sh
+drwxr-xr-x 1 root root 4096 Nov 20 10:26 sia
+drwxr-xr-x 3 root root 4096 Nov 19 16:01 static
+-rwxr-xr-x 1 root r]]>
+ </stdout>
+ <stderr/>
+ </single>
+ <reasoning id="554ffbc2-2a90-423b-aafe-ed90dd66b73b">
+ <![CDATA[
+ I can use the markdown headings to identify interesting sections.
+ I will try to find sections containing details about what needs to be implemented.
+]]>
+ </reasoning>
+ <single exit_code="0" id="ac690fe5-45d0-4028-8120-107c318977a9">
+ <![CDATA[grep -Eb "^#" /root/sia/README.md]]>
+ <stdout>
+ <![CDATA[0:# SIA - The Self Improving Agent
+668:## Example
+832:### Context
+2323:### Responses
+3462:## Working principles
+3759:### Core Actions
+3953:### Scripts
+4204:#### Single-shot script
+4433:#### Repeat script
+4711:### Use of XML
+5022:#### XML Data Flow
+5705:### The SIA process
+6048:### Server for debuggin and human input
+6619:## Architecture
+6885:### Core Components
+6908:#### Agent Architecture
+7521:#### Working Memory
+8059:#### Command Processing
+8490:#### IO Handling
+8787:### Processing Flow
+8810:#### Standard Agent Flow
+9109:#### Web Agent Flow
+9472:### Web Interface
+9600:#### Server-Client Communication
+9932:#### WebServer Architecture
+10351:### Diagrams
+10367:#### Core classes
+12662:#### Standard Agent Flow
+13387:#### Web Agent
+15536:#### Web Agent Flow
+16522:#### Entry classes
+18459:#### IO Buffer classes
+19156:#### Command classes
+]]>
+ </stdout>
+ <stderr/>
+ </single>
+ <reasoning id="78103067-d3c4-4606-9ed3-c5c8c5e9ba21">
+ <![CDATA[
+ The diagrams section can help me navigate the source files.
+ I will load this section in memory.
+ The introduction and first part of the architecture are probably also interesting.
+ I will load these 3 sections, keep the user request and heading overview.
+ Other context items can be removed.
+]]>
+ </reasoning>
+ <single exit_code="0" id="79f5a8b7-cc57-44c3-b942-c74e3bcabcf8">
+ <![CDATA[head -c 668 /root/sia/README.md]]>
+ <stdout>
+ <![CDATA[# SIA - The Self Improving Agent
+
+SIA is an agentic artificial intelligence system that autonomously completes complex tasks by writing and executing scripts.
+It uses a Large Language Model (LLM) which operates in a loop.
+Each iteration a context is updated with system info and a list of previous reasoning and actions.
+The agent responds with a new reasoning or an action.
+Context, reasoning and actions are stored in a file for each iteration.
+SIA can read past iterations to improve its reasoning and actions.
+It can improve in two ways:
+- By finetuning the LLM with a better reasoning or action for a given context
+- By modifying its own source code
+
+]]>
+ </stdout>
+ <stderr/>
+ </single>
+ <single
+ exit_code="0"
+ id="c0aad1a9-48d4-46cd-bd5f-70230566b442"
+ limit="266"
+ stdout_truncated="true">
+ <![CDATA[tail -c +6619 /root/sia/README.md]]>
+ <stdout>
+ <![CDATA[
+## Architecture
+
+SIA follows a modular architecture centered around an agent that processes context through an LLM to generate actions.
+The system can run in two modes: a standard command-line mode and an interactive web mode for debugging and human feedback.
+
+### ]]>
+ </stdout>
+ <stderr/>
+ </single>
+ <single
+ exit_code="0"
+ id="973d9034-7076-479a-afea-4aaf81b065be"
+ limit="9624">
+ <![CDATA[tail -c +10351 /root/sia/README.md]]>
+ <stdout>
+ <![CDATA[
+### Diagrams
+
+#### Core classes
+
+```mermaid
+classDiagram
+ class SystemMetrics {
+ +SystemMetrics(sample_interval float)
+ +generate_context(context_usage float) ElementTree
+ +stop() void
+ -monitor_loop() void
+ }
+
+ class LLMEngine {
+ +LLMEngine(model_path str)
+ +set_model_path(model_path str) void
+ +infer(system_prompt str, main_context str) Iterator~str~
+ }
+
+ class BaseAgent {
+ <<abstract>>
+ -working_memory: WorkingMemory
+ -metrics: SystemMetrics
+ -llm: LLMEngine
+ -parser: ResponseParser
+ -validator: XMLValidator
+ -action_schema: str
+
+ #_compile_context() str
+ }
+
+ class WorkingMemory {
+ -entries: List~Entry~
+
+ +WorkingMemory()
+ +add_entry(entry Entry) void
+ +remove_entry(id str) void
+ +clear() void
+ +get_entry(id str) Optional~Entry~
+ +get_entries() List~Entry~
+ +get_entries_count() int
+ +get_entries_by_type(type Type) List~Entry~
+ +update() void
+ +generate_context() List~ElementTree~
+ }
+
+ class XMLValidator {
+ +XMLValidator(schema str)
+ +validate(xml str) Optional~str~
+ +get_valid_root_elements() Set~str~
+ }
+
+ class ResponseParser {
+ -io_buffer: IOBuffer
+
+ +ResponseParser(io_buffer IOBuffer)
+ +parse(xml str) Command | Entry
+ }
+
+ class Entry {
+ <<abstract>>
+ +id: str readonly
+ +timestamp: datetime readonly
+
+ +Entry(id str, timestamp datetime)
+ +update() void*
+ +generate_context() ElementTree*
+ +cleanup() void*
+ }
+
+ class IOBuffer {
+ <<interface>>
+ +read() str*
+ +write(content str) void*
+ +buffer_length() int*
+ }
+
+ class Command {
+ <<abstract>>
+ +execute(memory WorkingMemory) CommandResult*
+ }
+
+ SystemMetrics "1" --* "1" BaseAgent
+ LLMEngine "1" --* "1" BaseAgent
+ XMLValidator "1" --* "1" BaseAgent
+ BaseAgent "1" *-- "1" IOBuffer
+ BaseAgent "1" *-- "1" WorkingMemory
+ BaseAgent "1" *-- "1" ResponseParser
+ WorkingMemory "1" *-- "*" Entry
+ ResponseParser ..> Entry
+ ResponseParser ..> Command
+```
+
+#### Standard Agent Flow
+
+```mermaid
+stateDiagram-v2
+ direction LR
+ state "Standard Agent Flow" as standard_agent_flow {
+ [*] --> UpdateSystem: Start
+ UpdateSystem --> CompileContext: Updated Metrics & Size
+ CompileContext --> ProcessLLM
+ ProcessLLM --> ValidateXML: LLM Response
+ ValidateXML --> ParseResponse: Valid XML
+ ValidateXML --> UpdateEntries: Invalid XML\nCreate ParseErrorEntry
+ ParseResponse --> ExecuteCommands: Command
+ ParseResponse --> UpdateEntries: Entry
+ ExecuteCommands --> [*]: Stop Command
+ ExecuteCommands --> UpdateEntries: Delete Command
+ UpdateEntries --> UpdateSystem: Continue Loop
+ }
+```
+
+#### Web Agent
+
+```mermaid
+classDiagram
+ class BaseAgent {
+ <<abstract>>
+ -working_memory: WorkingMemory
+ -metrics: SystemMetrics
+ -llm: LLMEngine
+ -parser: ResponseParser
+ -validator: XMLValidator
+ -action_schema: str
+
+ #_compile_context() str
+ }
+
+ class StandardAgent {
+ +StandardAgent(model_path str, system_prompt str, action_schema str)
+ +run() void
+ }
+
+ class WebAgent {
+ +context: str
+ +response: str readonly
+ +current_state WebAgentState readonly
+ +command_result Optional[CommandResult] readonly
+ +validation_error Optional[str] readonly
+
+ +add_state_change_handler(handler Callable) void
+ +add_response_change_handler(handler Callable) void
+ +approve_context() void
+ +set__response(response str) void
+ +approve_response() void
+ }
+
+ class WebAgentState {
+
+ <<enumeration>>
+ UPDATE
+ CONTEXT_APPROVAL
+ INFERENCE
+ RESPONSE_APPROVAL
+ STOPPED
+ }
+
+ class WebSocketManager {
+ -web_sockets: Set~WebSocket~
+
+ +WebServer(agent WebAgent, io_buffer WebIOBuffer, static_files path, host str, port int)
+ }
+
+ class ClientMessage {
+ <<enumeration>>
+ APPROVE_CONTEXT
+ APPROVE_RESPONSE
+ MODIFY_RESPONSE
+ SEND_INPUT
+ }
+
+ class ServerMessage {
+ <<enumeration>>
+ STATE_CHANGE
+ CONTEXT_UPDATE
+ RESPONSE_UPDATE
+ OUTPUT_UPDATE
+ VALIDATION_ERROR
+ }
+
+ class WebIOBuffer {
+ -stdin_buffer: str
+ -stdout_buffer: str
+
+ +read() str
+ +write(content str) void
+ +buffer_length() int
+ +append_stdin(content str) void
+ +get_stdout() str
+ +clear_stdout() void
+ }
+
+ BaseAgent <|-- WebAgent
+ BaseAgent <|-- StandardAgent
+
+ WebServer --> ClientMessage
+ WebServer --> ServerMessage
+
+ WebServer "1" *-- "1" WebIOBuffer
+ WebServer "1" *-- "1" WebAgent
+ WebAgent "1" *-- "1" WebAgentState
+```
+
+#### Web Agent Flow
+
+```mermaid
+stateDiagram-v2
+ direction LR
+ state "Web Agent Flow" as web_agent_flow {
+ [*] --> UpdateSystem: Start
+ UpdateSystem --> CompileContext: Updated Metrics & Size
+ CompileContext --> WaitForContextApproval: Send Context
+ WaitForContextApproval --> ProcessLLM: Context Approved
+ ProcessLLM --> ValidateXML: LLM Response
+ ValidateXML --> WaitForResponseApproval: Send Validation Result
+ ValidateXML --> UpdateEntries: Invalid XML\nCreate ParseErrorEntry
+
+ WaitForResponseApproval --> ValidateXML: Modified Response
+ WaitForResponseApproval --> ParseResponse: Approved Response
+
+ ParseResponse --> ExecuteCommands: Command
+ ParseResponse --> UpdateEntries: Entry
+
+ ExecuteCommands --> [*]: Stop Command
+ ExecuteCommands --> UpdateEntries: Delete Command
+
+ UpdateEntries --> UpdateSystem: Continue Loop
+ }
+```
+
+#### Entry classes
+
+```mermaid
+classDiagram
+ class Entry {
+ <<abstract>>
+ +id: str readonly
+ +timestamp: datetime readonly
+
+ +Entry(id str, timestamp datetime)
+ +update() void*
+ +generate_context() ElementTree*
+ +cleanup() void*
+ }
+
+ class ScriptEntry {
+ +script: str readonly
+ +stdout: str readonly
+ +stderr: str readonly
+ +exit_code: Optional~int~ readonly
+
+ +Script(script str, id str, timestamp datetime)
+ +update() void
+ +generate_context() ElementTree
+ }
+
+ class RepeatEntry {
+ +script: str readonly
+ +stdout: str readonly
+ +stderr: str readonly
+ +exit_code: Optional~int~ readonly
+
+ +RepeatEntry(script str, id str, timestamp datetime)
+ +update() void
+ +generate_context() ElementTree
+ }
+
+ class ReasoningEntry {
+ +content: str readonly
+
+ +ReasoningEntry(content str, id str, timestamp datetime)
+ +update() void
+ +generate_context() ElementTree
+ }
+
+ class ParseErrorEntry {
+ +content: str readonly
+ +error: str readonly
+
+ +ParseErrorEntry(content str, error str, id str, timestamp datetime)
+ +update() void
+ +generate_context() ElementTree
+ }
+
+ class ReadEntry {
+ +content: str readonly
+
+ +ReadEntry(io_buffer IOBuffer, id str, timestamp datetime)
+ +update() void
+ +generate_context() ElementTree
+ }
+
+ class WriteEntry {
+ +content: str readonly
+
+ +WriteEntry(content str, io_buffer IOBuffer, id str, timestamp datetime)
+ +update() void
+ +generate_context() ElementTree
+ }
+
+ ReasoningEntry --|> Entry
+ ParseErrorEntry --|> Entry
+ ReadEntry --|> Entry
+ Entry <|-- WriteEntry
+ Entry <|-- ScriptEntry
+ Entry <|-- RepeatEntry
+```
+
+#### IO Buffer classes
+
+```mermaid
+classDiagram
+ class IOBuffer {
+ <<interface>>
+ +read() str*
+ +write(content str) void*
+ +buffer_length() int*
+ }
+
+ class StandardIOBuffer {
+ +StandardIOBuffer()
+ +read() str
+ +write(content str) void
+ +buffer_length() int
+ }
+
+ class WebIOBuffer {
+ -stdin_buffer: str
+ -stdout_buffer: str
+
+ +read() str
+ +write(content str) void
+ +buffer_length() int
+ +append_stdin(content str) void
+ +get_stdout() str
+ +clear_stdout() void
+ }
+
+ IOBuffer <|.. WebIOBuffer
+ IOBuffer <|.. StandardIOBuffer
+```
+
+#### Command classes
+
+```mermaid
+classDiagram
+ direction LR
+ class Command {
+ <<abstract>>
+ +execute(memory WorkingMemory) CommandResult*
+ }
+
+ class DeleteCommand {
+ +DeleteCommand(id str)
+ +execute(memory WorkingMemory) CommandResult
+ }
+
+ class StopCommand {
+ +StopCommand()
+ +execute(memory WorkingMemory) CommandResult
+ }
+
+ class CommandResult {
+ +message: str
+ +success: bool
+ +should_stop: bool
+
+ +CommandResult(message str, success bool, should_stop bool)
+ +static success() CommandResult
+ +static failure(message str) CommandResult
+ +static stop() CommandResult
+ }
+
+ Command <|-- DeleteCommand
+ Command <|-- StopCommand
+ Command -- CommandResult
+```
+]]>
+ </stdout>
+ <stderr/>
+ </single>
+</context><delete id="554ffbc2-2a90-423b-aafe-ed90dd66b73b"/>
\ No newline at end of file
diff --git a/iterations/iteration_20241120_104912_967.xml b/iterations/iteration_20241120_104912_967.xml
new file mode 100644
index 0000000..53ae730
--- /dev/null
+++ b/iterations/iteration_20241120_104912_967.xml
@@ -0,0 +1,519 @@
+
+<context
+ context="66.94"
+ cpu="0"
+ disk_total="1081101176832"
+ disk_used="125111205888"
+ gpu="0"
+ memory_total="16630431744"
+ memory_used="983924736"
+ stdin="0"
+ time="2024-11-20T10:48:29Z">
+ <read_stdin id="3da7f743-19b7-4738-aaf9-49634618e8f7">
+ <![CDATA[The SIA source is located in /root/sia. Not all features are implemented yet. Look at the readme and code to find what is missing. Make sure to unit test your work.]]>
+ </read_stdin>
+ <single
+ exit_code="0"
+ id="8637bd02-7c94-4708-bfa3-bf840d376166"
+ stdout_truncated="true">
+ <![CDATA[ls -la /root/sia]]>
+ <stdout>
+ <![CDATA[total 204
+drwxr-xr-x 1 root root 4096 Nov 20 10:25 .
+drwx------ 1 root root 4096 Nov 20 10:26 ..
+drwxr-xr-x 2 root root 4096 Oct 31 17:07 .crossnote
+-rwxr-xr-x 1 root root 14 Nov 4 16:01 .dockerignore
+drwxr-xr-x 8 root root 4096 Nov 20 10:21 .git
+-rwxr-xr-x 1 root root 30 Nov 4 16:01 .gitignore
+-rwxr-xr-x 1 root root 843 Nov 4 14:52 Dockerfile
+-rwxr-xr-x 1 root root 19975 Nov 19 14:20 README.md
+drwxr-xr-x 2 root root 4096 Nov 15 16:10 _test
+-rwxr-xr-x 1 root root 3923 Nov 13 15:56 action_schema.xsd
+-rwxr-xr-x 1 root root 2064 Nov 6 12:29 claude.sh
+-rwxr-xr-x 1 root root 85153 Nov 14 13:30 claude.txt
+-rwxr-xr-x 1 root root 4939 Nov 20 10:07 finetune_dataset_creator.py
+-rwxr-xr-x 1 root root 572 Nov 19 14:20 install.sh
+drwxrwxrwx 1 root root 512 Nov 20 10:27 iterations
+-rwxr-xr-x 1 root root 105 Nov 19 14:20 requirements.txt
+-rwxr-xr-x 1 root root 269 Nov 19 18:05 run.sh
+drwxr-xr-x 1 root root 4096 Nov 20 10:26 sia
+drwxr-xr-x 3 root root 4096 Nov 19 16:01 static
+-rwxr-xr-x 1 root r]]>
+ </stdout>
+ <stderr/>
+ </single>
+ <single exit_code="0" id="ac690fe5-45d0-4028-8120-107c318977a9">
+ <![CDATA[grep -Eb "^#" /root/sia/README.md]]>
+ <stdout>
+ <![CDATA[0:# SIA - The Self Improving Agent
+668:## Example
+832:### Context
+2323:### Responses
+3462:## Working principles
+3759:### Core Actions
+3953:### Scripts
+4204:#### Single-shot script
+4433:#### Repeat script
+4711:### Use of XML
+5022:#### XML Data Flow
+5705:### The SIA process
+6048:### Server for debuggin and human input
+6619:## Architecture
+6885:### Core Components
+6908:#### Agent Architecture
+7521:#### Working Memory
+8059:#### Command Processing
+8490:#### IO Handling
+8787:### Processing Flow
+8810:#### Standard Agent Flow
+9109:#### Web Agent Flow
+9472:### Web Interface
+9600:#### Server-Client Communication
+9932:#### WebServer Architecture
+10351:### Diagrams
+10367:#### Core classes
+12662:#### Standard Agent Flow
+13387:#### Web Agent
+15536:#### Web Agent Flow
+16522:#### Entry classes
+18459:#### IO Buffer classes
+19156:#### Command classes
+]]>
+ </stdout>
+ <stderr/>
+ </single>
+ <reasoning id="78103067-d3c4-4606-9ed3-c5c8c5e9ba21">
+ <![CDATA[
+ The diagrams section can help me navigate the source files.
+ I will load this section in memory.
+ The introduction and first part of the architecture are probably also interesting.
+ I will load these 3 sections, keep the user request and heading overview.
+ Other context items can be removed.
+]]>
+ </reasoning>
+ <single exit_code="0" id="79f5a8b7-cc57-44c3-b942-c74e3bcabcf8">
+ <![CDATA[head -c 668 /root/sia/README.md]]>
+ <stdout>
+ <![CDATA[# SIA - The Self Improving Agent
+
+SIA is an agentic artificial intelligence system that autonomously completes complex tasks by writing and executing scripts.
+It uses a Large Language Model (LLM) which operates in a loop.
+Each iteration a context is updated with system info and a list of previous reasoning and actions.
+The agent responds with a new reasoning or an action.
+Context, reasoning and actions are stored in a file for each iteration.
+SIA can read past iterations to improve its reasoning and actions.
+It can improve in two ways:
+- By finetuning the LLM with a better reasoning or action for a given context
+- By modifying its own source code
+
+]]>
+ </stdout>
+ <stderr/>
+ </single>
+ <single
+ exit_code="0"
+ id="c0aad1a9-48d4-46cd-bd5f-70230566b442"
+ limit="266"
+ stdout_truncated="true">
+ <![CDATA[tail -c +6619 /root/sia/README.md]]>
+ <stdout>
+ <![CDATA[
+## Architecture
+
+SIA follows a modular architecture centered around an agent that processes context through an LLM to generate actions.
+The system can run in two modes: a standard command-line mode and an interactive web mode for debugging and human feedback.
+
+### ]]>
+ </stdout>
+ <stderr/>
+ </single>
+ <single
+ exit_code="0"
+ id="973d9034-7076-479a-afea-4aaf81b065be"
+ limit="9624">
+ <![CDATA[tail -c +10351 /root/sia/README.md]]>
+ <stdout>
+ <![CDATA[
+### Diagrams
+
+#### Core classes
+
+```mermaid
+classDiagram
+ class SystemMetrics {
+ +SystemMetrics(sample_interval float)
+ +generate_context(context_usage float) ElementTree
+ +stop() void
+ -monitor_loop() void
+ }
+
+ class LLMEngine {
+ +LLMEngine(model_path str)
+ +set_model_path(model_path str) void
+ +infer(system_prompt str, main_context str) Iterator~str~
+ }
+
+ class BaseAgent {
+ <<abstract>>
+ -working_memory: WorkingMemory
+ -metrics: SystemMetrics
+ -llm: LLMEngine
+ -parser: ResponseParser
+ -validator: XMLValidator
+ -action_schema: str
+
+ #_compile_context() str
+ }
+
+ class WorkingMemory {
+ -entries: List~Entry~
+
+ +WorkingMemory()
+ +add_entry(entry Entry) void
+ +remove_entry(id str) void
+ +clear() void
+ +get_entry(id str) Optional~Entry~
+ +get_entries() List~Entry~
+ +get_entries_count() int
+ +get_entries_by_type(type Type) List~Entry~
+ +update() void
+ +generate_context() List~ElementTree~
+ }
+
+ class XMLValidator {
+ +XMLValidator(schema str)
+ +validate(xml str) Optional~str~
+ +get_valid_root_elements() Set~str~
+ }
+
+ class ResponseParser {
+ -io_buffer: IOBuffer
+
+ +ResponseParser(io_buffer IOBuffer)
+ +parse(xml str) Command | Entry
+ }
+
+ class Entry {
+ <<abstract>>
+ +id: str readonly
+ +timestamp: datetime readonly
+
+ +Entry(id str, timestamp datetime)
+ +update() void*
+ +generate_context() ElementTree*
+ +cleanup() void*
+ }
+
+ class IOBuffer {
+ <<interface>>
+ +read() str*
+ +write(content str) void*
+ +buffer_length() int*
+ }
+
+ class Command {
+ <<abstract>>
+ +execute(memory WorkingMemory) CommandResult*
+ }
+
+ SystemMetrics "1" --* "1" BaseAgent
+ LLMEngine "1" --* "1" BaseAgent
+ XMLValidator "1" --* "1" BaseAgent
+ BaseAgent "1" *-- "1" IOBuffer
+ BaseAgent "1" *-- "1" WorkingMemory
+ BaseAgent "1" *-- "1" ResponseParser
+ WorkingMemory "1" *-- "*" Entry
+ ResponseParser ..> Entry
+ ResponseParser ..> Command
+```
+
+#### Standard Agent Flow
+
+```mermaid
+stateDiagram-v2
+ direction LR
+ state "Standard Agent Flow" as standard_agent_flow {
+ [*] --> UpdateSystem: Start
+ UpdateSystem --> CompileContext: Updated Metrics & Size
+ CompileContext --> ProcessLLM
+ ProcessLLM --> ValidateXML: LLM Response
+ ValidateXML --> ParseResponse: Valid XML
+ ValidateXML --> UpdateEntries: Invalid XML\nCreate ParseErrorEntry
+ ParseResponse --> ExecuteCommands: Command
+ ParseResponse --> UpdateEntries: Entry
+ ExecuteCommands --> [*]: Stop Command
+ ExecuteCommands --> UpdateEntries: Delete Command
+ UpdateEntries --> UpdateSystem: Continue Loop
+ }
+```
+
+#### Web Agent
+
+```mermaid
+classDiagram
+ class BaseAgent {
+ <<abstract>>
+ -working_memory: WorkingMemory
+ -metrics: SystemMetrics
+ -llm: LLMEngine
+ -parser: ResponseParser
+ -validator: XMLValidator
+ -action_schema: str
+
+ #_compile_context() str
+ }
+
+ class StandardAgent {
+ +StandardAgent(model_path str, system_prompt str, action_schema str)
+ +run() void
+ }
+
+ class WebAgent {
+ +context: str
+ +response: str readonly
+ +current_state WebAgentState readonly
+ +command_result Optional[CommandResult] readonly
+ +validation_error Optional[str] readonly
+
+ +add_state_change_handler(handler Callable) void
+ +add_response_change_handler(handler Callable) void
+ +approve_context() void
+ +set__response(response str) void
+ +approve_response() void
+ }
+
+ class WebAgentState {
+
+ <<enumeration>>
+ UPDATE
+ CONTEXT_APPROVAL
+ INFERENCE
+ RESPONSE_APPROVAL
+ STOPPED
+ }
+
+ class WebSocketManager {
+ -web_sockets: Set~WebSocket~
+
+ +WebServer(agent WebAgent, io_buffer WebIOBuffer, static_files path, host str, port int)
+ }
+
+ class ClientMessage {
+ <<enumeration>>
+ APPROVE_CONTEXT
+ APPROVE_RESPONSE
+ MODIFY_RESPONSE
+ SEND_INPUT
+ }
+
+ class ServerMessage {
+ <<enumeration>>
+ STATE_CHANGE
+ CONTEXT_UPDATE
+ RESPONSE_UPDATE
+ OUTPUT_UPDATE
+ VALIDATION_ERROR
+ }
+
+ class WebIOBuffer {
+ -stdin_buffer: str
+ -stdout_buffer: str
+
+ +read() str
+ +write(content str) void
+ +buffer_length() int
+ +append_stdin(content str) void
+ +get_stdout() str
+ +clear_stdout() void
+ }
+
+ BaseAgent <|-- WebAgent
+ BaseAgent <|-- StandardAgent
+
+ WebServer --> ClientMessage
+ WebServer --> ServerMessage
+
+ WebServer "1" *-- "1" WebIOBuffer
+ WebServer "1" *-- "1" WebAgent
+ WebAgent "1" *-- "1" WebAgentState
+```
+
+#### Web Agent Flow
+
+```mermaid
+stateDiagram-v2
+ direction LR
+ state "Web Agent Flow" as web_agent_flow {
+ [*] --> UpdateSystem: Start
+ UpdateSystem --> CompileContext: Updated Metrics & Size
+ CompileContext --> WaitForContextApproval: Send Context
+ WaitForContextApproval --> ProcessLLM: Context Approved
+ ProcessLLM --> ValidateXML: LLM Response
+ ValidateXML --> WaitForResponseApproval: Send Validation Result
+ ValidateXML --> UpdateEntries: Invalid XML\nCreate ParseErrorEntry
+
+ WaitForResponseApproval --> ValidateXML: Modified Response
+ WaitForResponseApproval --> ParseResponse: Approved Response
+
+ ParseResponse --> ExecuteCommands: Command
+ ParseResponse --> UpdateEntries: Entry
+
+ ExecuteCommands --> [*]: Stop Command
+ ExecuteCommands --> UpdateEntries: Delete Command
+
+ UpdateEntries --> UpdateSystem: Continue Loop
+ }
+```
+
+#### Entry classes
+
+```mermaid
+classDiagram
+ class Entry {
+ <<abstract>>
+ +id: str readonly
+ +timestamp: datetime readonly
+
+ +Entry(id str, timestamp datetime)
+ +update() void*
+ +generate_context() ElementTree*
+ +cleanup() void*
+ }
+
+ class ScriptEntry {
+ +script: str readonly
+ +stdout: str readonly
+ +stderr: str readonly
+ +exit_code: Optional~int~ readonly
+
+ +Script(script str, id str, timestamp datetime)
+ +update() void
+ +generate_context() ElementTree
+ }
+
+ class RepeatEntry {
+ +script: str readonly
+ +stdout: str readonly
+ +stderr: str readonly
+ +exit_code: Optional~int~ readonly
+
+ +RepeatEntry(script str, id str, timestamp datetime)
+ +update() void
+ +generate_context() ElementTree
+ }
+
+ class ReasoningEntry {
+ +content: str readonly
+
+ +ReasoningEntry(content str, id str, timestamp datetime)
+ +update() void
+ +generate_context() ElementTree
+ }
+
+ class ParseErrorEntry {
+ +content: str readonly
+ +error: str readonly
+
+ +ParseErrorEntry(content str, error str, id str, timestamp datetime)
+ +update() void
+ +generate_context() ElementTree
+ }
+
+ class ReadEntry {
+ +content: str readonly
+
+ +ReadEntry(io_buffer IOBuffer, id str, timestamp datetime)
+ +update() void
+ +generate_context() ElementTree
+ }
+
+ class WriteEntry {
+ +content: str readonly
+
+ +WriteEntry(content str, io_buffer IOBuffer, id str, timestamp datetime)
+ +update() void
+ +generate_context() ElementTree
+ }
+
+ ReasoningEntry --|> Entry
+ ParseErrorEntry --|> Entry
+ ReadEntry --|> Entry
+ Entry <|-- WriteEntry
+ Entry <|-- ScriptEntry
+ Entry <|-- RepeatEntry
+```
+
+#### IO Buffer classes
+
+```mermaid
+classDiagram
+ class IOBuffer {
+ <<interface>>
+ +read() str*
+ +write(content str) void*
+ +buffer_length() int*
+ }
+
+ class StandardIOBuffer {
+ +StandardIOBuffer()
+ +read() str
+ +write(content str) void
+ +buffer_length() int
+ }
+
+ class WebIOBuffer {
+ -stdin_buffer: str
+ -stdout_buffer: str
+
+ +read() str
+ +write(content str) void
+ +buffer_length() int
+ +append_stdin(content str) void
+ +get_stdout() str
+ +clear_stdout() void
+ }
+
+ IOBuffer <|.. WebIOBuffer
+ IOBuffer <|.. StandardIOBuffer
+```
+
+#### Command classes
+
+```mermaid
+classDiagram
+ direction LR
+ class Command {
+ <<abstract>>
+ +execute(memory WorkingMemory) CommandResult*
+ }
+
+ class DeleteCommand {
+ +DeleteCommand(id str)
+ +execute(memory WorkingMemory) CommandResult
+ }
+
+ class StopCommand {
+ +StopCommand()
+ +execute(memory WorkingMemory) CommandResult
+ }
+
+ class CommandResult {
+ +message: str
+ +success: bool
+ +should_stop: bool
+
+ +CommandResult(message str, success bool, should_stop bool)
+ +static success() CommandResult
+ +static failure(message str) CommandResult
+ +static stop() CommandResult
+ }
+
+ Command <|-- DeleteCommand
+ Command <|-- StopCommand
+ Command -- CommandResult
+```
+]]>
+ </stdout>
+ <stderr/>
+ </single>
+</context><delete id="8637bd02-7c94-4708-bfa3-bf840d376166"/>
\ No newline at end of file
diff --git a/iterations/iteration_20241120_105155_821.xml b/iterations/iteration_20241120_105155_821.xml
new file mode 100644
index 0000000..089b150
--- /dev/null
+++ b/iterations/iteration_20241120_105155_821.xml
@@ -0,0 +1,492 @@
+
+<context
+ context="59.83"
+ cpu="0"
+ disk_total="1081101176832"
+ disk_used="125111209984"
+ gpu="0"
+ memory_total="16630431744"
+ memory_used="985358336"
+ stdin="0"
+ time="2024-11-20T10:49:12Z">
+ <read_stdin id="3da7f743-19b7-4738-aaf9-49634618e8f7">
+ <![CDATA[The SIA source is located in /root/sia. Not all features are implemented yet. Look at the readme and code to find what is missing. Make sure to unit test your work.]]>
+ </read_stdin>
+ <single exit_code="0" id="ac690fe5-45d0-4028-8120-107c318977a9">
+ <![CDATA[grep -Eb "^#" /root/sia/README.md]]>
+ <stdout>
+ <![CDATA[0:# SIA - The Self Improving Agent
+668:## Example
+832:### Context
+2323:### Responses
+3462:## Working principles
+3759:### Core Actions
+3953:### Scripts
+4204:#### Single-shot script
+4433:#### Repeat script
+4711:### Use of XML
+5022:#### XML Data Flow
+5705:### The SIA process
+6048:### Server for debuggin and human input
+6619:## Architecture
+6885:### Core Components
+6908:#### Agent Architecture
+7521:#### Working Memory
+8059:#### Command Processing
+8490:#### IO Handling
+8787:### Processing Flow
+8810:#### Standard Agent Flow
+9109:#### Web Agent Flow
+9472:### Web Interface
+9600:#### Server-Client Communication
+9932:#### WebServer Architecture
+10351:### Diagrams
+10367:#### Core classes
+12662:#### Standard Agent Flow
+13387:#### Web Agent
+15536:#### Web Agent Flow
+16522:#### Entry classes
+18459:#### IO Buffer classes
+19156:#### Command classes
+]]>
+ </stdout>
+ <stderr/>
+ </single>
+ <reasoning id="78103067-d3c4-4606-9ed3-c5c8c5e9ba21">
+ <![CDATA[
+ The diagrams section can help me navigate the source files.
+ I will load this section in memory.
+ The introduction and first part of the architecture are probably also interesting.
+ I will load these 3 sections, keep the user request and heading overview.
+ Other context items can be removed.
+]]>
+ </reasoning>
+ <single exit_code="0" id="79f5a8b7-cc57-44c3-b942-c74e3bcabcf8">
+ <![CDATA[head -c 668 /root/sia/README.md]]>
+ <stdout>
+ <![CDATA[# SIA - The Self Improving Agent
+
+SIA is an agentic artificial intelligence system that autonomously completes complex tasks by writing and executing scripts.
+It uses a Large Language Model (LLM) which operates in a loop.
+Each iteration a context is updated with system info and a list of previous reasoning and actions.
+The agent responds with a new reasoning or an action.
+Context, reasoning and actions are stored in a file for each iteration.
+SIA can read past iterations to improve its reasoning and actions.
+It can improve in two ways:
+- By finetuning the LLM with a better reasoning or action for a given context
+- By modifying its own source code
+
+]]>
+ </stdout>
+ <stderr/>
+ </single>
+ <single
+ exit_code="0"
+ id="c0aad1a9-48d4-46cd-bd5f-70230566b442"
+ limit="266"
+ stdout_truncated="true">
+ <![CDATA[tail -c +6619 /root/sia/README.md]]>
+ <stdout>
+ <![CDATA[
+## Architecture
+
+SIA follows a modular architecture centered around an agent that processes context through an LLM to generate actions.
+The system can run in two modes: a standard command-line mode and an interactive web mode for debugging and human feedback.
+
+### ]]>
+ </stdout>
+ <stderr/>
+ </single>
+ <single
+ exit_code="0"
+ id="973d9034-7076-479a-afea-4aaf81b065be"
+ limit="9624">
+ <![CDATA[tail -c +10351 /root/sia/README.md]]>
+ <stdout>
+ <![CDATA[
+### Diagrams
+
+#### Core classes
+
+```mermaid
+classDiagram
+ class SystemMetrics {
+ +SystemMetrics(sample_interval float)
+ +generate_context(context_usage float) ElementTree
+ +stop() void
+ -monitor_loop() void
+ }
+
+ class LLMEngine {
+ +LLMEngine(model_path str)
+ +set_model_path(model_path str) void
+ +infer(system_prompt str, main_context str) Iterator~str~
+ }
+
+ class BaseAgent {
+ <<abstract>>
+ -working_memory: WorkingMemory
+ -metrics: SystemMetrics
+ -llm: LLMEngine
+ -parser: ResponseParser
+ -validator: XMLValidator
+ -action_schema: str
+
+ #_compile_context() str
+ }
+
+ class WorkingMemory {
+ -entries: List~Entry~
+
+ +WorkingMemory()
+ +add_entry(entry Entry) void
+ +remove_entry(id str) void
+ +clear() void
+ +get_entry(id str) Optional~Entry~
+ +get_entries() List~Entry~
+ +get_entries_count() int
+ +get_entries_by_type(type Type) List~Entry~
+ +update() void
+ +generate_context() List~ElementTree~
+ }
+
+ class XMLValidator {
+ +XMLValidator(schema str)
+ +validate(xml str) Optional~str~
+ +get_valid_root_elements() Set~str~
+ }
+
+ class ResponseParser {
+ -io_buffer: IOBuffer
+
+ +ResponseParser(io_buffer IOBuffer)
+ +parse(xml str) Command | Entry
+ }
+
+ class Entry {
+ <<abstract>>
+ +id: str readonly
+ +timestamp: datetime readonly
+
+ +Entry(id str, timestamp datetime)
+ +update() void*
+ +generate_context() ElementTree*
+ +cleanup() void*
+ }
+
+ class IOBuffer {
+ <<interface>>
+ +read() str*
+ +write(content str) void*
+ +buffer_length() int*
+ }
+
+ class Command {
+ <<abstract>>
+ +execute(memory WorkingMemory) CommandResult*
+ }
+
+ SystemMetrics "1" --* "1" BaseAgent
+ LLMEngine "1" --* "1" BaseAgent
+ XMLValidator "1" --* "1" BaseAgent
+ BaseAgent "1" *-- "1" IOBuffer
+ BaseAgent "1" *-- "1" WorkingMemory
+ BaseAgent "1" *-- "1" ResponseParser
+ WorkingMemory "1" *-- "*" Entry
+ ResponseParser ..> Entry
+ ResponseParser ..> Command
+```
+
+#### Standard Agent Flow
+
+```mermaid
+stateDiagram-v2
+ direction LR
+ state "Standard Agent Flow" as standard_agent_flow {
+ [*] --> UpdateSystem: Start
+ UpdateSystem --> CompileContext: Updated Metrics & Size
+ CompileContext --> ProcessLLM
+ ProcessLLM --> ValidateXML: LLM Response
+ ValidateXML --> ParseResponse: Valid XML
+ ValidateXML --> UpdateEntries: Invalid XML\nCreate ParseErrorEntry
+ ParseResponse --> ExecuteCommands: Command
+ ParseResponse --> UpdateEntries: Entry
+ ExecuteCommands --> [*]: Stop Command
+ ExecuteCommands --> UpdateEntries: Delete Command
+ UpdateEntries --> UpdateSystem: Continue Loop
+ }
+```
+
+#### Web Agent
+
+```mermaid
+classDiagram
+ class BaseAgent {
+ <<abstract>>
+ -working_memory: WorkingMemory
+ -metrics: SystemMetrics
+ -llm: LLMEngine
+ -parser: ResponseParser
+ -validator: XMLValidator
+ -action_schema: str
+
+ #_compile_context() str
+ }
+
+ class StandardAgent {
+ +StandardAgent(model_path str, system_prompt str, action_schema str)
+ +run() void
+ }
+
+ class WebAgent {
+ +context: str
+ +response: str readonly
+ +current_state WebAgentState readonly
+ +command_result Optional[CommandResult] readonly
+ +validation_error Optional[str] readonly
+
+ +add_state_change_handler(handler Callable) void
+ +add_response_change_handler(handler Callable) void
+ +approve_context() void
+ +set__response(response str) void
+ +approve_response() void
+ }
+
+ class WebAgentState {
+
+ <<enumeration>>
+ UPDATE
+ CONTEXT_APPROVAL
+ INFERENCE
+ RESPONSE_APPROVAL
+ STOPPED
+ }
+
+ class WebSocketManager {
+ -web_sockets: Set~WebSocket~
+
+ +WebServer(agent WebAgent, io_buffer WebIOBuffer, static_files path, host str, port int)
+ }
+
+ class ClientMessage {
+ <<enumeration>>
+ APPROVE_CONTEXT
+ APPROVE_RESPONSE
+ MODIFY_RESPONSE
+ SEND_INPUT
+ }
+
+ class ServerMessage {
+ <<enumeration>>
+ STATE_CHANGE
+ CONTEXT_UPDATE
+ RESPONSE_UPDATE
+ OUTPUT_UPDATE
+ VALIDATION_ERROR
+ }
+
+ class WebIOBuffer {
+ -stdin_buffer: str
+ -stdout_buffer: str
+
+ +read() str
+ +write(content str) void
+ +buffer_length() int
+ +append_stdin(content str) void
+ +get_stdout() str
+ +clear_stdout() void
+ }
+
+ BaseAgent <|-- WebAgent
+ BaseAgent <|-- StandardAgent
+
+ WebServer --> ClientMessage
+ WebServer --> ServerMessage
+
+ WebServer "1" *-- "1" WebIOBuffer
+ WebServer "1" *-- "1" WebAgent
+ WebAgent "1" *-- "1" WebAgentState
+```
+
+#### Web Agent Flow
+
+```mermaid
+stateDiagram-v2
+ direction LR
+ state "Web Agent Flow" as web_agent_flow {
+ [*] --> UpdateSystem: Start
+ UpdateSystem --> CompileContext: Updated Metrics & Size
+ CompileContext --> WaitForContextApproval: Send Context
+ WaitForContextApproval --> ProcessLLM: Context Approved
+ ProcessLLM --> ValidateXML: LLM Response
+ ValidateXML --> WaitForResponseApproval: Send Validation Result
+ ValidateXML --> UpdateEntries: Invalid XML\nCreate ParseErrorEntry
+
+ WaitForResponseApproval --> ValidateXML: Modified Response
+ WaitForResponseApproval --> ParseResponse: Approved Response
+
+ ParseResponse --> ExecuteCommands: Command
+ ParseResponse --> UpdateEntries: Entry
+
+ ExecuteCommands --> [*]: Stop Command
+ ExecuteCommands --> UpdateEntries: Delete Command
+
+ UpdateEntries --> UpdateSystem: Continue Loop
+ }
+```
+
+#### Entry classes
+
+```mermaid
+classDiagram
+ class Entry {
+ <<abstract>>
+ +id: str readonly
+ +timestamp: datetime readonly
+
+ +Entry(id str, timestamp datetime)
+ +update() void*
+ +generate_context() ElementTree*
+ +cleanup() void*
+ }
+
+ class ScriptEntry {
+ +script: str readonly
+ +stdout: str readonly
+ +stderr: str readonly
+ +exit_code: Optional~int~ readonly
+
+ +Script(script str, id str, timestamp datetime)
+ +update() void
+ +generate_context() ElementTree
+ }
+
+ class RepeatEntry {
+ +script: str readonly
+ +stdout: str readonly
+ +stderr: str readonly
+ +exit_code: Optional~int~ readonly
+
+ +RepeatEntry(script str, id str, timestamp datetime)
+ +update() void
+ +generate_context() ElementTree
+ }
+
+ class ReasoningEntry {
+ +content: str readonly
+
+ +ReasoningEntry(content str, id str, timestamp datetime)
+ +update() void
+ +generate_context() ElementTree
+ }
+
+ class ParseErrorEntry {
+ +content: str readonly
+ +error: str readonly
+
+ +ParseErrorEntry(content str, error str, id str, timestamp datetime)
+ +update() void
+ +generate_context() ElementTree
+ }
+
+ class ReadEntry {
+ +content: str readonly
+
+ +ReadEntry(io_buffer IOBuffer, id str, timestamp datetime)
+ +update() void
+ +generate_context() ElementTree
+ }
+
+ class WriteEntry {
+ +content: str readonly
+
+ +WriteEntry(content str, io_buffer IOBuffer, id str, timestamp datetime)
+ +update() void
+ +generate_context() ElementTree
+ }
+
+ ReasoningEntry --|> Entry
+ ParseErrorEntry --|> Entry
+ ReadEntry --|> Entry
+ Entry <|-- WriteEntry
+ Entry <|-- ScriptEntry
+ Entry <|-- RepeatEntry
+```
+
+#### IO Buffer classes
+
+```mermaid
+classDiagram
+ class IOBuffer {
+ <<interface>>
+ +read() str*
+ +write(content str) void*
+ +buffer_length() int*
+ }
+
+ class StandardIOBuffer {
+ +StandardIOBuffer()
+ +read() str
+ +write(content str) void
+ +buffer_length() int
+ }
+
+ class WebIOBuffer {
+ -stdin_buffer: str
+ -stdout_buffer: str
+
+ +read() str
+ +write(content str) void
+ +buffer_length() int
+ +append_stdin(content str) void
+ +get_stdout() str
+ +clear_stdout() void
+ }
+
+ IOBuffer <|.. WebIOBuffer
+ IOBuffer <|.. StandardIOBuffer
+```
+
+#### Command classes
+
+```mermaid
+classDiagram
+ direction LR
+ class Command {
+ <<abstract>>
+ +execute(memory WorkingMemory) CommandResult*
+ }
+
+ class DeleteCommand {
+ +DeleteCommand(id str)
+ +execute(memory WorkingMemory) CommandResult
+ }
+
+ class StopCommand {
+ +StopCommand()
+ +execute(memory WorkingMemory) CommandResult
+ }
+
+ class CommandResult {
+ +message: str
+ +success: bool
+ +should_stop: bool
+
+ +CommandResult(message str, success bool, should_stop bool)
+ +static success() CommandResult
+ +static failure(message str) CommandResult
+ +static stop() CommandResult
+ }
+
+ Command <|-- DeleteCommand
+ Command <|-- StopCommand
+ Command -- CommandResult
+```
+]]>
+ </stdout>
+ <stderr/>
+ </single>
+</context><reasoning>
+ The diagrams give a good overview of which classes to expect.
+ I will explore the `/root/sia/sia` directory to see which of these classes are already implemented.
+</reasoning>
\ No newline at end of file
diff --git a/iterations/iteration_20241120_105234_376.xml b/iterations/iteration_20241120_105234_376.xml
new file mode 100644
index 0000000..74f6f28
--- /dev/null
+++ b/iterations/iteration_20241120_105234_376.xml
@@ -0,0 +1,495 @@
+
+<context
+ context="60.84"
+ cpu="0"
+ disk_total="1081101176832"
+ disk_used="125111209984"
+ gpu="0"
+ memory_total="16630431744"
+ memory_used="991342592"
+ stdin="0"
+ time="2024-11-20T10:51:55Z">
+ <read_stdin id="3da7f743-19b7-4738-aaf9-49634618e8f7">
+ <![CDATA[The SIA source is located in /root/sia. Not all features are implemented yet. Look at the readme and code to find what is missing. Make sure to unit test your work.]]>
+ </read_stdin>
+ <single exit_code="0" id="ac690fe5-45d0-4028-8120-107c318977a9">
+ <![CDATA[grep -Eb "^#" /root/sia/README.md]]>
+ <stdout>
+ <![CDATA[0:# SIA - The Self Improving Agent
+668:## Example
+832:### Context
+2323:### Responses
+3462:## Working principles
+3759:### Core Actions
+3953:### Scripts
+4204:#### Single-shot script
+4433:#### Repeat script
+4711:### Use of XML
+5022:#### XML Data Flow
+5705:### The SIA process
+6048:### Server for debuggin and human input
+6619:## Architecture
+6885:### Core Components
+6908:#### Agent Architecture
+7521:#### Working Memory
+8059:#### Command Processing
+8490:#### IO Handling
+8787:### Processing Flow
+8810:#### Standard Agent Flow
+9109:#### Web Agent Flow
+9472:### Web Interface
+9600:#### Server-Client Communication
+9932:#### WebServer Architecture
+10351:### Diagrams
+10367:#### Core classes
+12662:#### Standard Agent Flow
+13387:#### Web Agent
+15536:#### Web Agent Flow
+16522:#### Entry classes
+18459:#### IO Buffer classes
+19156:#### Command classes
+]]>
+ </stdout>
+ <stderr/>
+ </single>
+ <reasoning id="78103067-d3c4-4606-9ed3-c5c8c5e9ba21">
+ <![CDATA[
+ The diagrams section can help me navigate the source files.
+ I will load this section in memory.
+ The introduction and first part of the architecture are probably also interesting.
+ I will load these 3 sections, keep the user request and heading overview.
+ Other context items can be removed.
+]]>
+ </reasoning>
+ <single exit_code="0" id="79f5a8b7-cc57-44c3-b942-c74e3bcabcf8">
+ <![CDATA[head -c 668 /root/sia/README.md]]>
+ <stdout>
+ <![CDATA[# SIA - The Self Improving Agent
+
+SIA is an agentic artificial intelligence system that autonomously completes complex tasks by writing and executing scripts.
+It uses a Large Language Model (LLM) which operates in a loop.
+Each iteration a context is updated with system info and a list of previous reasoning and actions.
+The agent responds with a new reasoning or an action.
+Context, reasoning and actions are stored in a file for each iteration.
+SIA can read past iterations to improve its reasoning and actions.
+It can improve in two ways:
+- By finetuning the LLM with a better reasoning or action for a given context
+- By modifying its own source code
+
+]]>
+ </stdout>
+ <stderr/>
+ </single>
+ <single
+ exit_code="0"
+ id="c0aad1a9-48d4-46cd-bd5f-70230566b442"
+ limit="266"
+ stdout_truncated="true">
+ <![CDATA[tail -c +6619 /root/sia/README.md]]>
+ <stdout>
+ <![CDATA[
+## Architecture
+
+SIA follows a modular architecture centered around an agent that processes context through an LLM to generate actions.
+The system can run in two modes: a standard command-line mode and an interactive web mode for debugging and human feedback.
+
+### ]]>
+ </stdout>
+ <stderr/>
+ </single>
+ <single
+ exit_code="0"
+ id="973d9034-7076-479a-afea-4aaf81b065be"
+ limit="9624">
+ <![CDATA[tail -c +10351 /root/sia/README.md]]>
+ <stdout>
+ <![CDATA[
+### Diagrams
+
+#### Core classes
+
+```mermaid
+classDiagram
+ class SystemMetrics {
+ +SystemMetrics(sample_interval float)
+ +generate_context(context_usage float) ElementTree
+ +stop() void
+ -monitor_loop() void
+ }
+
+ class LLMEngine {
+ +LLMEngine(model_path str)
+ +set_model_path(model_path str) void
+ +infer(system_prompt str, main_context str) Iterator~str~
+ }
+
+ class BaseAgent {
+ <<abstract>>
+ -working_memory: WorkingMemory
+ -metrics: SystemMetrics
+ -llm: LLMEngine
+ -parser: ResponseParser
+ -validator: XMLValidator
+ -action_schema: str
+
+ #_compile_context() str
+ }
+
+ class WorkingMemory {
+ -entries: List~Entry~
+
+ +WorkingMemory()
+ +add_entry(entry Entry) void
+ +remove_entry(id str) void
+ +clear() void
+ +get_entry(id str) Optional~Entry~
+ +get_entries() List~Entry~
+ +get_entries_count() int
+ +get_entries_by_type(type Type) List~Entry~
+ +update() void
+ +generate_context() List~ElementTree~
+ }
+
+ class XMLValidator {
+ +XMLValidator(schema str)
+ +validate(xml str) Optional~str~
+ +get_valid_root_elements() Set~str~
+ }
+
+ class ResponseParser {
+ -io_buffer: IOBuffer
+
+ +ResponseParser(io_buffer IOBuffer)
+ +parse(xml str) Command | Entry
+ }
+
+ class Entry {
+ <<abstract>>
+ +id: str readonly
+ +timestamp: datetime readonly
+
+ +Entry(id str, timestamp datetime)
+ +update() void*
+ +generate_context() ElementTree*
+ +cleanup() void*
+ }
+
+ class IOBuffer {
+ <<interface>>
+ +read() str*
+ +write(content str) void*
+ +buffer_length() int*
+ }
+
+ class Command {
+ <<abstract>>
+ +execute(memory WorkingMemory) CommandResult*
+ }
+
+ SystemMetrics "1" --* "1" BaseAgent
+ LLMEngine "1" --* "1" BaseAgent
+ XMLValidator "1" --* "1" BaseAgent
+ BaseAgent "1" *-- "1" IOBuffer
+ BaseAgent "1" *-- "1" WorkingMemory
+ BaseAgent "1" *-- "1" ResponseParser
+ WorkingMemory "1" *-- "*" Entry
+ ResponseParser ..> Entry
+ ResponseParser ..> Command
+```
+
+#### Standard Agent Flow
+
+```mermaid
+stateDiagram-v2
+ direction LR
+ state "Standard Agent Flow" as standard_agent_flow {
+ [*] --> UpdateSystem: Start
+ UpdateSystem --> CompileContext: Updated Metrics & Size
+ CompileContext --> ProcessLLM
+ ProcessLLM --> ValidateXML: LLM Response
+ ValidateXML --> ParseResponse: Valid XML
+ ValidateXML --> UpdateEntries: Invalid XML\nCreate ParseErrorEntry
+ ParseResponse --> ExecuteCommands: Command
+ ParseResponse --> UpdateEntries: Entry
+ ExecuteCommands --> [*]: Stop Command
+ ExecuteCommands --> UpdateEntries: Delete Command
+ UpdateEntries --> UpdateSystem: Continue Loop
+ }
+```
+
+#### Web Agent
+
+```mermaid
+classDiagram
+ class BaseAgent {
+ <<abstract>>
+ -working_memory: WorkingMemory
+ -metrics: SystemMetrics
+ -llm: LLMEngine
+ -parser: ResponseParser
+ -validator: XMLValidator
+ -action_schema: str
+
+ #_compile_context() str
+ }
+
+ class StandardAgent {
+ +StandardAgent(model_path str, system_prompt str, action_schema str)
+ +run() void
+ }
+
+ class WebAgent {
+ +context: str
+ +response: str readonly
+ +current_state WebAgentState readonly
+ +command_result Optional[CommandResult] readonly
+ +validation_error Optional[str] readonly
+
+ +add_state_change_handler(handler Callable) void
+ +add_response_change_handler(handler Callable) void
+ +approve_context() void
+ +set__response(response str) void
+ +approve_response() void
+ }
+
+ class WebAgentState {
+
+ <<enumeration>>
+ UPDATE
+ CONTEXT_APPROVAL
+ INFERENCE
+ RESPONSE_APPROVAL
+ STOPPED
+ }
+
+ class WebSocketManager {
+ -web_sockets: Set~WebSocket~
+
+ +WebServer(agent WebAgent, io_buffer WebIOBuffer, static_files path, host str, port int)
+ }
+
+ class ClientMessage {
+ <<enumeration>>
+ APPROVE_CONTEXT
+ APPROVE_RESPONSE
+ MODIFY_RESPONSE
+ SEND_INPUT
+ }
+
+ class ServerMessage {
+ <<enumeration>>
+ STATE_CHANGE
+ CONTEXT_UPDATE
+ RESPONSE_UPDATE
+ OUTPUT_UPDATE
+ VALIDATION_ERROR
+ }
+
+ class WebIOBuffer {
+ -stdin_buffer: str
+ -stdout_buffer: str
+
+ +read() str
+ +write(content str) void
+ +buffer_length() int
+ +append_stdin(content str) void
+ +get_stdout() str
+ +clear_stdout() void
+ }
+
+ BaseAgent <|-- WebAgent
+ BaseAgent <|-- StandardAgent
+
+ WebServer --> ClientMessage
+ WebServer --> ServerMessage
+
+ WebServer "1" *-- "1" WebIOBuffer
+ WebServer "1" *-- "1" WebAgent
+ WebAgent "1" *-- "1" WebAgentState
+```
+
+#### Web Agent Flow
+
+```mermaid
+stateDiagram-v2
+ direction LR
+ state "Web Agent Flow" as web_agent_flow {
+ [*] --> UpdateSystem: Start
+ UpdateSystem --> CompileContext: Updated Metrics & Size
+ CompileContext --> WaitForContextApproval: Send Context
+ WaitForContextApproval --> ProcessLLM: Context Approved
+ ProcessLLM --> ValidateXML: LLM Response
+ ValidateXML --> WaitForResponseApproval: Send Validation Result
+ ValidateXML --> UpdateEntries: Invalid XML\nCreate ParseErrorEntry
+
+ WaitForResponseApproval --> ValidateXML: Modified Response
+ WaitForResponseApproval --> ParseResponse: Approved Response
+
+ ParseResponse --> ExecuteCommands: Command
+ ParseResponse --> UpdateEntries: Entry
+
+ ExecuteCommands --> [*]: Stop Command
+ ExecuteCommands --> UpdateEntries: Delete Command
+
+ UpdateEntries --> UpdateSystem: Continue Loop
+ }
+```
+
+#### Entry classes
+
+```mermaid
+classDiagram
+ class Entry {
+ <<abstract>>
+ +id: str readonly
+ +timestamp: datetime readonly
+
+ +Entry(id str, timestamp datetime)
+ +update() void*
+ +generate_context() ElementTree*
+ +cleanup() void*
+ }
+
+ class ScriptEntry {
+ +script: str readonly
+ +stdout: str readonly
+ +stderr: str readonly
+ +exit_code: Optional~int~ readonly
+
+ +Script(script str, id str, timestamp datetime)
+ +update() void
+ +generate_context() ElementTree
+ }
+
+ class RepeatEntry {
+ +script: str readonly
+ +stdout: str readonly
+ +stderr: str readonly
+ +exit_code: Optional~int~ readonly
+
+ +RepeatEntry(script str, id str, timestamp datetime)
+ +update() void
+ +generate_context() ElementTree
+ }
+
+ class ReasoningEntry {
+ +content: str readonly
+
+ +ReasoningEntry(content str, id str, timestamp datetime)
+ +update() void
+ +generate_context() ElementTree
+ }
+
+ class ParseErrorEntry {
+ +content: str readonly
+ +error: str readonly
+
+ +ParseErrorEntry(content str, error str, id str, timestamp datetime)
+ +update() void
+ +generate_context() ElementTree
+ }
+
+ class ReadEntry {
+ +content: str readonly
+
+ +ReadEntry(io_buffer IOBuffer, id str, timestamp datetime)
+ +update() void
+ +generate_context() ElementTree
+ }
+
+ class WriteEntry {
+ +content: str readonly
+
+ +WriteEntry(content str, io_buffer IOBuffer, id str, timestamp datetime)
+ +update() void
+ +generate_context() ElementTree
+ }
+
+ ReasoningEntry --|> Entry
+ ParseErrorEntry --|> Entry
+ ReadEntry --|> Entry
+ Entry <|-- WriteEntry
+ Entry <|-- ScriptEntry
+ Entry <|-- RepeatEntry
+```
+
+#### IO Buffer classes
+
+```mermaid
+classDiagram
+ class IOBuffer {
+ <<interface>>
+ +read() str*
+ +write(content str) void*
+ +buffer_length() int*
+ }
+
+ class StandardIOBuffer {
+ +StandardIOBuffer()
+ +read() str
+ +write(content str) void
+ +buffer_length() int
+ }
+
+ class WebIOBuffer {
+ -stdin_buffer: str
+ -stdout_buffer: str
+
+ +read() str
+ +write(content str) void
+ +buffer_length() int
+ +append_stdin(content str) void
+ +get_stdout() str
+ +clear_stdout() void
+ }
+
+ IOBuffer <|.. WebIOBuffer
+ IOBuffer <|.. StandardIOBuffer
+```
+
+#### Command classes
+
+```mermaid
+classDiagram
+ direction LR
+ class Command {
+ <<abstract>>
+ +execute(memory WorkingMemory) CommandResult*
+ }
+
+ class DeleteCommand {
+ +DeleteCommand(id str)
+ +execute(memory WorkingMemory) CommandResult
+ }
+
+ class StopCommand {
+ +StopCommand()
+ +execute(memory WorkingMemory) CommandResult
+ }
+
+ class CommandResult {
+ +message: str
+ +success: bool
+ +should_stop: bool
+
+ +CommandResult(message str, success bool, should_stop bool)
+ +static success() CommandResult
+ +static failure(message str) CommandResult
+ +static stop() CommandResult
+ }
+
+ Command <|-- DeleteCommand
+ Command <|-- StopCommand
+ Command -- CommandResult
+```
+]]>
+ </stdout>
+ <stderr/>
+ </single>
+ <reasoning id="869e20e9-48ef-4223-b901-09796f4e0627">
+ <![CDATA[
+ The diagrams give a good overview of which classes to expect.
+ I will explore the `/root/sia/sia` directory to see which of these classes are already implemented.
+]]>
+ </reasoning>
+</context><delete id="78103067-d3c4-4606-9ed3-c5c8c5e9ba21"/>
\ No newline at end of file
diff --git a/iterations/iteration_20241120_105312_809.xml b/iterations/iteration_20241120_105312_809.xml
new file mode 100644
index 0000000..5ebd6c7
--- /dev/null
+++ b/iterations/iteration_20241120_105312_809.xml
@@ -0,0 +1,486 @@
+
+<context
+ context="59.6"
+ cpu="0"
+ disk_total="1081101176832"
+ disk_used="125111209984"
+ gpu="0"
+ memory_total="16630431744"
+ memory_used="993644544"
+ stdin="0"
+ time="2024-11-20T10:52:34Z">
+ <read_stdin id="3da7f743-19b7-4738-aaf9-49634618e8f7">
+ <![CDATA[The SIA source is located in /root/sia. Not all features are implemented yet. Look at the readme and code to find what is missing. Make sure to unit test your work.]]>
+ </read_stdin>
+ <single exit_code="0" id="ac690fe5-45d0-4028-8120-107c318977a9">
+ <![CDATA[grep -Eb "^#" /root/sia/README.md]]>
+ <stdout>
+ <![CDATA[0:# SIA - The Self Improving Agent
+668:## Example
+832:### Context
+2323:### Responses
+3462:## Working principles
+3759:### Core Actions
+3953:### Scripts
+4204:#### Single-shot script
+4433:#### Repeat script
+4711:### Use of XML
+5022:#### XML Data Flow
+5705:### The SIA process
+6048:### Server for debuggin and human input
+6619:## Architecture
+6885:### Core Components
+6908:#### Agent Architecture
+7521:#### Working Memory
+8059:#### Command Processing
+8490:#### IO Handling
+8787:### Processing Flow
+8810:#### Standard Agent Flow
+9109:#### Web Agent Flow
+9472:### Web Interface
+9600:#### Server-Client Communication
+9932:#### WebServer Architecture
+10351:### Diagrams
+10367:#### Core classes
+12662:#### Standard Agent Flow
+13387:#### Web Agent
+15536:#### Web Agent Flow
+16522:#### Entry classes
+18459:#### IO Buffer classes
+19156:#### Command classes
+]]>
+ </stdout>
+ <stderr/>
+ </single>
+ <single exit_code="0" id="79f5a8b7-cc57-44c3-b942-c74e3bcabcf8">
+ <![CDATA[head -c 668 /root/sia/README.md]]>
+ <stdout>
+ <![CDATA[# SIA - The Self Improving Agent
+
+SIA is an agentic artificial intelligence system that autonomously completes complex tasks by writing and executing scripts.
+It uses a Large Language Model (LLM) which operates in a loop.
+Each iteration a context is updated with system info and a list of previous reasoning and actions.
+The agent responds with a new reasoning or an action.
+Context, reasoning and actions are stored in a file for each iteration.
+SIA can read past iterations to improve its reasoning and actions.
+It can improve in two ways:
+- By finetuning the LLM with a better reasoning or action for a given context
+- By modifying its own source code
+
+]]>
+ </stdout>
+ <stderr/>
+ </single>
+ <single
+ exit_code="0"
+ id="c0aad1a9-48d4-46cd-bd5f-70230566b442"
+ limit="266"
+ stdout_truncated="true">
+ <![CDATA[tail -c +6619 /root/sia/README.md]]>
+ <stdout>
+ <![CDATA[
+## Architecture
+
+SIA follows a modular architecture centered around an agent that processes context through an LLM to generate actions.
+The system can run in two modes: a standard command-line mode and an interactive web mode for debugging and human feedback.
+
+### ]]>
+ </stdout>
+ <stderr/>
+ </single>
+ <single
+ exit_code="0"
+ id="973d9034-7076-479a-afea-4aaf81b065be"
+ limit="9624">
+ <![CDATA[tail -c +10351 /root/sia/README.md]]>
+ <stdout>
+ <![CDATA[
+### Diagrams
+
+#### Core classes
+
+```mermaid
+classDiagram
+ class SystemMetrics {
+ +SystemMetrics(sample_interval float)
+ +generate_context(context_usage float) ElementTree
+ +stop() void
+ -monitor_loop() void
+ }
+
+ class LLMEngine {
+ +LLMEngine(model_path str)
+ +set_model_path(model_path str) void
+ +infer(system_prompt str, main_context str) Iterator~str~
+ }
+
+ class BaseAgent {
+ <<abstract>>
+ -working_memory: WorkingMemory
+ -metrics: SystemMetrics
+ -llm: LLMEngine
+ -parser: ResponseParser
+ -validator: XMLValidator
+ -action_schema: str
+
+ #_compile_context() str
+ }
+
+ class WorkingMemory {
+ -entries: List~Entry~
+
+ +WorkingMemory()
+ +add_entry(entry Entry) void
+ +remove_entry(id str) void
+ +clear() void
+ +get_entry(id str) Optional~Entry~
+ +get_entries() List~Entry~
+ +get_entries_count() int
+ +get_entries_by_type(type Type) List~Entry~
+ +update() void
+ +generate_context() List~ElementTree~
+ }
+
+ class XMLValidator {
+ +XMLValidator(schema str)
+ +validate(xml str) Optional~str~
+ +get_valid_root_elements() Set~str~
+ }
+
+ class ResponseParser {
+ -io_buffer: IOBuffer
+
+ +ResponseParser(io_buffer IOBuffer)
+ +parse(xml str) Command | Entry
+ }
+
+ class Entry {
+ <<abstract>>
+ +id: str readonly
+ +timestamp: datetime readonly
+
+ +Entry(id str, timestamp datetime)
+ +update() void*
+ +generate_context() ElementTree*
+ +cleanup() void*
+ }
+
+ class IOBuffer {
+ <<interface>>
+ +read() str*
+ +write(content str) void*
+ +buffer_length() int*
+ }
+
+ class Command {
+ <<abstract>>
+ +execute(memory WorkingMemory) CommandResult*
+ }
+
+ SystemMetrics "1" --* "1" BaseAgent
+ LLMEngine "1" --* "1" BaseAgent
+ XMLValidator "1" --* "1" BaseAgent
+ BaseAgent "1" *-- "1" IOBuffer
+ BaseAgent "1" *-- "1" WorkingMemory
+ BaseAgent "1" *-- "1" ResponseParser
+ WorkingMemory "1" *-- "*" Entry
+ ResponseParser ..> Entry
+ ResponseParser ..> Command
+```
+
+#### Standard Agent Flow
+
+```mermaid
+stateDiagram-v2
+ direction LR
+ state "Standard Agent Flow" as standard_agent_flow {
+ [*] --> UpdateSystem: Start
+ UpdateSystem --> CompileContext: Updated Metrics & Size
+ CompileContext --> ProcessLLM
+ ProcessLLM --> ValidateXML: LLM Response
+ ValidateXML --> ParseResponse: Valid XML
+ ValidateXML --> UpdateEntries: Invalid XML\nCreate ParseErrorEntry
+ ParseResponse --> ExecuteCommands: Command
+ ParseResponse --> UpdateEntries: Entry
+ ExecuteCommands --> [*]: Stop Command
+ ExecuteCommands --> UpdateEntries: Delete Command
+ UpdateEntries --> UpdateSystem: Continue Loop
+ }
+```
+
+#### Web Agent
+
+```mermaid
+classDiagram
+ class BaseAgent {
+ <<abstract>>
+ -working_memory: WorkingMemory
+ -metrics: SystemMetrics
+ -llm: LLMEngine
+ -parser: ResponseParser
+ -validator: XMLValidator
+ -action_schema: str
+
+ #_compile_context() str
+ }
+
+ class StandardAgent {
+ +StandardAgent(model_path str, system_prompt str, action_schema str)
+ +run() void
+ }
+
+ class WebAgent {
+ +context: str
+ +response: str readonly
+ +current_state WebAgentState readonly
+ +command_result Optional[CommandResult] readonly
+ +validation_error Optional[str] readonly
+
+ +add_state_change_handler(handler Callable) void
+ +add_response_change_handler(handler Callable) void
+ +approve_context() void
+ +set__response(response str) void
+ +approve_response() void
+ }
+
+ class WebAgentState {
+
+ <<enumeration>>
+ UPDATE
+ CONTEXT_APPROVAL
+ INFERENCE
+ RESPONSE_APPROVAL
+ STOPPED
+ }
+
+ class WebSocketManager {
+ -web_sockets: Set~WebSocket~
+
+ +WebServer(agent WebAgent, io_buffer WebIOBuffer, static_files path, host str, port int)
+ }
+
+ class ClientMessage {
+ <<enumeration>>
+ APPROVE_CONTEXT
+ APPROVE_RESPONSE
+ MODIFY_RESPONSE
+ SEND_INPUT
+ }
+
+ class ServerMessage {
+ <<enumeration>>
+ STATE_CHANGE
+ CONTEXT_UPDATE
+ RESPONSE_UPDATE
+ OUTPUT_UPDATE
+ VALIDATION_ERROR
+ }
+
+ class WebIOBuffer {
+ -stdin_buffer: str
+ -stdout_buffer: str
+
+ +read() str
+ +write(content str) void
+ +buffer_length() int
+ +append_stdin(content str) void
+ +get_stdout() str
+ +clear_stdout() void
+ }
+
+ BaseAgent <|-- WebAgent
+ BaseAgent <|-- StandardAgent
+
+ WebServer --> ClientMessage
+ WebServer --> ServerMessage
+
+ WebServer "1" *-- "1" WebIOBuffer
+ WebServer "1" *-- "1" WebAgent
+ WebAgent "1" *-- "1" WebAgentState
+```
+
+#### Web Agent Flow
+
+```mermaid
+stateDiagram-v2
+ direction LR
+ state "Web Agent Flow" as web_agent_flow {
+ [*] --> UpdateSystem: Start
+ UpdateSystem --> CompileContext: Updated Metrics & Size
+ CompileContext --> WaitForContextApproval: Send Context
+ WaitForContextApproval --> ProcessLLM: Context Approved
+ ProcessLLM --> ValidateXML: LLM Response
+ ValidateXML --> WaitForResponseApproval: Send Validation Result
+ ValidateXML --> UpdateEntries: Invalid XML\nCreate ParseErrorEntry
+
+ WaitForResponseApproval --> ValidateXML: Modified Response
+ WaitForResponseApproval --> ParseResponse: Approved Response
+
+ ParseResponse --> ExecuteCommands: Command
+ ParseResponse --> UpdateEntries: Entry
+
+ ExecuteCommands --> [*]: Stop Command
+ ExecuteCommands --> UpdateEntries: Delete Command
+
+ UpdateEntries --> UpdateSystem: Continue Loop
+ }
+```
+
+#### Entry classes
+
+```mermaid
+classDiagram
+ class Entry {
+ <<abstract>>
+ +id: str readonly
+ +timestamp: datetime readonly
+
+ +Entry(id str, timestamp datetime)
+ +update() void*
+ +generate_context() ElementTree*
+ +cleanup() void*
+ }
+
+ class ScriptEntry {
+ +script: str readonly
+ +stdout: str readonly
+ +stderr: str readonly
+ +exit_code: Optional~int~ readonly
+
+ +Script(script str, id str, timestamp datetime)
+ +update() void
+ +generate_context() ElementTree
+ }
+
+ class RepeatEntry {
+ +script: str readonly
+ +stdout: str readonly
+ +stderr: str readonly
+ +exit_code: Optional~int~ readonly
+
+ +RepeatEntry(script str, id str, timestamp datetime)
+ +update() void
+ +generate_context() ElementTree
+ }
+
+ class ReasoningEntry {
+ +content: str readonly
+
+ +ReasoningEntry(content str, id str, timestamp datetime)
+ +update() void
+ +generate_context() ElementTree
+ }
+
+ class ParseErrorEntry {
+ +content: str readonly
+ +error: str readonly
+
+ +ParseErrorEntry(content str, error str, id str, timestamp datetime)
+ +update() void
+ +generate_context() ElementTree
+ }
+
+ class ReadEntry {
+ +content: str readonly
+
+ +ReadEntry(io_buffer IOBuffer, id str, timestamp datetime)
+ +update() void
+ +generate_context() ElementTree
+ }
+
+ class WriteEntry {
+ +content: str readonly
+
+ +WriteEntry(content str, io_buffer IOBuffer, id str, timestamp datetime)
+ +update() void
+ +generate_context() ElementTree
+ }
+
+ ReasoningEntry --|> Entry
+ ParseErrorEntry --|> Entry
+ ReadEntry --|> Entry
+ Entry <|-- WriteEntry
+ Entry <|-- ScriptEntry
+ Entry <|-- RepeatEntry
+```
+
+#### IO Buffer classes
+
+```mermaid
+classDiagram
+ class IOBuffer {
+ <<interface>>
+ +read() str*
+ +write(content str) void*
+ +buffer_length() int*
+ }
+
+ class StandardIOBuffer {
+ +StandardIOBuffer()
+ +read() str
+ +write(content str) void
+ +buffer_length() int
+ }
+
+ class WebIOBuffer {
+ -stdin_buffer: str
+ -stdout_buffer: str
+
+ +read() str
+ +write(content str) void
+ +buffer_length() int
+ +append_stdin(content str) void
+ +get_stdout() str
+ +clear_stdout() void
+ }
+
+ IOBuffer <|.. WebIOBuffer
+ IOBuffer <|.. StandardIOBuffer
+```
+
+#### Command classes
+
+```mermaid
+classDiagram
+ direction LR
+ class Command {
+ <<abstract>>
+ +execute(memory WorkingMemory) CommandResult*
+ }
+
+ class DeleteCommand {
+ +DeleteCommand(id str)
+ +execute(memory WorkingMemory) CommandResult
+ }
+
+ class StopCommand {
+ +StopCommand()
+ +execute(memory WorkingMemory) CommandResult
+ }
+
+ class CommandResult {
+ +message: str
+ +success: bool
+ +should_stop: bool
+
+ +CommandResult(message str, success bool, should_stop bool)
+ +static success() CommandResult
+ +static failure(message str) CommandResult
+ +static stop() CommandResult
+ }
+
+ Command <|-- DeleteCommand
+ Command <|-- StopCommand
+ Command -- CommandResult
+```
+]]>
+ </stdout>
+ <stderr/>
+ </single>
+ <reasoning id="869e20e9-48ef-4223-b901-09796f4e0627">
+ <![CDATA[
+ The diagrams give a good overview of which classes to expect.
+ I will explore the `/root/sia/sia` directory to see which of these classes are already implemented.
+]]>
+ </reasoning>
+</context><single limit="10000">ls -l /root/sia/sia</single>
\ No newline at end of file
diff --git a/iterations/iteration_20241120_105346_117.xml b/iterations/iteration_20241120_105346_117.xml
new file mode 100644
index 0000000..19acb70
--- /dev/null
+++ b/iterations/iteration_20241120_105346_117.xml
@@ -0,0 +1,531 @@
+
+<context
+ context="72.27"
+ cpu="0"
+ disk_total="1081101176832"
+ disk_used="125111209984"
+ gpu="0"
+ memory_total="16630431744"
+ memory_used="993153024"
+ stdin="0"
+ time="2024-11-20T10:53:12Z">
+ <read_stdin id="3da7f743-19b7-4738-aaf9-49634618e8f7">
+ <![CDATA[The SIA source is located in /root/sia. Not all features are implemented yet. Look at the readme and code to find what is missing. Make sure to unit test your work.]]>
+ </read_stdin>
+ <single exit_code="0" id="ac690fe5-45d0-4028-8120-107c318977a9">
+ <![CDATA[grep -Eb "^#" /root/sia/README.md]]>
+ <stdout>
+ <![CDATA[0:# SIA - The Self Improving Agent
+668:## Example
+832:### Context
+2323:### Responses
+3462:## Working principles
+3759:### Core Actions
+3953:### Scripts
+4204:#### Single-shot script
+4433:#### Repeat script
+4711:### Use of XML
+5022:#### XML Data Flow
+5705:### The SIA process
+6048:### Server for debuggin and human input
+6619:## Architecture
+6885:### Core Components
+6908:#### Agent Architecture
+7521:#### Working Memory
+8059:#### Command Processing
+8490:#### IO Handling
+8787:### Processing Flow
+8810:#### Standard Agent Flow
+9109:#### Web Agent Flow
+9472:### Web Interface
+9600:#### Server-Client Communication
+9932:#### WebServer Architecture
+10351:### Diagrams
+10367:#### Core classes
+12662:#### Standard Agent Flow
+13387:#### Web Agent
+15536:#### Web Agent Flow
+16522:#### Entry classes
+18459:#### IO Buffer classes
+19156:#### Command classes
+]]>
+ </stdout>
+ <stderr/>
+ </single>
+ <single exit_code="0" id="79f5a8b7-cc57-44c3-b942-c74e3bcabcf8">
+ <![CDATA[head -c 668 /root/sia/README.md]]>
+ <stdout>
+ <![CDATA[# SIA - The Self Improving Agent
+
+SIA is an agentic artificial intelligence system that autonomously completes complex tasks by writing and executing scripts.
+It uses a Large Language Model (LLM) which operates in a loop.
+Each iteration a context is updated with system info and a list of previous reasoning and actions.
+The agent responds with a new reasoning or an action.
+Context, reasoning and actions are stored in a file for each iteration.
+SIA can read past iterations to improve its reasoning and actions.
+It can improve in two ways:
+- By finetuning the LLM with a better reasoning or action for a given context
+- By modifying its own source code
+
+]]>
+ </stdout>
+ <stderr/>
+ </single>
+ <single
+ exit_code="0"
+ id="c0aad1a9-48d4-46cd-bd5f-70230566b442"
+ limit="266"
+ stdout_truncated="true">
+ <![CDATA[tail -c +6619 /root/sia/README.md]]>
+ <stdout>
+ <![CDATA[
+## Architecture
+
+SIA follows a modular architecture centered around an agent that processes context through an LLM to generate actions.
+The system can run in two modes: a standard command-line mode and an interactive web mode for debugging and human feedback.
+
+### ]]>
+ </stdout>
+ <stderr/>
+ </single>
+ <single
+ exit_code="0"
+ id="973d9034-7076-479a-afea-4aaf81b065be"
+ limit="9624">
+ <![CDATA[tail -c +10351 /root/sia/README.md]]>
+ <stdout>
+ <![CDATA[
+### Diagrams
+
+#### Core classes
+
+```mermaid
+classDiagram
+ class SystemMetrics {
+ +SystemMetrics(sample_interval float)
+ +generate_context(context_usage float) ElementTree
+ +stop() void
+ -monitor_loop() void
+ }
+
+ class LLMEngine {
+ +LLMEngine(model_path str)
+ +set_model_path(model_path str) void
+ +infer(system_prompt str, main_context str) Iterator~str~
+ }
+
+ class BaseAgent {
+ <<abstract>>
+ -working_memory: WorkingMemory
+ -metrics: SystemMetrics
+ -llm: LLMEngine
+ -parser: ResponseParser
+ -validator: XMLValidator
+ -action_schema: str
+
+ #_compile_context() str
+ }
+
+ class WorkingMemory {
+ -entries: List~Entry~
+
+ +WorkingMemory()
+ +add_entry(entry Entry) void
+ +remove_entry(id str) void
+ +clear() void
+ +get_entry(id str) Optional~Entry~
+ +get_entries() List~Entry~
+ +get_entries_count() int
+ +get_entries_by_type(type Type) List~Entry~
+ +update() void
+ +generate_context() List~ElementTree~
+ }
+
+ class XMLValidator {
+ +XMLValidator(schema str)
+ +validate(xml str) Optional~str~
+ +get_valid_root_elements() Set~str~
+ }
+
+ class ResponseParser {
+ -io_buffer: IOBuffer
+
+ +ResponseParser(io_buffer IOBuffer)
+ +parse(xml str) Command | Entry
+ }
+
+ class Entry {
+ <<abstract>>
+ +id: str readonly
+ +timestamp: datetime readonly
+
+ +Entry(id str, timestamp datetime)
+ +update() void*
+ +generate_context() ElementTree*
+ +cleanup() void*
+ }
+
+ class IOBuffer {
+ <<interface>>
+ +read() str*
+ +write(content str) void*
+ +buffer_length() int*
+ }
+
+ class Command {
+ <<abstract>>
+ +execute(memory WorkingMemory) CommandResult*
+ }
+
+ SystemMetrics "1" --* "1" BaseAgent
+ LLMEngine "1" --* "1" BaseAgent
+ XMLValidator "1" --* "1" BaseAgent
+ BaseAgent "1" *-- "1" IOBuffer
+ BaseAgent "1" *-- "1" WorkingMemory
+ BaseAgent "1" *-- "1" ResponseParser
+ WorkingMemory "1" *-- "*" Entry
+ ResponseParser ..> Entry
+ ResponseParser ..> Command
+```
+
+#### Standard Agent Flow
+
+```mermaid
+stateDiagram-v2
+ direction LR
+ state "Standard Agent Flow" as standard_agent_flow {
+ [*] --> UpdateSystem: Start
+ UpdateSystem --> CompileContext: Updated Metrics & Size
+ CompileContext --> ProcessLLM
+ ProcessLLM --> ValidateXML: LLM Response
+ ValidateXML --> ParseResponse: Valid XML
+ ValidateXML --> UpdateEntries: Invalid XML\nCreate ParseErrorEntry
+ ParseResponse --> ExecuteCommands: Command
+ ParseResponse --> UpdateEntries: Entry
+ ExecuteCommands --> [*]: Stop Command
+ ExecuteCommands --> UpdateEntries: Delete Command
+ UpdateEntries --> UpdateSystem: Continue Loop
+ }
+```
+
+#### Web Agent
+
+```mermaid
+classDiagram
+ class BaseAgent {
+ <<abstract>>
+ -working_memory: WorkingMemory
+ -metrics: SystemMetrics
+ -llm: LLMEngine
+ -parser: ResponseParser
+ -validator: XMLValidator
+ -action_schema: str
+
+ #_compile_context() str
+ }
+
+ class StandardAgent {
+ +StandardAgent(model_path str, system_prompt str, action_schema str)
+ +run() void
+ }
+
+ class WebAgent {
+ +context: str
+ +response: str readonly
+ +current_state WebAgentState readonly
+ +command_result Optional[CommandResult] readonly
+ +validation_error Optional[str] readonly
+
+ +add_state_change_handler(handler Callable) void
+ +add_response_change_handler(handler Callable) void
+ +approve_context() void
+ +set__response(response str) void
+ +approve_response() void
+ }
+
+ class WebAgentState {
+
+ <<enumeration>>
+ UPDATE
+ CONTEXT_APPROVAL
+ INFERENCE
+ RESPONSE_APPROVAL
+ STOPPED
+ }
+
+ class WebSocketManager {
+ -web_sockets: Set~WebSocket~
+
+ +WebServer(agent WebAgent, io_buffer WebIOBuffer, static_files path, host str, port int)
+ }
+
+ class ClientMessage {
+ <<enumeration>>
+ APPROVE_CONTEXT
+ APPROVE_RESPONSE
+ MODIFY_RESPONSE
+ SEND_INPUT
+ }
+
+ class ServerMessage {
+ <<enumeration>>
+ STATE_CHANGE
+ CONTEXT_UPDATE
+ RESPONSE_UPDATE
+ OUTPUT_UPDATE
+ VALIDATION_ERROR
+ }
+
+ class WebIOBuffer {
+ -stdin_buffer: str
+ -stdout_buffer: str
+
+ +read() str
+ +write(content str) void
+ +buffer_length() int
+ +append_stdin(content str) void
+ +get_stdout() str
+ +clear_stdout() void
+ }
+
+ BaseAgent <|-- WebAgent
+ BaseAgent <|-- StandardAgent
+
+ WebServer --> ClientMessage
+ WebServer --> ServerMessage
+
+ WebServer "1" *-- "1" WebIOBuffer
+ WebServer "1" *-- "1" WebAgent
+ WebAgent "1" *-- "1" WebAgentState
+```
+
+#### Web Agent Flow
+
+```mermaid
+stateDiagram-v2
+ direction LR
+ state "Web Agent Flow" as web_agent_flow {
+ [*] --> UpdateSystem: Start
+ UpdateSystem --> CompileContext: Updated Metrics & Size
+ CompileContext --> WaitForContextApproval: Send Context
+ WaitForContextApproval --> ProcessLLM: Context Approved
+ ProcessLLM --> ValidateXML: LLM Response
+ ValidateXML --> WaitForResponseApproval: Send Validation Result
+ ValidateXML --> UpdateEntries: Invalid XML\nCreate ParseErrorEntry
+
+ WaitForResponseApproval --> ValidateXML: Modified Response
+ WaitForResponseApproval --> ParseResponse: Approved Response
+
+ ParseResponse --> ExecuteCommands: Command
+ ParseResponse --> UpdateEntries: Entry
+
+ ExecuteCommands --> [*]: Stop Command
+ ExecuteCommands --> UpdateEntries: Delete Command
+
+ UpdateEntries --> UpdateSystem: Continue Loop
+ }
+```
+
+#### Entry classes
+
+```mermaid
+classDiagram
+ class Entry {
+ <<abstract>>
+ +id: str readonly
+ +timestamp: datetime readonly
+
+ +Entry(id str, timestamp datetime)
+ +update() void*
+ +generate_context() ElementTree*
+ +cleanup() void*
+ }
+
+ class ScriptEntry {
+ +script: str readonly
+ +stdout: str readonly
+ +stderr: str readonly
+ +exit_code: Optional~int~ readonly
+
+ +Script(script str, id str, timestamp datetime)
+ +update() void
+ +generate_context() ElementTree
+ }
+
+ class RepeatEntry {
+ +script: str readonly
+ +stdout: str readonly
+ +stderr: str readonly
+ +exit_code: Optional~int~ readonly
+
+ +RepeatEntry(script str, id str, timestamp datetime)
+ +update() void
+ +generate_context() ElementTree
+ }
+
+ class ReasoningEntry {
+ +content: str readonly
+
+ +ReasoningEntry(content str, id str, timestamp datetime)
+ +update() void
+ +generate_context() ElementTree
+ }
+
+ class ParseErrorEntry {
+ +content: str readonly
+ +error: str readonly
+
+ +ParseErrorEntry(content str, error str, id str, timestamp datetime)
+ +update() void
+ +generate_context() ElementTree
+ }
+
+ class ReadEntry {
+ +content: str readonly
+
+ +ReadEntry(io_buffer IOBuffer, id str, timestamp datetime)
+ +update() void
+ +generate_context() ElementTree
+ }
+
+ class WriteEntry {
+ +content: str readonly
+
+ +WriteEntry(content str, io_buffer IOBuffer, id str, timestamp datetime)
+ +update() void
+ +generate_context() ElementTree
+ }
+
+ ReasoningEntry --|> Entry
+ ParseErrorEntry --|> Entry
+ ReadEntry --|> Entry
+ Entry <|-- WriteEntry
+ Entry <|-- ScriptEntry
+ Entry <|-- RepeatEntry
+```
+
+#### IO Buffer classes
+
+```mermaid
+classDiagram
+ class IOBuffer {
+ <<interface>>
+ +read() str*
+ +write(content str) void*
+ +buffer_length() int*
+ }
+
+ class StandardIOBuffer {
+ +StandardIOBuffer()
+ +read() str
+ +write(content str) void
+ +buffer_length() int
+ }
+
+ class WebIOBuffer {
+ -stdin_buffer: str
+ -stdout_buffer: str
+
+ +read() str
+ +write(content str) void
+ +buffer_length() int
+ +append_stdin(content str) void
+ +get_stdout() str
+ +clear_stdout() void
+ }
+
+ IOBuffer <|.. WebIOBuffer
+ IOBuffer <|.. StandardIOBuffer
+```
+
+#### Command classes
+
+```mermaid
+classDiagram
+ direction LR
+ class Command {
+ <<abstract>>
+ +execute(memory WorkingMemory) CommandResult*
+ }
+
+ class DeleteCommand {
+ +DeleteCommand(id str)
+ +execute(memory WorkingMemory) CommandResult
+ }
+
+ class StopCommand {
+ +StopCommand()
+ +execute(memory WorkingMemory) CommandResult
+ }
+
+ class CommandResult {
+ +message: str
+ +success: bool
+ +should_stop: bool
+
+ +CommandResult(message str, success bool, should_stop bool)
+ +static success() CommandResult
+ +static failure(message str) CommandResult
+ +static stop() CommandResult
+ }
+
+ Command <|-- DeleteCommand
+ Command <|-- StopCommand
+ Command -- CommandResult
+```
+]]>
+ </stdout>
+ <stderr/>
+ </single>
+ <reasoning id="869e20e9-48ef-4223-b901-09796f4e0627">
+ <![CDATA[
+ The diagrams give a good overview of which classes to expect.
+ I will explore the `/root/sia/sia` directory to see which of these classes are already implemented.
+]]>
+ </reasoning>
+ <single
+ exit_code="0"
+ id="fa7effb0-a1ce-468f-b556-c971f24dca54"
+ limit="10000">
+ <![CDATA[ls -l /root/sia/sia]]>
+ <stdout>
+ <![CDATA[total 172
+-rwxr-xr-x 1 root root 0 Oct 22 11:48 __init__.py
+-rwxr-xr-x 1 root root 4977 Nov 19 14:20 __main__.py
+drwxr-xr-x 2 root root 4096 Nov 20 10:26 __pycache__
+-rwxr-xr-x 1 root root 5943 Nov 15 15:54 auto_approver.py
+-rwxr-xr-x 1 root root 5242 Nov 13 16:31 background_entry.py
+-rwxr-xr-x 1 root root 3072 Nov 19 13:45 base_agent.py
+-rwxr-xr-x 1 root root 722 Nov 4 09:50 command.py
+-rwxr-xr-x 1 root root 1113 Nov 4 09:50 command_result.py
+-rwxr-xr-x 1 root root 5865 Nov 19 13:41 config.py
+-rwxr-xr-x 1 root root 1337 Nov 4 09:50 delete_command.py
+-rwxr-xr-x 1 root root 1537 Nov 4 09:50 entry.py
+-rwxr-xr-x 1 root root 2620 Nov 14 15:16 hf_llm_engine.py
+-rwxr-xr-x 1 root root 1082 Nov 4 09:50 io_buffer.py
+-rwxr-xr-x 1 root root 1683 Nov 19 13:54 iteration_logger.py
+-rwxr-xr-x 1 root root 385 Nov 14 14:21 llm_engine.py
+-rwxr-xr-x 1 root root 4018 Nov 19 14:20 local_llm_engine.py
+-rwxr-xr-x 1 root root 2269 Nov 19 14:20 mistral_llm_engine.py
+-rwxr-xr-x 1 root root 2407 Nov 19 14:20 openai_llm_engine.py
+-rwxr-xr-x 1 root root 1632 Nov 13 15:40 parse_error_entry.py
+-rwxr-xr-x 1 root root 1744 Nov 13 15:39 read_entry.py
+-rwxr-xr-x 1 root root 1323 Nov 13 15:38 reasoning_entry.py
+-rwxr-xr-x 1 root root 4127 Nov 19 14:20 repeat_entry.py
+-rwxr-xr-x 1 root root 5916 Nov 19 14:20 response_parser.py
+-rwxr-xr-x 1 root root 4173 Nov 19 14:20 single_entry.py
+-rwxr-xr-x 1 root root 2074 Nov 4 09:50 standard_io_buffer.py
+-rwxr-xr-x 1 root root 908 Nov 4 09:50 stop_command.py
+-rwxr-xr-x 1 root root 4152 Nov 14 13:36 system_metrics.py
+-rwxr-xr-x 1 root root 2510 Nov 12 16:17 util.py
+-rwxr-xr-x 1 root root 7818 Nov 19 13:54 web_agent.py
+-rwxr-xr-x 1 root root 2039 Nov 12 16:17 web_io_buffer.py
+-rwxr-xr-x 1 root root 6968 Nov 15 12:48 web_socket_manager.py
+-rwxr-xr-x 1 root root 3638 Nov 13 16:35 working_memory.py
+-rwxr-xr-x 1 root root 1688 Nov 13 15:41 write_entry.py
+-rwxr-xr-x 1 root root 3992 Nov 4 09:50 xml_validator.py
+]]>
+ </stdout>
+ <stderr/>
+ </single>
+</context><single>cat /root/sia/sia/base_agent.py</single>
\ No newline at end of file
diff --git a/iterations/iteration_20241120_105546_316.xml b/iterations/iteration_20241120_105546_316.xml
new file mode 100644
index 0000000..7b3c5fd
--- /dev/null
+++ b/iterations/iteration_20241120_105546_316.xml
@@ -0,0 +1,575 @@
+
+<context
+ context="75.89"
+ cpu="0"
+ disk_total="1081101176832"
+ disk_used="125111209984"
+ gpu="0"
+ memory_total="16630431744"
+ memory_used="993280000"
+ stdin="0"
+ time="2024-11-20T10:53:46Z">
+ <read_stdin id="3da7f743-19b7-4738-aaf9-49634618e8f7">
+ <![CDATA[The SIA source is located in /root/sia. Not all features are implemented yet. Look at the readme and code to find what is missing. Make sure to unit test your work.]]>
+ </read_stdin>
+ <single exit_code="0" id="ac690fe5-45d0-4028-8120-107c318977a9">
+ <![CDATA[grep -Eb "^#" /root/sia/README.md]]>
+ <stdout>
+ <![CDATA[0:# SIA - The Self Improving Agent
+668:## Example
+832:### Context
+2323:### Responses
+3462:## Working principles
+3759:### Core Actions
+3953:### Scripts
+4204:#### Single-shot script
+4433:#### Repeat script
+4711:### Use of XML
+5022:#### XML Data Flow
+5705:### The SIA process
+6048:### Server for debuggin and human input
+6619:## Architecture
+6885:### Core Components
+6908:#### Agent Architecture
+7521:#### Working Memory
+8059:#### Command Processing
+8490:#### IO Handling
+8787:### Processing Flow
+8810:#### Standard Agent Flow
+9109:#### Web Agent Flow
+9472:### Web Interface
+9600:#### Server-Client Communication
+9932:#### WebServer Architecture
+10351:### Diagrams
+10367:#### Core classes
+12662:#### Standard Agent Flow
+13387:#### Web Agent
+15536:#### Web Agent Flow
+16522:#### Entry classes
+18459:#### IO Buffer classes
+19156:#### Command classes
+]]>
+ </stdout>
+ <stderr/>
+ </single>
+ <single exit_code="0" id="79f5a8b7-cc57-44c3-b942-c74e3bcabcf8">
+ <![CDATA[head -c 668 /root/sia/README.md]]>
+ <stdout>
+ <![CDATA[# SIA - The Self Improving Agent
+
+SIA is an agentic artificial intelligence system that autonomously completes complex tasks by writing and executing scripts.
+It uses a Large Language Model (LLM) which operates in a loop.
+Each iteration a context is updated with system info and a list of previous reasoning and actions.
+The agent responds with a new reasoning or an action.
+Context, reasoning and actions are stored in a file for each iteration.
+SIA can read past iterations to improve its reasoning and actions.
+It can improve in two ways:
+- By finetuning the LLM with a better reasoning or action for a given context
+- By modifying its own source code
+
+]]>
+ </stdout>
+ <stderr/>
+ </single>
+ <single
+ exit_code="0"
+ id="c0aad1a9-48d4-46cd-bd5f-70230566b442"
+ limit="266"
+ stdout_truncated="true">
+ <![CDATA[tail -c +6619 /root/sia/README.md]]>
+ <stdout>
+ <![CDATA[
+## Architecture
+
+SIA follows a modular architecture centered around an agent that processes context through an LLM to generate actions.
+The system can run in two modes: a standard command-line mode and an interactive web mode for debugging and human feedback.
+
+### ]]>
+ </stdout>
+ <stderr/>
+ </single>
+ <single
+ exit_code="0"
+ id="973d9034-7076-479a-afea-4aaf81b065be"
+ limit="9624">
+ <![CDATA[tail -c +10351 /root/sia/README.md]]>
+ <stdout>
+ <![CDATA[
+### Diagrams
+
+#### Core classes
+
+```mermaid
+classDiagram
+ class SystemMetrics {
+ +SystemMetrics(sample_interval float)
+ +generate_context(context_usage float) ElementTree
+ +stop() void
+ -monitor_loop() void
+ }
+
+ class LLMEngine {
+ +LLMEngine(model_path str)
+ +set_model_path(model_path str) void
+ +infer(system_prompt str, main_context str) Iterator~str~
+ }
+
+ class BaseAgent {
+ <<abstract>>
+ -working_memory: WorkingMemory
+ -metrics: SystemMetrics
+ -llm: LLMEngine
+ -parser: ResponseParser
+ -validator: XMLValidator
+ -action_schema: str
+
+ #_compile_context() str
+ }
+
+ class WorkingMemory {
+ -entries: List~Entry~
+
+ +WorkingMemory()
+ +add_entry(entry Entry) void
+ +remove_entry(id str) void
+ +clear() void
+ +get_entry(id str) Optional~Entry~
+ +get_entries() List~Entry~
+ +get_entries_count() int
+ +get_entries_by_type(type Type) List~Entry~
+ +update() void
+ +generate_context() List~ElementTree~
+ }
+
+ class XMLValidator {
+ +XMLValidator(schema str)
+ +validate(xml str) Optional~str~
+ +get_valid_root_elements() Set~str~
+ }
+
+ class ResponseParser {
+ -io_buffer: IOBuffer
+
+ +ResponseParser(io_buffer IOBuffer)
+ +parse(xml str) Command | Entry
+ }
+
+ class Entry {
+ <<abstract>>
+ +id: str readonly
+ +timestamp: datetime readonly
+
+ +Entry(id str, timestamp datetime)
+ +update() void*
+ +generate_context() ElementTree*
+ +cleanup() void*
+ }
+
+ class IOBuffer {
+ <<interface>>
+ +read() str*
+ +write(content str) void*
+ +buffer_length() int*
+ }
+
+ class Command {
+ <<abstract>>
+ +execute(memory WorkingMemory) CommandResult*
+ }
+
+ SystemMetrics "1" --* "1" BaseAgent
+ LLMEngine "1" --* "1" BaseAgent
+ XMLValidator "1" --* "1" BaseAgent
+ BaseAgent "1" *-- "1" IOBuffer
+ BaseAgent "1" *-- "1" WorkingMemory
+ BaseAgent "1" *-- "1" ResponseParser
+ WorkingMemory "1" *-- "*" Entry
+ ResponseParser ..> Entry
+ ResponseParser ..> Command
+```
+
+#### Standard Agent Flow
+
+```mermaid
+stateDiagram-v2
+ direction LR
+ state "Standard Agent Flow" as standard_agent_flow {
+ [*] --> UpdateSystem: Start
+ UpdateSystem --> CompileContext: Updated Metrics & Size
+ CompileContext --> ProcessLLM
+ ProcessLLM --> ValidateXML: LLM Response
+ ValidateXML --> ParseResponse: Valid XML
+ ValidateXML --> UpdateEntries: Invalid XML\nCreate ParseErrorEntry
+ ParseResponse --> ExecuteCommands: Command
+ ParseResponse --> UpdateEntries: Entry
+ ExecuteCommands --> [*]: Stop Command
+ ExecuteCommands --> UpdateEntries: Delete Command
+ UpdateEntries --> UpdateSystem: Continue Loop
+ }
+```
+
+#### Web Agent
+
+```mermaid
+classDiagram
+ class BaseAgent {
+ <<abstract>>
+ -working_memory: WorkingMemory
+ -metrics: SystemMetrics
+ -llm: LLMEngine
+ -parser: ResponseParser
+ -validator: XMLValidator
+ -action_schema: str
+
+ #_compile_context() str
+ }
+
+ class StandardAgent {
+ +StandardAgent(model_path str, system_prompt str, action_schema str)
+ +run() void
+ }
+
+ class WebAgent {
+ +context: str
+ +response: str readonly
+ +current_state WebAgentState readonly
+ +command_result Optional[CommandResult] readonly
+ +validation_error Optional[str] readonly
+
+ +add_state_change_handler(handler Callable) void
+ +add_response_change_handler(handler Callable) void
+ +approve_context() void
+ +set__response(response str) void
+ +approve_response() void
+ }
+
+ class WebAgentState {
+
+ <<enumeration>>
+ UPDATE
+ CONTEXT_APPROVAL
+ INFERENCE
+ RESPONSE_APPROVAL
+ STOPPED
+ }
+
+ class WebSocketManager {
+ -web_sockets: Set~WebSocket~
+
+ +WebServer(agent WebAgent, io_buffer WebIOBuffer, static_files path, host str, port int)
+ }
+
+ class ClientMessage {
+ <<enumeration>>
+ APPROVE_CONTEXT
+ APPROVE_RESPONSE
+ MODIFY_RESPONSE
+ SEND_INPUT
+ }
+
+ class ServerMessage {
+ <<enumeration>>
+ STATE_CHANGE
+ CONTEXT_UPDATE
+ RESPONSE_UPDATE
+ OUTPUT_UPDATE
+ VALIDATION_ERROR
+ }
+
+ class WebIOBuffer {
+ -stdin_buffer: str
+ -stdout_buffer: str
+
+ +read() str
+ +write(content str) void
+ +buffer_length() int
+ +append_stdin(content str) void
+ +get_stdout() str
+ +clear_stdout() void
+ }
+
+ BaseAgent <|-- WebAgent
+ BaseAgent <|-- StandardAgent
+
+ WebServer --> ClientMessage
+ WebServer --> ServerMessage
+
+ WebServer "1" *-- "1" WebIOBuffer
+ WebServer "1" *-- "1" WebAgent
+ WebAgent "1" *-- "1" WebAgentState
+```
+
+#### Web Agent Flow
+
+```mermaid
+stateDiagram-v2
+ direction LR
+ state "Web Agent Flow" as web_agent_flow {
+ [*] --> UpdateSystem: Start
+ UpdateSystem --> CompileContext: Updated Metrics & Size
+ CompileContext --> WaitForContextApproval: Send Context
+ WaitForContextApproval --> ProcessLLM: Context Approved
+ ProcessLLM --> ValidateXML: LLM Response
+ ValidateXML --> WaitForResponseApproval: Send Validation Result
+ ValidateXML --> UpdateEntries: Invalid XML\nCreate ParseErrorEntry
+
+ WaitForResponseApproval --> ValidateXML: Modified Response
+ WaitForResponseApproval --> ParseResponse: Approved Response
+
+ ParseResponse --> ExecuteCommands: Command
+ ParseResponse --> UpdateEntries: Entry
+
+ ExecuteCommands --> [*]: Stop Command
+ ExecuteCommands --> UpdateEntries: Delete Command
+
+ UpdateEntries --> UpdateSystem: Continue Loop
+ }
+```
+
+#### Entry classes
+
+```mermaid
+classDiagram
+ class Entry {
+ <<abstract>>
+ +id: str readonly
+ +timestamp: datetime readonly
+
+ +Entry(id str, timestamp datetime)
+ +update() void*
+ +generate_context() ElementTree*
+ +cleanup() void*
+ }
+
+ class ScriptEntry {
+ +script: str readonly
+ +stdout: str readonly
+ +stderr: str readonly
+ +exit_code: Optional~int~ readonly
+
+ +Script(script str, id str, timestamp datetime)
+ +update() void
+ +generate_context() ElementTree
+ }
+
+ class RepeatEntry {
+ +script: str readonly
+ +stdout: str readonly
+ +stderr: str readonly
+ +exit_code: Optional~int~ readonly
+
+ +RepeatEntry(script str, id str, timestamp datetime)
+ +update() void
+ +generate_context() ElementTree
+ }
+
+ class ReasoningEntry {
+ +content: str readonly
+
+ +ReasoningEntry(content str, id str, timestamp datetime)
+ +update() void
+ +generate_context() ElementTree
+ }
+
+ class ParseErrorEntry {
+ +content: str readonly
+ +error: str readonly
+
+ +ParseErrorEntry(content str, error str, id str, timestamp datetime)
+ +update() void
+ +generate_context() ElementTree
+ }
+
+ class ReadEntry {
+ +content: str readonly
+
+ +ReadEntry(io_buffer IOBuffer, id str, timestamp datetime)
+ +update() void
+ +generate_context() ElementTree
+ }
+
+ class WriteEntry {
+ +content: str readonly
+
+ +WriteEntry(content str, io_buffer IOBuffer, id str, timestamp datetime)
+ +update() void
+ +generate_context() ElementTree
+ }
+
+ ReasoningEntry --|> Entry
+ ParseErrorEntry --|> Entry
+ ReadEntry --|> Entry
+ Entry <|-- WriteEntry
+ Entry <|-- ScriptEntry
+ Entry <|-- RepeatEntry
+```
+
+#### IO Buffer classes
+
+```mermaid
+classDiagram
+ class IOBuffer {
+ <<interface>>
+ +read() str*
+ +write(content str) void*
+ +buffer_length() int*
+ }
+
+ class StandardIOBuffer {
+ +StandardIOBuffer()
+ +read() str
+ +write(content str) void
+ +buffer_length() int
+ }
+
+ class WebIOBuffer {
+ -stdin_buffer: str
+ -stdout_buffer: str
+
+ +read() str
+ +write(content str) void
+ +buffer_length() int
+ +append_stdin(content str) void
+ +get_stdout() str
+ +clear_stdout() void
+ }
+
+ IOBuffer <|.. WebIOBuffer
+ IOBuffer <|.. StandardIOBuffer
+```
+
+#### Command classes
+
+```mermaid
+classDiagram
+ direction LR
+ class Command {
+ <<abstract>>
+ +execute(memory WorkingMemory) CommandResult*
+ }
+
+ class DeleteCommand {
+ +DeleteCommand(id str)
+ +execute(memory WorkingMemory) CommandResult
+ }
+
+ class StopCommand {
+ +StopCommand()
+ +execute(memory WorkingMemory) CommandResult
+ }
+
+ class CommandResult {
+ +message: str
+ +success: bool
+ +should_stop: bool
+
+ +CommandResult(message str, success bool, should_stop bool)
+ +static success() CommandResult
+ +static failure(message str) CommandResult
+ +static stop() CommandResult
+ }
+
+ Command <|-- DeleteCommand
+ Command <|-- StopCommand
+ Command -- CommandResult
+```
+]]>
+ </stdout>
+ <stderr/>
+ </single>
+ <reasoning id="869e20e9-48ef-4223-b901-09796f4e0627">
+ <![CDATA[
+ The diagrams give a good overview of which classes to expect.
+ I will explore the `/root/sia/sia` directory to see which of these classes are already implemented.
+]]>
+ </reasoning>
+ <single
+ exit_code="0"
+ id="fa7effb0-a1ce-468f-b556-c971f24dca54"
+ limit="10000">
+ <![CDATA[ls -l /root/sia/sia]]>
+ <stdout>
+ <![CDATA[total 172
+-rwxr-xr-x 1 root root 0 Oct 22 11:48 __init__.py
+-rwxr-xr-x 1 root root 4977 Nov 19 14:20 __main__.py
+drwxr-xr-x 2 root root 4096 Nov 20 10:26 __pycache__
+-rwxr-xr-x 1 root root 5943 Nov 15 15:54 auto_approver.py
+-rwxr-xr-x 1 root root 5242 Nov 13 16:31 background_entry.py
+-rwxr-xr-x 1 root root 3072 Nov 19 13:45 base_agent.py
+-rwxr-xr-x 1 root root 722 Nov 4 09:50 command.py
+-rwxr-xr-x 1 root root 1113 Nov 4 09:50 command_result.py
+-rwxr-xr-x 1 root root 5865 Nov 19 13:41 config.py
+-rwxr-xr-x 1 root root 1337 Nov 4 09:50 delete_command.py
+-rwxr-xr-x 1 root root 1537 Nov 4 09:50 entry.py
+-rwxr-xr-x 1 root root 2620 Nov 14 15:16 hf_llm_engine.py
+-rwxr-xr-x 1 root root 1082 Nov 4 09:50 io_buffer.py
+-rwxr-xr-x 1 root root 1683 Nov 19 13:54 iteration_logger.py
+-rwxr-xr-x 1 root root 385 Nov 14 14:21 llm_engine.py
+-rwxr-xr-x 1 root root 4018 Nov 19 14:20 local_llm_engine.py
+-rwxr-xr-x 1 root root 2269 Nov 19 14:20 mistral_llm_engine.py
+-rwxr-xr-x 1 root root 2407 Nov 19 14:20 openai_llm_engine.py
+-rwxr-xr-x 1 root root 1632 Nov 13 15:40 parse_error_entry.py
+-rwxr-xr-x 1 root root 1744 Nov 13 15:39 read_entry.py
+-rwxr-xr-x 1 root root 1323 Nov 13 15:38 reasoning_entry.py
+-rwxr-xr-x 1 root root 4127 Nov 19 14:20 repeat_entry.py
+-rwxr-xr-x 1 root root 5916 Nov 19 14:20 response_parser.py
+-rwxr-xr-x 1 root root 4173 Nov 19 14:20 single_entry.py
+-rwxr-xr-x 1 root root 2074 Nov 4 09:50 standard_io_buffer.py
+-rwxr-xr-x 1 root root 908 Nov 4 09:50 stop_command.py
+-rwxr-xr-x 1 root root 4152 Nov 14 13:36 system_metrics.py
+-rwxr-xr-x 1 root root 2510 Nov 12 16:17 util.py
+-rwxr-xr-x 1 root root 7818 Nov 19 13:54 web_agent.py
+-rwxr-xr-x 1 root root 2039 Nov 12 16:17 web_io_buffer.py
+-rwxr-xr-x 1 root root 6968 Nov 15 12:48 web_socket_manager.py
+-rwxr-xr-x 1 root root 3638 Nov 13 16:35 working_memory.py
+-rwxr-xr-x 1 root root 1688 Nov 13 15:41 write_entry.py
+-rwxr-xr-x 1 root root 3992 Nov 4 09:50 xml_validator.py
+]]>
+ </stdout>
+ <stderr/>
+ </single>
+ <single
+ exit_code="0"
+ id="eb4dfc2c-9586-4dc0-baf4-efd70d572abd"
+ stdout_truncated="true">
+ <![CDATA[cat /root/sia/sia/base_agent.py]]>
+ <stdout>
+ <![CDATA[from abc import ABC
+import xml.etree.ElementTree as ET
+
+from .llm_engine import LlmEngine
+from .response_parser import ResponseParser
+from .system_metrics import SystemMetrics
+from .util import pretty_print_element
+from .working_memory import WorkingMemory
+from .xml_validator import XMLValidator
+
+class BaseAgent(ABC):
+ """
+ Abstract base class for SIA agents.
+
+ Provides core functionality for maintaining working memory, system metrics,
+ and coordinating components for LLM inference.
+ """
+
+ def __init__(
+ self,
+ system_prompt: str,
+ action_schema: str,
+ working_memory: WorkingMemory,
+ metrics: SystemMetrics,
+ llm: LlmEngine,
+ validator: XMLValidator,
+ parser: ResponseParser,
+ ):
+ """
+ Initialize agent with required components.
+ """
+ self._system_prompt = system_prompt
+ self._action_schema = action_schema
+ self._working_memory = working_memory
+ ]]>
+ </stdout>
+ <stderr/>
+ </single>
+</context><single>cat /root/sia/sia/web_agent.py</single>
\ No newline at end of file
diff --git a/iterations/iteration_20241120_105718_454.xml b/iterations/iteration_20241120_105718_454.xml
new file mode 100644
index 0000000..898cc53
--- /dev/null
+++ b/iterations/iteration_20241120_105718_454.xml
@@ -0,0 +1,531 @@
+
+<context
+ context="72.27"
+ cpu="0"
+ disk_total="1081101176832"
+ disk_used="125111209984"
+ gpu="0"
+ memory_total="16630431744"
+ memory_used="991608832"
+ stdin="0"
+ time="2024-11-20T10:56:44Z">
+ <read_stdin id="3da7f743-19b7-4738-aaf9-49634618e8f7">
+ <![CDATA[The SIA source is located in /root/sia. Not all features are implemented yet. Look at the readme and code to find what is missing. Make sure to unit test your work.]]>
+ </read_stdin>
+ <single exit_code="0" id="ac690fe5-45d0-4028-8120-107c318977a9">
+ <![CDATA[grep -Eb "^#" /root/sia/README.md]]>
+ <stdout>
+ <![CDATA[0:# SIA - The Self Improving Agent
+668:## Example
+832:### Context
+2323:### Responses
+3462:## Working principles
+3759:### Core Actions
+3953:### Scripts
+4204:#### Single-shot script
+4433:#### Repeat script
+4711:### Use of XML
+5022:#### XML Data Flow
+5705:### The SIA process
+6048:### Server for debuggin and human input
+6619:## Architecture
+6885:### Core Components
+6908:#### Agent Architecture
+7521:#### Working Memory
+8059:#### Command Processing
+8490:#### IO Handling
+8787:### Processing Flow
+8810:#### Standard Agent Flow
+9109:#### Web Agent Flow
+9472:### Web Interface
+9600:#### Server-Client Communication
+9932:#### WebServer Architecture
+10351:### Diagrams
+10367:#### Core classes
+12662:#### Standard Agent Flow
+13387:#### Web Agent
+15536:#### Web Agent Flow
+16522:#### Entry classes
+18459:#### IO Buffer classes
+19156:#### Command classes
+]]>
+ </stdout>
+ <stderr/>
+ </single>
+ <single exit_code="0" id="79f5a8b7-cc57-44c3-b942-c74e3bcabcf8">
+ <![CDATA[head -c 668 /root/sia/README.md]]>
+ <stdout>
+ <![CDATA[# SIA - The Self Improving Agent
+
+SIA is an agentic artificial intelligence system that autonomously completes complex tasks by writing and executing scripts.
+It uses a Large Language Model (LLM) which operates in a loop.
+Each iteration a context is updated with system info and a list of previous reasoning and actions.
+The agent responds with a new reasoning or an action.
+Context, reasoning and actions are stored in a file for each iteration.
+SIA can read past iterations to improve its reasoning and actions.
+It can improve in two ways:
+- By finetuning the LLM with a better reasoning or action for a given context
+- By modifying its own source code
+
+]]>
+ </stdout>
+ <stderr/>
+ </single>
+ <single
+ exit_code="0"
+ id="c0aad1a9-48d4-46cd-bd5f-70230566b442"
+ limit="266"
+ stdout_truncated="true">
+ <![CDATA[tail -c +6619 /root/sia/README.md]]>
+ <stdout>
+ <![CDATA[
+## Architecture
+
+SIA follows a modular architecture centered around an agent that processes context through an LLM to generate actions.
+The system can run in two modes: a standard command-line mode and an interactive web mode for debugging and human feedback.
+
+### ]]>
+ </stdout>
+ <stderr/>
+ </single>
+ <single
+ exit_code="0"
+ id="973d9034-7076-479a-afea-4aaf81b065be"
+ limit="9624">
+ <![CDATA[tail -c +10351 /root/sia/README.md]]>
+ <stdout>
+ <![CDATA[
+### Diagrams
+
+#### Core classes
+
+```mermaid
+classDiagram
+ class SystemMetrics {
+ +SystemMetrics(sample_interval float)
+ +generate_context(context_usage float) ElementTree
+ +stop() void
+ -monitor_loop() void
+ }
+
+ class LLMEngine {
+ +LLMEngine(model_path str)
+ +set_model_path(model_path str) void
+ +infer(system_prompt str, main_context str) Iterator~str~
+ }
+
+ class BaseAgent {
+ <<abstract>>
+ -working_memory: WorkingMemory
+ -metrics: SystemMetrics
+ -llm: LLMEngine
+ -parser: ResponseParser
+ -validator: XMLValidator
+ -action_schema: str
+
+ #_compile_context() str
+ }
+
+ class WorkingMemory {
+ -entries: List~Entry~
+
+ +WorkingMemory()
+ +add_entry(entry Entry) void
+ +remove_entry(id str) void
+ +clear() void
+ +get_entry(id str) Optional~Entry~
+ +get_entries() List~Entry~
+ +get_entries_count() int
+ +get_entries_by_type(type Type) List~Entry~
+ +update() void
+ +generate_context() List~ElementTree~
+ }
+
+ class XMLValidator {
+ +XMLValidator(schema str)
+ +validate(xml str) Optional~str~
+ +get_valid_root_elements() Set~str~
+ }
+
+ class ResponseParser {
+ -io_buffer: IOBuffer
+
+ +ResponseParser(io_buffer IOBuffer)
+ +parse(xml str) Command | Entry
+ }
+
+ class Entry {
+ <<abstract>>
+ +id: str readonly
+ +timestamp: datetime readonly
+
+ +Entry(id str, timestamp datetime)
+ +update() void*
+ +generate_context() ElementTree*
+ +cleanup() void*
+ }
+
+ class IOBuffer {
+ <<interface>>
+ +read() str*
+ +write(content str) void*
+ +buffer_length() int*
+ }
+
+ class Command {
+ <<abstract>>
+ +execute(memory WorkingMemory) CommandResult*
+ }
+
+ SystemMetrics "1" --* "1" BaseAgent
+ LLMEngine "1" --* "1" BaseAgent
+ XMLValidator "1" --* "1" BaseAgent
+ BaseAgent "1" *-- "1" IOBuffer
+ BaseAgent "1" *-- "1" WorkingMemory
+ BaseAgent "1" *-- "1" ResponseParser
+ WorkingMemory "1" *-- "*" Entry
+ ResponseParser ..> Entry
+ ResponseParser ..> Command
+```
+
+#### Standard Agent Flow
+
+```mermaid
+stateDiagram-v2
+ direction LR
+ state "Standard Agent Flow" as standard_agent_flow {
+ [*] --> UpdateSystem: Start
+ UpdateSystem --> CompileContext: Updated Metrics & Size
+ CompileContext --> ProcessLLM
+ ProcessLLM --> ValidateXML: LLM Response
+ ValidateXML --> ParseResponse: Valid XML
+ ValidateXML --> UpdateEntries: Invalid XML\nCreate ParseErrorEntry
+ ParseResponse --> ExecuteCommands: Command
+ ParseResponse --> UpdateEntries: Entry
+ ExecuteCommands --> [*]: Stop Command
+ ExecuteCommands --> UpdateEntries: Delete Command
+ UpdateEntries --> UpdateSystem: Continue Loop
+ }
+```
+
+#### Web Agent
+
+```mermaid
+classDiagram
+ class BaseAgent {
+ <<abstract>>
+ -working_memory: WorkingMemory
+ -metrics: SystemMetrics
+ -llm: LLMEngine
+ -parser: ResponseParser
+ -validator: XMLValidator
+ -action_schema: str
+
+ #_compile_context() str
+ }
+
+ class StandardAgent {
+ +StandardAgent(model_path str, system_prompt str, action_schema str)
+ +run() void
+ }
+
+ class WebAgent {
+ +context: str
+ +response: str readonly
+ +current_state WebAgentState readonly
+ +command_result Optional[CommandResult] readonly
+ +validation_error Optional[str] readonly
+
+ +add_state_change_handler(handler Callable) void
+ +add_response_change_handler(handler Callable) void
+ +approve_context() void
+ +set__response(response str) void
+ +approve_response() void
+ }
+
+ class WebAgentState {
+
+ <<enumeration>>
+ UPDATE
+ CONTEXT_APPROVAL
+ INFERENCE
+ RESPONSE_APPROVAL
+ STOPPED
+ }
+
+ class WebSocketManager {
+ -web_sockets: Set~WebSocket~
+
+ +WebServer(agent WebAgent, io_buffer WebIOBuffer, static_files path, host str, port int)
+ }
+
+ class ClientMessage {
+ <<enumeration>>
+ APPROVE_CONTEXT
+ APPROVE_RESPONSE
+ MODIFY_RESPONSE
+ SEND_INPUT
+ }
+
+ class ServerMessage {
+ <<enumeration>>
+ STATE_CHANGE
+ CONTEXT_UPDATE
+ RESPONSE_UPDATE
+ OUTPUT_UPDATE
+ VALIDATION_ERROR
+ }
+
+ class WebIOBuffer {
+ -stdin_buffer: str
+ -stdout_buffer: str
+
+ +read() str
+ +write(content str) void
+ +buffer_length() int
+ +append_stdin(content str) void
+ +get_stdout() str
+ +clear_stdout() void
+ }
+
+ BaseAgent <|-- WebAgent
+ BaseAgent <|-- StandardAgent
+
+ WebServer --> ClientMessage
+ WebServer --> ServerMessage
+
+ WebServer "1" *-- "1" WebIOBuffer
+ WebServer "1" *-- "1" WebAgent
+ WebAgent "1" *-- "1" WebAgentState
+```
+
+#### Web Agent Flow
+
+```mermaid
+stateDiagram-v2
+ direction LR
+ state "Web Agent Flow" as web_agent_flow {
+ [*] --> UpdateSystem: Start
+ UpdateSystem --> CompileContext: Updated Metrics & Size
+ CompileContext --> WaitForContextApproval: Send Context
+ WaitForContextApproval --> ProcessLLM: Context Approved
+ ProcessLLM --> ValidateXML: LLM Response
+ ValidateXML --> WaitForResponseApproval: Send Validation Result
+ ValidateXML --> UpdateEntries: Invalid XML\nCreate ParseErrorEntry
+
+ WaitForResponseApproval --> ValidateXML: Modified Response
+ WaitForResponseApproval --> ParseResponse: Approved Response
+
+ ParseResponse --> ExecuteCommands: Command
+ ParseResponse --> UpdateEntries: Entry
+
+ ExecuteCommands --> [*]: Stop Command
+ ExecuteCommands --> UpdateEntries: Delete Command
+
+ UpdateEntries --> UpdateSystem: Continue Loop
+ }
+```
+
+#### Entry classes
+
+```mermaid
+classDiagram
+ class Entry {
+ <<abstract>>
+ +id: str readonly
+ +timestamp: datetime readonly
+
+ +Entry(id str, timestamp datetime)
+ +update() void*
+ +generate_context() ElementTree*
+ +cleanup() void*
+ }
+
+ class ScriptEntry {
+ +script: str readonly
+ +stdout: str readonly
+ +stderr: str readonly
+ +exit_code: Optional~int~ readonly
+
+ +Script(script str, id str, timestamp datetime)
+ +update() void
+ +generate_context() ElementTree
+ }
+
+ class RepeatEntry {
+ +script: str readonly
+ +stdout: str readonly
+ +stderr: str readonly
+ +exit_code: Optional~int~ readonly
+
+ +RepeatEntry(script str, id str, timestamp datetime)
+ +update() void
+ +generate_context() ElementTree
+ }
+
+ class ReasoningEntry {
+ +content: str readonly
+
+ +ReasoningEntry(content str, id str, timestamp datetime)
+ +update() void
+ +generate_context() ElementTree
+ }
+
+ class ParseErrorEntry {
+ +content: str readonly
+ +error: str readonly
+
+ +ParseErrorEntry(content str, error str, id str, timestamp datetime)
+ +update() void
+ +generate_context() ElementTree
+ }
+
+ class ReadEntry {
+ +content: str readonly
+
+ +ReadEntry(io_buffer IOBuffer, id str, timestamp datetime)
+ +update() void
+ +generate_context() ElementTree
+ }
+
+ class WriteEntry {
+ +content: str readonly
+
+ +WriteEntry(content str, io_buffer IOBuffer, id str, timestamp datetime)
+ +update() void
+ +generate_context() ElementTree
+ }
+
+ ReasoningEntry --|> Entry
+ ParseErrorEntry --|> Entry
+ ReadEntry --|> Entry
+ Entry <|-- WriteEntry
+ Entry <|-- ScriptEntry
+ Entry <|-- RepeatEntry
+```
+
+#### IO Buffer classes
+
+```mermaid
+classDiagram
+ class IOBuffer {
+ <<interface>>
+ +read() str*
+ +write(content str) void*
+ +buffer_length() int*
+ }
+
+ class StandardIOBuffer {
+ +StandardIOBuffer()
+ +read() str
+ +write(content str) void
+ +buffer_length() int
+ }
+
+ class WebIOBuffer {
+ -stdin_buffer: str
+ -stdout_buffer: str
+
+ +read() str
+ +write(content str) void
+ +buffer_length() int
+ +append_stdin(content str) void
+ +get_stdout() str
+ +clear_stdout() void
+ }
+
+ IOBuffer <|.. WebIOBuffer
+ IOBuffer <|.. StandardIOBuffer
+```
+
+#### Command classes
+
+```mermaid
+classDiagram
+ direction LR
+ class Command {
+ <<abstract>>
+ +execute(memory WorkingMemory) CommandResult*
+ }
+
+ class DeleteCommand {
+ +DeleteCommand(id str)
+ +execute(memory WorkingMemory) CommandResult
+ }
+
+ class StopCommand {
+ +StopCommand()
+ +execute(memory WorkingMemory) CommandResult
+ }
+
+ class CommandResult {
+ +message: str
+ +success: bool
+ +should_stop: bool
+
+ +CommandResult(message str, success bool, should_stop bool)
+ +static success() CommandResult
+ +static failure(message str) CommandResult
+ +static stop() CommandResult
+ }
+
+ Command <|-- DeleteCommand
+ Command <|-- StopCommand
+ Command -- CommandResult
+```
+]]>
+ </stdout>
+ <stderr/>
+ </single>
+ <reasoning id="869e20e9-48ef-4223-b901-09796f4e0627">
+ <![CDATA[
+ The diagrams give a good overview of which classes to expect.
+ I will explore the `/root/sia/sia` directory to see which of these classes are already implemented.
+]]>
+ </reasoning>
+ <single
+ exit_code="0"
+ id="fa7effb0-a1ce-468f-b556-c971f24dca54"
+ limit="10000">
+ <![CDATA[ls -l /root/sia/sia]]>
+ <stdout>
+ <![CDATA[total 172
+-rwxr-xr-x 1 root root 0 Oct 22 11:48 __init__.py
+-rwxr-xr-x 1 root root 4977 Nov 19 14:20 __main__.py
+drwxr-xr-x 2 root root 4096 Nov 20 10:26 __pycache__
+-rwxr-xr-x 1 root root 5943 Nov 15 15:54 auto_approver.py
+-rwxr-xr-x 1 root root 5242 Nov 13 16:31 background_entry.py
+-rwxr-xr-x 1 root root 3072 Nov 19 13:45 base_agent.py
+-rwxr-xr-x 1 root root 722 Nov 4 09:50 command.py
+-rwxr-xr-x 1 root root 1113 Nov 4 09:50 command_result.py
+-rwxr-xr-x 1 root root 5865 Nov 19 13:41 config.py
+-rwxr-xr-x 1 root root 1337 Nov 4 09:50 delete_command.py
+-rwxr-xr-x 1 root root 1537 Nov 4 09:50 entry.py
+-rwxr-xr-x 1 root root 2620 Nov 14 15:16 hf_llm_engine.py
+-rwxr-xr-x 1 root root 1082 Nov 4 09:50 io_buffer.py
+-rwxr-xr-x 1 root root 1683 Nov 19 13:54 iteration_logger.py
+-rwxr-xr-x 1 root root 385 Nov 14 14:21 llm_engine.py
+-rwxr-xr-x 1 root root 4018 Nov 19 14:20 local_llm_engine.py
+-rwxr-xr-x 1 root root 2269 Nov 19 14:20 mistral_llm_engine.py
+-rwxr-xr-x 1 root root 2407 Nov 19 14:20 openai_llm_engine.py
+-rwxr-xr-x 1 root root 1632 Nov 13 15:40 parse_error_entry.py
+-rwxr-xr-x 1 root root 1744 Nov 13 15:39 read_entry.py
+-rwxr-xr-x 1 root root 1323 Nov 13 15:38 reasoning_entry.py
+-rwxr-xr-x 1 root root 4127 Nov 19 14:20 repeat_entry.py
+-rwxr-xr-x 1 root root 5916 Nov 19 14:20 response_parser.py
+-rwxr-xr-x 1 root root 4173 Nov 19 14:20 single_entry.py
+-rwxr-xr-x 1 root root 2074 Nov 4 09:50 standard_io_buffer.py
+-rwxr-xr-x 1 root root 908 Nov 4 09:50 stop_command.py
+-rwxr-xr-x 1 root root 4152 Nov 14 13:36 system_metrics.py
+-rwxr-xr-x 1 root root 2510 Nov 12 16:17 util.py
+-rwxr-xr-x 1 root root 7818 Nov 19 13:54 web_agent.py
+-rwxr-xr-x 1 root root 2039 Nov 12 16:17 web_io_buffer.py
+-rwxr-xr-x 1 root root 6968 Nov 15 12:48 web_socket_manager.py
+-rwxr-xr-x 1 root root 3638 Nov 13 16:35 working_memory.py
+-rwxr-xr-x 1 root root 1688 Nov 13 15:41 write_entry.py
+-rwxr-xr-x 1 root root 3992 Nov 4 09:50 xml_validator.py
+]]>
+ </stdout>
+ <stderr/>
+ </single>
+</context><single limit="3072">cat /root/sia/sia/base_agent.py</single>
\ No newline at end of file
diff --git a/iterations/iteration_20241120_110108_648.xml b/iterations/iteration_20241120_110108_648.xml
new file mode 100644
index 0000000..36ad14c
--- /dev/null
+++ b/iterations/iteration_20241120_110108_648.xml
@@ -0,0 +1,630 @@
+
+<context
+ context="81.34"
+ cpu="0"
+ disk_total="1081101176832"
+ disk_used="125111209984"
+ gpu="0"
+ memory_total="16630431744"
+ memory_used="991567872"
+ stdin="0"
+ time="2024-11-20T10:57:18Z">
+ <read_stdin id="3da7f743-19b7-4738-aaf9-49634618e8f7">
+ <![CDATA[The SIA source is located in /root/sia. Not all features are implemented yet. Look at the readme and code to find what is missing. Make sure to unit test your work.]]>
+ </read_stdin>
+ <single exit_code="0" id="ac690fe5-45d0-4028-8120-107c318977a9">
+ <![CDATA[grep -Eb "^#" /root/sia/README.md]]>
+ <stdout>
+ <![CDATA[0:# SIA - The Self Improving Agent
+668:## Example
+832:### Context
+2323:### Responses
+3462:## Working principles
+3759:### Core Actions
+3953:### Scripts
+4204:#### Single-shot script
+4433:#### Repeat script
+4711:### Use of XML
+5022:#### XML Data Flow
+5705:### The SIA process
+6048:### Server for debuggin and human input
+6619:## Architecture
+6885:### Core Components
+6908:#### Agent Architecture
+7521:#### Working Memory
+8059:#### Command Processing
+8490:#### IO Handling
+8787:### Processing Flow
+8810:#### Standard Agent Flow
+9109:#### Web Agent Flow
+9472:### Web Interface
+9600:#### Server-Client Communication
+9932:#### WebServer Architecture
+10351:### Diagrams
+10367:#### Core classes
+12662:#### Standard Agent Flow
+13387:#### Web Agent
+15536:#### Web Agent Flow
+16522:#### Entry classes
+18459:#### IO Buffer classes
+19156:#### Command classes
+]]>
+ </stdout>
+ <stderr/>
+ </single>
+ <single exit_code="0" id="79f5a8b7-cc57-44c3-b942-c74e3bcabcf8">
+ <![CDATA[head -c 668 /root/sia/README.md]]>
+ <stdout>
+ <![CDATA[# SIA - The Self Improving Agent
+
+SIA is an agentic artificial intelligence system that autonomously completes complex tasks by writing and executing scripts.
+It uses a Large Language Model (LLM) which operates in a loop.
+Each iteration a context is updated with system info and a list of previous reasoning and actions.
+The agent responds with a new reasoning or an action.
+Context, reasoning and actions are stored in a file for each iteration.
+SIA can read past iterations to improve its reasoning and actions.
+It can improve in two ways:
+- By finetuning the LLM with a better reasoning or action for a given context
+- By modifying its own source code
+
+]]>
+ </stdout>
+ <stderr/>
+ </single>
+ <single
+ exit_code="0"
+ id="c0aad1a9-48d4-46cd-bd5f-70230566b442"
+ limit="266"
+ stdout_truncated="true">
+ <![CDATA[tail -c +6619 /root/sia/README.md]]>
+ <stdout>
+ <![CDATA[
+## Architecture
+
+SIA follows a modular architecture centered around an agent that processes context through an LLM to generate actions.
+The system can run in two modes: a standard command-line mode and an interactive web mode for debugging and human feedback.
+
+### ]]>
+ </stdout>
+ <stderr/>
+ </single>
+ <single
+ exit_code="0"
+ id="973d9034-7076-479a-afea-4aaf81b065be"
+ limit="9624">
+ <![CDATA[tail -c +10351 /root/sia/README.md]]>
+ <stdout>
+ <![CDATA[
+### Diagrams
+
+#### Core classes
+
+```mermaid
+classDiagram
+ class SystemMetrics {
+ +SystemMetrics(sample_interval float)
+ +generate_context(context_usage float) ElementTree
+ +stop() void
+ -monitor_loop() void
+ }
+
+ class LLMEngine {
+ +LLMEngine(model_path str)
+ +set_model_path(model_path str) void
+ +infer(system_prompt str, main_context str) Iterator~str~
+ }
+
+ class BaseAgent {
+ <<abstract>>
+ -working_memory: WorkingMemory
+ -metrics: SystemMetrics
+ -llm: LLMEngine
+ -parser: ResponseParser
+ -validator: XMLValidator
+ -action_schema: str
+
+ #_compile_context() str
+ }
+
+ class WorkingMemory {
+ -entries: List~Entry~
+
+ +WorkingMemory()
+ +add_entry(entry Entry) void
+ +remove_entry(id str) void
+ +clear() void
+ +get_entry(id str) Optional~Entry~
+ +get_entries() List~Entry~
+ +get_entries_count() int
+ +get_entries_by_type(type Type) List~Entry~
+ +update() void
+ +generate_context() List~ElementTree~
+ }
+
+ class XMLValidator {
+ +XMLValidator(schema str)
+ +validate(xml str) Optional~str~
+ +get_valid_root_elements() Set~str~
+ }
+
+ class ResponseParser {
+ -io_buffer: IOBuffer
+
+ +ResponseParser(io_buffer IOBuffer)
+ +parse(xml str) Command | Entry
+ }
+
+ class Entry {
+ <<abstract>>
+ +id: str readonly
+ +timestamp: datetime readonly
+
+ +Entry(id str, timestamp datetime)
+ +update() void*
+ +generate_context() ElementTree*
+ +cleanup() void*
+ }
+
+ class IOBuffer {
+ <<interface>>
+ +read() str*
+ +write(content str) void*
+ +buffer_length() int*
+ }
+
+ class Command {
+ <<abstract>>
+ +execute(memory WorkingMemory) CommandResult*
+ }
+
+ SystemMetrics "1" --* "1" BaseAgent
+ LLMEngine "1" --* "1" BaseAgent
+ XMLValidator "1" --* "1" BaseAgent
+ BaseAgent "1" *-- "1" IOBuffer
+ BaseAgent "1" *-- "1" WorkingMemory
+ BaseAgent "1" *-- "1" ResponseParser
+ WorkingMemory "1" *-- "*" Entry
+ ResponseParser ..> Entry
+ ResponseParser ..> Command
+```
+
+#### Standard Agent Flow
+
+```mermaid
+stateDiagram-v2
+ direction LR
+ state "Standard Agent Flow" as standard_agent_flow {
+ [*] --> UpdateSystem: Start
+ UpdateSystem --> CompileContext: Updated Metrics & Size
+ CompileContext --> ProcessLLM
+ ProcessLLM --> ValidateXML: LLM Response
+ ValidateXML --> ParseResponse: Valid XML
+ ValidateXML --> UpdateEntries: Invalid XML\nCreate ParseErrorEntry
+ ParseResponse --> ExecuteCommands: Command
+ ParseResponse --> UpdateEntries: Entry
+ ExecuteCommands --> [*]: Stop Command
+ ExecuteCommands --> UpdateEntries: Delete Command
+ UpdateEntries --> UpdateSystem: Continue Loop
+ }
+```
+
+#### Web Agent
+
+```mermaid
+classDiagram
+ class BaseAgent {
+ <<abstract>>
+ -working_memory: WorkingMemory
+ -metrics: SystemMetrics
+ -llm: LLMEngine
+ -parser: ResponseParser
+ -validator: XMLValidator
+ -action_schema: str
+
+ #_compile_context() str
+ }
+
+ class StandardAgent {
+ +StandardAgent(model_path str, system_prompt str, action_schema str)
+ +run() void
+ }
+
+ class WebAgent {
+ +context: str
+ +response: str readonly
+ +current_state WebAgentState readonly
+ +command_result Optional[CommandResult] readonly
+ +validation_error Optional[str] readonly
+
+ +add_state_change_handler(handler Callable) void
+ +add_response_change_handler(handler Callable) void
+ +approve_context() void
+ +set__response(response str) void
+ +approve_response() void
+ }
+
+ class WebAgentState {
+
+ <<enumeration>>
+ UPDATE
+ CONTEXT_APPROVAL
+ INFERENCE
+ RESPONSE_APPROVAL
+ STOPPED
+ }
+
+ class WebSocketManager {
+ -web_sockets: Set~WebSocket~
+
+ +WebServer(agent WebAgent, io_buffer WebIOBuffer, static_files path, host str, port int)
+ }
+
+ class ClientMessage {
+ <<enumeration>>
+ APPROVE_CONTEXT
+ APPROVE_RESPONSE
+ MODIFY_RESPONSE
+ SEND_INPUT
+ }
+
+ class ServerMessage {
+ <<enumeration>>
+ STATE_CHANGE
+ CONTEXT_UPDATE
+ RESPONSE_UPDATE
+ OUTPUT_UPDATE
+ VALIDATION_ERROR
+ }
+
+ class WebIOBuffer {
+ -stdin_buffer: str
+ -stdout_buffer: str
+
+ +read() str
+ +write(content str) void
+ +buffer_length() int
+ +append_stdin(content str) void
+ +get_stdout() str
+ +clear_stdout() void
+ }
+
+ BaseAgent <|-- WebAgent
+ BaseAgent <|-- StandardAgent
+
+ WebServer --> ClientMessage
+ WebServer --> ServerMessage
+
+ WebServer "1" *-- "1" WebIOBuffer
+ WebServer "1" *-- "1" WebAgent
+ WebAgent "1" *-- "1" WebAgentState
+```
+
+#### Web Agent Flow
+
+```mermaid
+stateDiagram-v2
+ direction LR
+ state "Web Agent Flow" as web_agent_flow {
+ [*] --> UpdateSystem: Start
+ UpdateSystem --> CompileContext: Updated Metrics & Size
+ CompileContext --> WaitForContextApproval: Send Context
+ WaitForContextApproval --> ProcessLLM: Context Approved
+ ProcessLLM --> ValidateXML: LLM Response
+ ValidateXML --> WaitForResponseApproval: Send Validation Result
+ ValidateXML --> UpdateEntries: Invalid XML\nCreate ParseErrorEntry
+
+ WaitForResponseApproval --> ValidateXML: Modified Response
+ WaitForResponseApproval --> ParseResponse: Approved Response
+
+ ParseResponse --> ExecuteCommands: Command
+ ParseResponse --> UpdateEntries: Entry
+
+ ExecuteCommands --> [*]: Stop Command
+ ExecuteCommands --> UpdateEntries: Delete Command
+
+ UpdateEntries --> UpdateSystem: Continue Loop
+ }
+```
+
+#### Entry classes
+
+```mermaid
+classDiagram
+ class Entry {
+ <<abstract>>
+ +id: str readonly
+ +timestamp: datetime readonly
+
+ +Entry(id str, timestamp datetime)
+ +update() void*
+ +generate_context() ElementTree*
+ +cleanup() void*
+ }
+
+ class ScriptEntry {
+ +script: str readonly
+ +stdout: str readonly
+ +stderr: str readonly
+ +exit_code: Optional~int~ readonly
+
+ +Script(script str, id str, timestamp datetime)
+ +update() void
+ +generate_context() ElementTree
+ }
+
+ class RepeatEntry {
+ +script: str readonly
+ +stdout: str readonly
+ +stderr: str readonly
+ +exit_code: Optional~int~ readonly
+
+ +RepeatEntry(script str, id str, timestamp datetime)
+ +update() void
+ +generate_context() ElementTree
+ }
+
+ class ReasoningEntry {
+ +content: str readonly
+
+ +ReasoningEntry(content str, id str, timestamp datetime)
+ +update() void
+ +generate_context() ElementTree
+ }
+
+ class ParseErrorEntry {
+ +content: str readonly
+ +error: str readonly
+
+ +ParseErrorEntry(content str, error str, id str, timestamp datetime)
+ +update() void
+ +generate_context() ElementTree
+ }
+
+ class ReadEntry {
+ +content: str readonly
+
+ +ReadEntry(io_buffer IOBuffer, id str, timestamp datetime)
+ +update() void
+ +generate_context() ElementTree
+ }
+
+ class WriteEntry {
+ +content: str readonly
+
+ +WriteEntry(content str, io_buffer IOBuffer, id str, timestamp datetime)
+ +update() void
+ +generate_context() ElementTree
+ }
+
+ ReasoningEntry --|> Entry
+ ParseErrorEntry --|> Entry
+ ReadEntry --|> Entry
+ Entry <|-- WriteEntry
+ Entry <|-- ScriptEntry
+ Entry <|-- RepeatEntry
+```
+
+#### IO Buffer classes
+
+```mermaid
+classDiagram
+ class IOBuffer {
+ <<interface>>
+ +read() str*
+ +write(content str) void*
+ +buffer_length() int*
+ }
+
+ class StandardIOBuffer {
+ +StandardIOBuffer()
+ +read() str
+ +write(content str) void
+ +buffer_length() int
+ }
+
+ class WebIOBuffer {
+ -stdin_buffer: str
+ -stdout_buffer: str
+
+ +read() str
+ +write(content str) void
+ +buffer_length() int
+ +append_stdin(content str) void
+ +get_stdout() str
+ +clear_stdout() void
+ }
+
+ IOBuffer <|.. WebIOBuffer
+ IOBuffer <|.. StandardIOBuffer
+```
+
+#### Command classes
+
+```mermaid
+classDiagram
+ direction LR
+ class Command {
+ <<abstract>>
+ +execute(memory WorkingMemory) CommandResult*
+ }
+
+ class DeleteCommand {
+ +DeleteCommand(id str)
+ +execute(memory WorkingMemory) CommandResult
+ }
+
+ class StopCommand {
+ +StopCommand()
+ +execute(memory WorkingMemory) CommandResult
+ }
+
+ class CommandResult {
+ +message: str
+ +success: bool
+ +should_stop: bool
+
+ +CommandResult(message str, success bool, should_stop bool)
+ +static success() CommandResult
+ +static failure(message str) CommandResult
+ +static stop() CommandResult
+ }
+
+ Command <|-- DeleteCommand
+ Command <|-- StopCommand
+ Command -- CommandResult
+```
+]]>
+ </stdout>
+ <stderr/>
+ </single>
+ <reasoning id="869e20e9-48ef-4223-b901-09796f4e0627">
+ <![CDATA[
+ The diagrams give a good overview of which classes to expect.
+ I will explore the `/root/sia/sia` directory to see which of these classes are already implemented.
+]]>
+ </reasoning>
+ <single
+ exit_code="0"
+ id="fa7effb0-a1ce-468f-b556-c971f24dca54"
+ limit="10000">
+ <![CDATA[ls -l /root/sia/sia]]>
+ <stdout>
+ <![CDATA[total 172
+-rwxr-xr-x 1 root root 0 Oct 22 11:48 __init__.py
+-rwxr-xr-x 1 root root 4977 Nov 19 14:20 __main__.py
+drwxr-xr-x 2 root root 4096 Nov 20 10:26 __pycache__
+-rwxr-xr-x 1 root root 5943 Nov 15 15:54 auto_approver.py
+-rwxr-xr-x 1 root root 5242 Nov 13 16:31 background_entry.py
+-rwxr-xr-x 1 root root 3072 Nov 19 13:45 base_agent.py
+-rwxr-xr-x 1 root root 722 Nov 4 09:50 command.py
+-rwxr-xr-x 1 root root 1113 Nov 4 09:50 command_result.py
+-rwxr-xr-x 1 root root 5865 Nov 19 13:41 config.py
+-rwxr-xr-x 1 root root 1337 Nov 4 09:50 delete_command.py
+-rwxr-xr-x 1 root root 1537 Nov 4 09:50 entry.py
+-rwxr-xr-x 1 root root 2620 Nov 14 15:16 hf_llm_engine.py
+-rwxr-xr-x 1 root root 1082 Nov 4 09:50 io_buffer.py
+-rwxr-xr-x 1 root root 1683 Nov 19 13:54 iteration_logger.py
+-rwxr-xr-x 1 root root 385 Nov 14 14:21 llm_engine.py
+-rwxr-xr-x 1 root root 4018 Nov 19 14:20 local_llm_engine.py
+-rwxr-xr-x 1 root root 2269 Nov 19 14:20 mistral_llm_engine.py
+-rwxr-xr-x 1 root root 2407 Nov 19 14:20 openai_llm_engine.py
+-rwxr-xr-x 1 root root 1632 Nov 13 15:40 parse_error_entry.py
+-rwxr-xr-x 1 root root 1744 Nov 13 15:39 read_entry.py
+-rwxr-xr-x 1 root root 1323 Nov 13 15:38 reasoning_entry.py
+-rwxr-xr-x 1 root root 4127 Nov 19 14:20 repeat_entry.py
+-rwxr-xr-x 1 root root 5916 Nov 19 14:20 response_parser.py
+-rwxr-xr-x 1 root root 4173 Nov 19 14:20 single_entry.py
+-rwxr-xr-x 1 root root 2074 Nov 4 09:50 standard_io_buffer.py
+-rwxr-xr-x 1 root root 908 Nov 4 09:50 stop_command.py
+-rwxr-xr-x 1 root root 4152 Nov 14 13:36 system_metrics.py
+-rwxr-xr-x 1 root root 2510 Nov 12 16:17 util.py
+-rwxr-xr-x 1 root root 7818 Nov 19 13:54 web_agent.py
+-rwxr-xr-x 1 root root 2039 Nov 12 16:17 web_io_buffer.py
+-rwxr-xr-x 1 root root 6968 Nov 15 12:48 web_socket_manager.py
+-rwxr-xr-x 1 root root 3638 Nov 13 16:35 working_memory.py
+-rwxr-xr-x 1 root root 1688 Nov 13 15:41 write_entry.py
+-rwxr-xr-x 1 root root 3992 Nov 4 09:50 xml_validator.py
+]]>
+ </stdout>
+ <stderr/>
+ </single>
+ <single
+ exit_code="0"
+ id="c83a4145-a43d-4b78-856b-6d81da1fad76"
+ limit="3072">
+ <![CDATA[cat /root/sia/sia/base_agent.py]]>
+ <stdout>
+ <![CDATA[from abc import ABC
+import xml.etree.ElementTree as ET
+
+from .llm_engine import LlmEngine
+from .response_parser import ResponseParser
+from .system_metrics import SystemMetrics
+from .util import pretty_print_element
+from .working_memory import WorkingMemory
+from .xml_validator import XMLValidator
+
+class BaseAgent(ABC):
+ """
+ Abstract base class for SIA agents.
+
+ Provides core functionality for maintaining working memory, system metrics,
+ and coordinating components for LLM inference.
+ """
+
+ def __init__(
+ self,
+ system_prompt: str,
+ action_schema: str,
+ working_memory: WorkingMemory,
+ metrics: SystemMetrics,
+ llm: LlmEngine,
+ validator: XMLValidator,
+ parser: ResponseParser,
+ ):
+ """
+ Initialize agent with required components.
+ """
+ self._system_prompt = system_prompt
+ self._action_schema = action_schema
+ self._working_memory = working_memory
+ self._metrics = metrics
+ self._llm = llm
+ self._validator = validator
+ self._parser = parser
+
+ def __del__(self):
+ """Clean up resources on deletion."""
+ if hasattr(self, '_metrics'):
+ self._metrics.stop()
+
+ @property
+ def system_prompt(self) -> str:
+ """Get the system prompt."""
+ return f"{self._system_prompt}\n{self._action_schema}"
+
+ def _compile_context(self) -> str:
+ """
+ Compile the current context for LLM inference.
+ Includes system metrics and working memory entries.
+
+ Returns:
+ str: Complete context as XML string
+ """
+ memory_context = self._working_memory.generate_context()
+ metrics_data = self._metrics.get_metrics()
+
+ # Create context element
+ context = ET.Element("context")
+ context.set("time", metrics_data["timestamp"])
+ context.set("cpu", str(metrics_data["cpu"]))
+ context.set("gpu", str(metrics_data["gpu"]))
+ context.set("memory_used", str(metrics_data["memory_used"]))
+ context.set("memory_total", str(metrics_data["memory_total"]))
+ context.set("disk_used", str(metrics_data["disk_used"]))
+ context.set("disk_total", str(metrics_data["disk_total"]))
+ context.set("stdin", str(self._parser.io_buffer.buffer_length()))
+ context.set("context", "100")
+
+ for entry in memory_context:
+ context.append(entry)
+
+ context_str = pretty_print_element(context)
+
+ # Calculate token usage percentage
+ token_count = self._llm.token_count(self.system_prompt, context_str)
+ token_limit = self._llm.token_limit()
+ context_usage = (float(token_count) / float(token_limit)) * 100.0
+
+ # Update context usage metric
+ context.set("context", str(round(context_usage, 2)))
+
+ return pretty_print_element(context)]]>
+ </stdout>
+ <stderr/>
+ </single>
+</context><reasoning>
+ Looking at BaseAgent I can see it is a close match to the diagram with some small differences.
+ I will create a notes directory where I will list differences between the schemas and the implementation.
+ I will go over each file or class in the diagram in alphabetical order.
+</reasoning>
\ No newline at end of file
diff --git a/iterations/iteration_20241120_110116_096.xml b/iterations/iteration_20241120_110116_096.xml
new file mode 100644
index 0000000..1df93b7
--- /dev/null
+++ b/iterations/iteration_20241120_110116_096.xml
@@ -0,0 +1,633 @@
+
+<context
+ context="82.52"
+ cpu="0"
+ disk_total="1081101176832"
+ disk_used="125111209984"
+ gpu="0"
+ memory_total="16630431744"
+ memory_used="996315136"
+ stdin="0"
+ time="2024-11-20T11:01:08Z">
+ <read_stdin id="3da7f743-19b7-4738-aaf9-49634618e8f7">
+ <![CDATA[The SIA source is located in /root/sia. Not all features are implemented yet. Look at the readme and code to find what is missing. Make sure to unit test your work.]]>
+ </read_stdin>
+ <single exit_code="0" id="ac690fe5-45d0-4028-8120-107c318977a9">
+ <![CDATA[grep -Eb "^#" /root/sia/README.md]]>
+ <stdout>
+ <![CDATA[0:# SIA - The Self Improving Agent
+668:## Example
+832:### Context
+2323:### Responses
+3462:## Working principles
+3759:### Core Actions
+3953:### Scripts
+4204:#### Single-shot script
+4433:#### Repeat script
+4711:### Use of XML
+5022:#### XML Data Flow
+5705:### The SIA process
+6048:### Server for debuggin and human input
+6619:## Architecture
+6885:### Core Components
+6908:#### Agent Architecture
+7521:#### Working Memory
+8059:#### Command Processing
+8490:#### IO Handling
+8787:### Processing Flow
+8810:#### Standard Agent Flow
+9109:#### Web Agent Flow
+9472:### Web Interface
+9600:#### Server-Client Communication
+9932:#### WebServer Architecture
+10351:### Diagrams
+10367:#### Core classes
+12662:#### Standard Agent Flow
+13387:#### Web Agent
+15536:#### Web Agent Flow
+16522:#### Entry classes
+18459:#### IO Buffer classes
+19156:#### Command classes
+]]>
+ </stdout>
+ <stderr/>
+ </single>
+ <single exit_code="0" id="79f5a8b7-cc57-44c3-b942-c74e3bcabcf8">
+ <![CDATA[head -c 668 /root/sia/README.md]]>
+ <stdout>
+ <![CDATA[# SIA - The Self Improving Agent
+
+SIA is an agentic artificial intelligence system that autonomously completes complex tasks by writing and executing scripts.
+It uses a Large Language Model (LLM) which operates in a loop.
+Each iteration a context is updated with system info and a list of previous reasoning and actions.
+The agent responds with a new reasoning or an action.
+Context, reasoning and actions are stored in a file for each iteration.
+SIA can read past iterations to improve its reasoning and actions.
+It can improve in two ways:
+- By finetuning the LLM with a better reasoning or action for a given context
+- By modifying its own source code
+
+]]>
+ </stdout>
+ <stderr/>
+ </single>
+ <single
+ exit_code="0"
+ id="c0aad1a9-48d4-46cd-bd5f-70230566b442"
+ limit="266"
+ stdout_truncated="true">
+ <![CDATA[tail -c +6619 /root/sia/README.md]]>
+ <stdout>
+ <![CDATA[
+## Architecture
+
+SIA follows a modular architecture centered around an agent that processes context through an LLM to generate actions.
+The system can run in two modes: a standard command-line mode and an interactive web mode for debugging and human feedback.
+
+### ]]>
+ </stdout>
+ <stderr/>
+ </single>
+ <single
+ exit_code="0"
+ id="973d9034-7076-479a-afea-4aaf81b065be"
+ limit="9624">
+ <![CDATA[tail -c +10351 /root/sia/README.md]]>
+ <stdout>
+ <![CDATA[
+### Diagrams
+
+#### Core classes
+
+```mermaid
+classDiagram
+ class SystemMetrics {
+ +SystemMetrics(sample_interval float)
+ +generate_context(context_usage float) ElementTree
+ +stop() void
+ -monitor_loop() void
+ }
+
+ class LLMEngine {
+ +LLMEngine(model_path str)
+ +set_model_path(model_path str) void
+ +infer(system_prompt str, main_context str) Iterator~str~
+ }
+
+ class BaseAgent {
+ <<abstract>>
+ -working_memory: WorkingMemory
+ -metrics: SystemMetrics
+ -llm: LLMEngine
+ -parser: ResponseParser
+ -validator: XMLValidator
+ -action_schema: str
+
+ #_compile_context() str
+ }
+
+ class WorkingMemory {
+ -entries: List~Entry~
+
+ +WorkingMemory()
+ +add_entry(entry Entry) void
+ +remove_entry(id str) void
+ +clear() void
+ +get_entry(id str) Optional~Entry~
+ +get_entries() List~Entry~
+ +get_entries_count() int
+ +get_entries_by_type(type Type) List~Entry~
+ +update() void
+ +generate_context() List~ElementTree~
+ }
+
+ class XMLValidator {
+ +XMLValidator(schema str)
+ +validate(xml str) Optional~str~
+ +get_valid_root_elements() Set~str~
+ }
+
+ class ResponseParser {
+ -io_buffer: IOBuffer
+
+ +ResponseParser(io_buffer IOBuffer)
+ +parse(xml str) Command | Entry
+ }
+
+ class Entry {
+ <<abstract>>
+ +id: str readonly
+ +timestamp: datetime readonly
+
+ +Entry(id str, timestamp datetime)
+ +update() void*
+ +generate_context() ElementTree*
+ +cleanup() void*
+ }
+
+ class IOBuffer {
+ <<interface>>
+ +read() str*
+ +write(content str) void*
+ +buffer_length() int*
+ }
+
+ class Command {
+ <<abstract>>
+ +execute(memory WorkingMemory) CommandResult*
+ }
+
+ SystemMetrics "1" --* "1" BaseAgent
+ LLMEngine "1" --* "1" BaseAgent
+ XMLValidator "1" --* "1" BaseAgent
+ BaseAgent "1" *-- "1" IOBuffer
+ BaseAgent "1" *-- "1" WorkingMemory
+ BaseAgent "1" *-- "1" ResponseParser
+ WorkingMemory "1" *-- "*" Entry
+ ResponseParser ..> Entry
+ ResponseParser ..> Command
+```
+
+#### Standard Agent Flow
+
+```mermaid
+stateDiagram-v2
+ direction LR
+ state "Standard Agent Flow" as standard_agent_flow {
+ [*] --> UpdateSystem: Start
+ UpdateSystem --> CompileContext: Updated Metrics & Size
+ CompileContext --> ProcessLLM
+ ProcessLLM --> ValidateXML: LLM Response
+ ValidateXML --> ParseResponse: Valid XML
+ ValidateXML --> UpdateEntries: Invalid XML\nCreate ParseErrorEntry
+ ParseResponse --> ExecuteCommands: Command
+ ParseResponse --> UpdateEntries: Entry
+ ExecuteCommands --> [*]: Stop Command
+ ExecuteCommands --> UpdateEntries: Delete Command
+ UpdateEntries --> UpdateSystem: Continue Loop
+ }
+```
+
+#### Web Agent
+
+```mermaid
+classDiagram
+ class BaseAgent {
+ <<abstract>>
+ -working_memory: WorkingMemory
+ -metrics: SystemMetrics
+ -llm: LLMEngine
+ -parser: ResponseParser
+ -validator: XMLValidator
+ -action_schema: str
+
+ #_compile_context() str
+ }
+
+ class StandardAgent {
+ +StandardAgent(model_path str, system_prompt str, action_schema str)
+ +run() void
+ }
+
+ class WebAgent {
+ +context: str
+ +response: str readonly
+ +current_state WebAgentState readonly
+ +command_result Optional[CommandResult] readonly
+ +validation_error Optional[str] readonly
+
+ +add_state_change_handler(handler Callable) void
+ +add_response_change_handler(handler Callable) void
+ +approve_context() void
+ +set__response(response str) void
+ +approve_response() void
+ }
+
+ class WebAgentState {
+
+ <<enumeration>>
+ UPDATE
+ CONTEXT_APPROVAL
+ INFERENCE
+ RESPONSE_APPROVAL
+ STOPPED
+ }
+
+ class WebSocketManager {
+ -web_sockets: Set~WebSocket~
+
+ +WebServer(agent WebAgent, io_buffer WebIOBuffer, static_files path, host str, port int)
+ }
+
+ class ClientMessage {
+ <<enumeration>>
+ APPROVE_CONTEXT
+ APPROVE_RESPONSE
+ MODIFY_RESPONSE
+ SEND_INPUT
+ }
+
+ class ServerMessage {
+ <<enumeration>>
+ STATE_CHANGE
+ CONTEXT_UPDATE
+ RESPONSE_UPDATE
+ OUTPUT_UPDATE
+ VALIDATION_ERROR
+ }
+
+ class WebIOBuffer {
+ -stdin_buffer: str
+ -stdout_buffer: str
+
+ +read() str
+ +write(content str) void
+ +buffer_length() int
+ +append_stdin(content str) void
+ +get_stdout() str
+ +clear_stdout() void
+ }
+
+ BaseAgent <|-- WebAgent
+ BaseAgent <|-- StandardAgent
+
+ WebServer --> ClientMessage
+ WebServer --> ServerMessage
+
+ WebServer "1" *-- "1" WebIOBuffer
+ WebServer "1" *-- "1" WebAgent
+ WebAgent "1" *-- "1" WebAgentState
+```
+
+#### Web Agent Flow
+
+```mermaid
+stateDiagram-v2
+ direction LR
+ state "Web Agent Flow" as web_agent_flow {
+ [*] --> UpdateSystem: Start
+ UpdateSystem --> CompileContext: Updated Metrics & Size
+ CompileContext --> WaitForContextApproval: Send Context
+ WaitForContextApproval --> ProcessLLM: Context Approved
+ ProcessLLM --> ValidateXML: LLM Response
+ ValidateXML --> WaitForResponseApproval: Send Validation Result
+ ValidateXML --> UpdateEntries: Invalid XML\nCreate ParseErrorEntry
+
+ WaitForResponseApproval --> ValidateXML: Modified Response
+ WaitForResponseApproval --> ParseResponse: Approved Response
+
+ ParseResponse --> ExecuteCommands: Command
+ ParseResponse --> UpdateEntries: Entry
+
+ ExecuteCommands --> [*]: Stop Command
+ ExecuteCommands --> UpdateEntries: Delete Command
+
+ UpdateEntries --> UpdateSystem: Continue Loop
+ }
+```
+
+#### Entry classes
+
+```mermaid
+classDiagram
+ class Entry {
+ <<abstract>>
+ +id: str readonly
+ +timestamp: datetime readonly
+
+ +Entry(id str, timestamp datetime)
+ +update() void*
+ +generate_context() ElementTree*
+ +cleanup() void*
+ }
+
+ class ScriptEntry {
+ +script: str readonly
+ +stdout: str readonly
+ +stderr: str readonly
+ +exit_code: Optional~int~ readonly
+
+ +Script(script str, id str, timestamp datetime)
+ +update() void
+ +generate_context() ElementTree
+ }
+
+ class RepeatEntry {
+ +script: str readonly
+ +stdout: str readonly
+ +stderr: str readonly
+ +exit_code: Optional~int~ readonly
+
+ +RepeatEntry(script str, id str, timestamp datetime)
+ +update() void
+ +generate_context() ElementTree
+ }
+
+ class ReasoningEntry {
+ +content: str readonly
+
+ +ReasoningEntry(content str, id str, timestamp datetime)
+ +update() void
+ +generate_context() ElementTree
+ }
+
+ class ParseErrorEntry {
+ +content: str readonly
+ +error: str readonly
+
+ +ParseErrorEntry(content str, error str, id str, timestamp datetime)
+ +update() void
+ +generate_context() ElementTree
+ }
+
+ class ReadEntry {
+ +content: str readonly
+
+ +ReadEntry(io_buffer IOBuffer, id str, timestamp datetime)
+ +update() void
+ +generate_context() ElementTree
+ }
+
+ class WriteEntry {
+ +content: str readonly
+
+ +WriteEntry(content str, io_buffer IOBuffer, id str, timestamp datetime)
+ +update() void
+ +generate_context() ElementTree
+ }
+
+ ReasoningEntry --|> Entry
+ ParseErrorEntry --|> Entry
+ ReadEntry --|> Entry
+ Entry <|-- WriteEntry
+ Entry <|-- ScriptEntry
+ Entry <|-- RepeatEntry
+```
+
+#### IO Buffer classes
+
+```mermaid
+classDiagram
+ class IOBuffer {
+ <<interface>>
+ +read() str*
+ +write(content str) void*
+ +buffer_length() int*
+ }
+
+ class StandardIOBuffer {
+ +StandardIOBuffer()
+ +read() str
+ +write(content str) void
+ +buffer_length() int
+ }
+
+ class WebIOBuffer {
+ -stdin_buffer: str
+ -stdout_buffer: str
+
+ +read() str
+ +write(content str) void
+ +buffer_length() int
+ +append_stdin(content str) void
+ +get_stdout() str
+ +clear_stdout() void
+ }
+
+ IOBuffer <|.. WebIOBuffer
+ IOBuffer <|.. StandardIOBuffer
+```
+
+#### Command classes
+
+```mermaid
+classDiagram
+ direction LR
+ class Command {
+ <<abstract>>
+ +execute(memory WorkingMemory) CommandResult*
+ }
+
+ class DeleteCommand {
+ +DeleteCommand(id str)
+ +execute(memory WorkingMemory) CommandResult
+ }
+
+ class StopCommand {
+ +StopCommand()
+ +execute(memory WorkingMemory) CommandResult
+ }
+
+ class CommandResult {
+ +message: str
+ +success: bool
+ +should_stop: bool
+
+ +CommandResult(message str, success bool, should_stop bool)
+ +static success() CommandResult
+ +static failure(message str) CommandResult
+ +static stop() CommandResult
+ }
+
+ Command <|-- DeleteCommand
+ Command <|-- StopCommand
+ Command -- CommandResult
+```
+]]>
+ </stdout>
+ <stderr/>
+ </single>
+ <reasoning id="869e20e9-48ef-4223-b901-09796f4e0627">
+ <![CDATA[
+ The diagrams give a good overview of which classes to expect.
+ I will explore the `/root/sia/sia` directory to see which of these classes are already implemented.
+]]>
+ </reasoning>
+ <single
+ exit_code="0"
+ id="fa7effb0-a1ce-468f-b556-c971f24dca54"
+ limit="10000">
+ <![CDATA[ls -l /root/sia/sia]]>
+ <stdout>
+ <![CDATA[total 172
+-rwxr-xr-x 1 root root 0 Oct 22 11:48 __init__.py
+-rwxr-xr-x 1 root root 4977 Nov 19 14:20 __main__.py
+drwxr-xr-x 2 root root 4096 Nov 20 10:26 __pycache__
+-rwxr-xr-x 1 root root 5943 Nov 15 15:54 auto_approver.py
+-rwxr-xr-x 1 root root 5242 Nov 13 16:31 background_entry.py
+-rwxr-xr-x 1 root root 3072 Nov 19 13:45 base_agent.py
+-rwxr-xr-x 1 root root 722 Nov 4 09:50 command.py
+-rwxr-xr-x 1 root root 1113 Nov 4 09:50 command_result.py
+-rwxr-xr-x 1 root root 5865 Nov 19 13:41 config.py
+-rwxr-xr-x 1 root root 1337 Nov 4 09:50 delete_command.py
+-rwxr-xr-x 1 root root 1537 Nov 4 09:50 entry.py
+-rwxr-xr-x 1 root root 2620 Nov 14 15:16 hf_llm_engine.py
+-rwxr-xr-x 1 root root 1082 Nov 4 09:50 io_buffer.py
+-rwxr-xr-x 1 root root 1683 Nov 19 13:54 iteration_logger.py
+-rwxr-xr-x 1 root root 385 Nov 14 14:21 llm_engine.py
+-rwxr-xr-x 1 root root 4018 Nov 19 14:20 local_llm_engine.py
+-rwxr-xr-x 1 root root 2269 Nov 19 14:20 mistral_llm_engine.py
+-rwxr-xr-x 1 root root 2407 Nov 19 14:20 openai_llm_engine.py
+-rwxr-xr-x 1 root root 1632 Nov 13 15:40 parse_error_entry.py
+-rwxr-xr-x 1 root root 1744 Nov 13 15:39 read_entry.py
+-rwxr-xr-x 1 root root 1323 Nov 13 15:38 reasoning_entry.py
+-rwxr-xr-x 1 root root 4127 Nov 19 14:20 repeat_entry.py
+-rwxr-xr-x 1 root root 5916 Nov 19 14:20 response_parser.py
+-rwxr-xr-x 1 root root 4173 Nov 19 14:20 single_entry.py
+-rwxr-xr-x 1 root root 2074 Nov 4 09:50 standard_io_buffer.py
+-rwxr-xr-x 1 root root 908 Nov 4 09:50 stop_command.py
+-rwxr-xr-x 1 root root 4152 Nov 14 13:36 system_metrics.py
+-rwxr-xr-x 1 root root 2510 Nov 12 16:17 util.py
+-rwxr-xr-x 1 root root 7818 Nov 19 13:54 web_agent.py
+-rwxr-xr-x 1 root root 2039 Nov 12 16:17 web_io_buffer.py
+-rwxr-xr-x 1 root root 6968 Nov 15 12:48 web_socket_manager.py
+-rwxr-xr-x 1 root root 3638 Nov 13 16:35 working_memory.py
+-rwxr-xr-x 1 root root 1688 Nov 13 15:41 write_entry.py
+-rwxr-xr-x 1 root root 3992 Nov 4 09:50 xml_validator.py
+]]>
+ </stdout>
+ <stderr/>
+ </single>
+ <single
+ exit_code="0"
+ id="c83a4145-a43d-4b78-856b-6d81da1fad76"
+ limit="3072">
+ <![CDATA[cat /root/sia/sia/base_agent.py]]>
+ <stdout>
+ <![CDATA[from abc import ABC
+import xml.etree.ElementTree as ET
+
+from .llm_engine import LlmEngine
+from .response_parser import ResponseParser
+from .system_metrics import SystemMetrics
+from .util import pretty_print_element
+from .working_memory import WorkingMemory
+from .xml_validator import XMLValidator
+
+class BaseAgent(ABC):
+ """
+ Abstract base class for SIA agents.
+
+ Provides core functionality for maintaining working memory, system metrics,
+ and coordinating components for LLM inference.
+ """
+
+ def __init__(
+ self,
+ system_prompt: str,
+ action_schema: str,
+ working_memory: WorkingMemory,
+ metrics: SystemMetrics,
+ llm: LlmEngine,
+ validator: XMLValidator,
+ parser: ResponseParser,
+ ):
+ """
+ Initialize agent with required components.
+ """
+ self._system_prompt = system_prompt
+ self._action_schema = action_schema
+ self._working_memory = working_memory
+ self._metrics = metrics
+ self._llm = llm
+ self._validator = validator
+ self._parser = parser
+
+ def __del__(self):
+ """Clean up resources on deletion."""
+ if hasattr(self, '_metrics'):
+ self._metrics.stop()
+
+ @property
+ def system_prompt(self) -> str:
+ """Get the system prompt."""
+ return f"{self._system_prompt}\n{self._action_schema}"
+
+ def _compile_context(self) -> str:
+ """
+ Compile the current context for LLM inference.
+ Includes system metrics and working memory entries.
+
+ Returns:
+ str: Complete context as XML string
+ """
+ memory_context = self._working_memory.generate_context()
+ metrics_data = self._metrics.get_metrics()
+
+ # Create context element
+ context = ET.Element("context")
+ context.set("time", metrics_data["timestamp"])
+ context.set("cpu", str(metrics_data["cpu"]))
+ context.set("gpu", str(metrics_data["gpu"]))
+ context.set("memory_used", str(metrics_data["memory_used"]))
+ context.set("memory_total", str(metrics_data["memory_total"]))
+ context.set("disk_used", str(metrics_data["disk_used"]))
+ context.set("disk_total", str(metrics_data["disk_total"]))
+ context.set("stdin", str(self._parser.io_buffer.buffer_length()))
+ context.set("context", "100")
+
+ for entry in memory_context:
+ context.append(entry)
+
+ context_str = pretty_print_element(context)
+
+ # Calculate token usage percentage
+ token_count = self._llm.token_count(self.system_prompt, context_str)
+ token_limit = self._llm.token_limit()
+ context_usage = (float(token_count) / float(token_limit)) * 100.0
+
+ # Update context usage metric
+ context.set("context", str(round(context_usage, 2)))
+
+ return pretty_print_element(context)]]>
+ </stdout>
+ <stderr/>
+ </single>
+ <reasoning id="addd6ca0-9623-474e-88f1-6d9cfa6d5a85">
+ <![CDATA[
+ Looking at BaseAgent I can see it is a close match to the diagram with some small differences.
+ I will create a notes directory where I will list differences between the schemas and the implementation.
+ I will go over each file or class in the diagram in alphabetical order.
+]]>
+ </reasoning>
+</context><single>mkdir /root/sia/notes</single>
\ No newline at end of file
diff --git a/iterations/iteration_20241120_110239_478.xml b/iterations/iteration_20241120_110239_478.xml
new file mode 100644
index 0000000..33f022d
--- /dev/null
+++ b/iterations/iteration_20241120_110239_478.xml
@@ -0,0 +1,638 @@
+
+<context
+ context="83.34"
+ cpu="0"
+ disk_total="1081101176832"
+ disk_used="125111214080"
+ gpu="0"
+ memory_total="16630431744"
+ memory_used="994213888"
+ stdin="0"
+ time="2024-11-20T11:01:16Z">
+ <read_stdin id="3da7f743-19b7-4738-aaf9-49634618e8f7">
+ <![CDATA[The SIA source is located in /root/sia. Not all features are implemented yet. Look at the readme and code to find what is missing. Make sure to unit test your work.]]>
+ </read_stdin>
+ <single exit_code="0" id="ac690fe5-45d0-4028-8120-107c318977a9">
+ <![CDATA[grep -Eb "^#" /root/sia/README.md]]>
+ <stdout>
+ <![CDATA[0:# SIA - The Self Improving Agent
+668:## Example
+832:### Context
+2323:### Responses
+3462:## Working principles
+3759:### Core Actions
+3953:### Scripts
+4204:#### Single-shot script
+4433:#### Repeat script
+4711:### Use of XML
+5022:#### XML Data Flow
+5705:### The SIA process
+6048:### Server for debuggin and human input
+6619:## Architecture
+6885:### Core Components
+6908:#### Agent Architecture
+7521:#### Working Memory
+8059:#### Command Processing
+8490:#### IO Handling
+8787:### Processing Flow
+8810:#### Standard Agent Flow
+9109:#### Web Agent Flow
+9472:### Web Interface
+9600:#### Server-Client Communication
+9932:#### WebServer Architecture
+10351:### Diagrams
+10367:#### Core classes
+12662:#### Standard Agent Flow
+13387:#### Web Agent
+15536:#### Web Agent Flow
+16522:#### Entry classes
+18459:#### IO Buffer classes
+19156:#### Command classes
+]]>
+ </stdout>
+ <stderr/>
+ </single>
+ <single exit_code="0" id="79f5a8b7-cc57-44c3-b942-c74e3bcabcf8">
+ <![CDATA[head -c 668 /root/sia/README.md]]>
+ <stdout>
+ <![CDATA[# SIA - The Self Improving Agent
+
+SIA is an agentic artificial intelligence system that autonomously completes complex tasks by writing and executing scripts.
+It uses a Large Language Model (LLM) which operates in a loop.
+Each iteration a context is updated with system info and a list of previous reasoning and actions.
+The agent responds with a new reasoning or an action.
+Context, reasoning and actions are stored in a file for each iteration.
+SIA can read past iterations to improve its reasoning and actions.
+It can improve in two ways:
+- By finetuning the LLM with a better reasoning or action for a given context
+- By modifying its own source code
+
+]]>
+ </stdout>
+ <stderr/>
+ </single>
+ <single
+ exit_code="0"
+ id="c0aad1a9-48d4-46cd-bd5f-70230566b442"
+ limit="266"
+ stdout_truncated="true">
+ <![CDATA[tail -c +6619 /root/sia/README.md]]>
+ <stdout>
+ <![CDATA[
+## Architecture
+
+SIA follows a modular architecture centered around an agent that processes context through an LLM to generate actions.
+The system can run in two modes: a standard command-line mode and an interactive web mode for debugging and human feedback.
+
+### ]]>
+ </stdout>
+ <stderr/>
+ </single>
+ <single
+ exit_code="0"
+ id="973d9034-7076-479a-afea-4aaf81b065be"
+ limit="9624">
+ <![CDATA[tail -c +10351 /root/sia/README.md]]>
+ <stdout>
+ <![CDATA[
+### Diagrams
+
+#### Core classes
+
+```mermaid
+classDiagram
+ class SystemMetrics {
+ +SystemMetrics(sample_interval float)
+ +generate_context(context_usage float) ElementTree
+ +stop() void
+ -monitor_loop() void
+ }
+
+ class LLMEngine {
+ +LLMEngine(model_path str)
+ +set_model_path(model_path str) void
+ +infer(system_prompt str, main_context str) Iterator~str~
+ }
+
+ class BaseAgent {
+ <<abstract>>
+ -working_memory: WorkingMemory
+ -metrics: SystemMetrics
+ -llm: LLMEngine
+ -parser: ResponseParser
+ -validator: XMLValidator
+ -action_schema: str
+
+ #_compile_context() str
+ }
+
+ class WorkingMemory {
+ -entries: List~Entry~
+
+ +WorkingMemory()
+ +add_entry(entry Entry) void
+ +remove_entry(id str) void
+ +clear() void
+ +get_entry(id str) Optional~Entry~
+ +get_entries() List~Entry~
+ +get_entries_count() int
+ +get_entries_by_type(type Type) List~Entry~
+ +update() void
+ +generate_context() List~ElementTree~
+ }
+
+ class XMLValidator {
+ +XMLValidator(schema str)
+ +validate(xml str) Optional~str~
+ +get_valid_root_elements() Set~str~
+ }
+
+ class ResponseParser {
+ -io_buffer: IOBuffer
+
+ +ResponseParser(io_buffer IOBuffer)
+ +parse(xml str) Command | Entry
+ }
+
+ class Entry {
+ <<abstract>>
+ +id: str readonly
+ +timestamp: datetime readonly
+
+ +Entry(id str, timestamp datetime)
+ +update() void*
+ +generate_context() ElementTree*
+ +cleanup() void*
+ }
+
+ class IOBuffer {
+ <<interface>>
+ +read() str*
+ +write(content str) void*
+ +buffer_length() int*
+ }
+
+ class Command {
+ <<abstract>>
+ +execute(memory WorkingMemory) CommandResult*
+ }
+
+ SystemMetrics "1" --* "1" BaseAgent
+ LLMEngine "1" --* "1" BaseAgent
+ XMLValidator "1" --* "1" BaseAgent
+ BaseAgent "1" *-- "1" IOBuffer
+ BaseAgent "1" *-- "1" WorkingMemory
+ BaseAgent "1" *-- "1" ResponseParser
+ WorkingMemory "1" *-- "*" Entry
+ ResponseParser ..> Entry
+ ResponseParser ..> Command
+```
+
+#### Standard Agent Flow
+
+```mermaid
+stateDiagram-v2
+ direction LR
+ state "Standard Agent Flow" as standard_agent_flow {
+ [*] --> UpdateSystem: Start
+ UpdateSystem --> CompileContext: Updated Metrics & Size
+ CompileContext --> ProcessLLM
+ ProcessLLM --> ValidateXML: LLM Response
+ ValidateXML --> ParseResponse: Valid XML
+ ValidateXML --> UpdateEntries: Invalid XML\nCreate ParseErrorEntry
+ ParseResponse --> ExecuteCommands: Command
+ ParseResponse --> UpdateEntries: Entry
+ ExecuteCommands --> [*]: Stop Command
+ ExecuteCommands --> UpdateEntries: Delete Command
+ UpdateEntries --> UpdateSystem: Continue Loop
+ }
+```
+
+#### Web Agent
+
+```mermaid
+classDiagram
+ class BaseAgent {
+ <<abstract>>
+ -working_memory: WorkingMemory
+ -metrics: SystemMetrics
+ -llm: LLMEngine
+ -parser: ResponseParser
+ -validator: XMLValidator
+ -action_schema: str
+
+ #_compile_context() str
+ }
+
+ class StandardAgent {
+ +StandardAgent(model_path str, system_prompt str, action_schema str)
+ +run() void
+ }
+
+ class WebAgent {
+ +context: str
+ +response: str readonly
+ +current_state WebAgentState readonly
+ +command_result Optional[CommandResult] readonly
+ +validation_error Optional[str] readonly
+
+ +add_state_change_handler(handler Callable) void
+ +add_response_change_handler(handler Callable) void
+ +approve_context() void
+ +set__response(response str) void
+ +approve_response() void
+ }
+
+ class WebAgentState {
+
+ <<enumeration>>
+ UPDATE
+ CONTEXT_APPROVAL
+ INFERENCE
+ RESPONSE_APPROVAL
+ STOPPED
+ }
+
+ class WebSocketManager {
+ -web_sockets: Set~WebSocket~
+
+ +WebServer(agent WebAgent, io_buffer WebIOBuffer, static_files path, host str, port int)
+ }
+
+ class ClientMessage {
+ <<enumeration>>
+ APPROVE_CONTEXT
+ APPROVE_RESPONSE
+ MODIFY_RESPONSE
+ SEND_INPUT
+ }
+
+ class ServerMessage {
+ <<enumeration>>
+ STATE_CHANGE
+ CONTEXT_UPDATE
+ RESPONSE_UPDATE
+ OUTPUT_UPDATE
+ VALIDATION_ERROR
+ }
+
+ class WebIOBuffer {
+ -stdin_buffer: str
+ -stdout_buffer: str
+
+ +read() str
+ +write(content str) void
+ +buffer_length() int
+ +append_stdin(content str) void
+ +get_stdout() str
+ +clear_stdout() void
+ }
+
+ BaseAgent <|-- WebAgent
+ BaseAgent <|-- StandardAgent
+
+ WebServer --> ClientMessage
+ WebServer --> ServerMessage
+
+ WebServer "1" *-- "1" WebIOBuffer
+ WebServer "1" *-- "1" WebAgent
+ WebAgent "1" *-- "1" WebAgentState
+```
+
+#### Web Agent Flow
+
+```mermaid
+stateDiagram-v2
+ direction LR
+ state "Web Agent Flow" as web_agent_flow {
+ [*] --> UpdateSystem: Start
+ UpdateSystem --> CompileContext: Updated Metrics & Size
+ CompileContext --> WaitForContextApproval: Send Context
+ WaitForContextApproval --> ProcessLLM: Context Approved
+ ProcessLLM --> ValidateXML: LLM Response
+ ValidateXML --> WaitForResponseApproval: Send Validation Result
+ ValidateXML --> UpdateEntries: Invalid XML\nCreate ParseErrorEntry
+
+ WaitForResponseApproval --> ValidateXML: Modified Response
+ WaitForResponseApproval --> ParseResponse: Approved Response
+
+ ParseResponse --> ExecuteCommands: Command
+ ParseResponse --> UpdateEntries: Entry
+
+ ExecuteCommands --> [*]: Stop Command
+ ExecuteCommands --> UpdateEntries: Delete Command
+
+ UpdateEntries --> UpdateSystem: Continue Loop
+ }
+```
+
+#### Entry classes
+
+```mermaid
+classDiagram
+ class Entry {
+ <<abstract>>
+ +id: str readonly
+ +timestamp: datetime readonly
+
+ +Entry(id str, timestamp datetime)
+ +update() void*
+ +generate_context() ElementTree*
+ +cleanup() void*
+ }
+
+ class ScriptEntry {
+ +script: str readonly
+ +stdout: str readonly
+ +stderr: str readonly
+ +exit_code: Optional~int~ readonly
+
+ +Script(script str, id str, timestamp datetime)
+ +update() void
+ +generate_context() ElementTree
+ }
+
+ class RepeatEntry {
+ +script: str readonly
+ +stdout: str readonly
+ +stderr: str readonly
+ +exit_code: Optional~int~ readonly
+
+ +RepeatEntry(script str, id str, timestamp datetime)
+ +update() void
+ +generate_context() ElementTree
+ }
+
+ class ReasoningEntry {
+ +content: str readonly
+
+ +ReasoningEntry(content str, id str, timestamp datetime)
+ +update() void
+ +generate_context() ElementTree
+ }
+
+ class ParseErrorEntry {
+ +content: str readonly
+ +error: str readonly
+
+ +ParseErrorEntry(content str, error str, id str, timestamp datetime)
+ +update() void
+ +generate_context() ElementTree
+ }
+
+ class ReadEntry {
+ +content: str readonly
+
+ +ReadEntry(io_buffer IOBuffer, id str, timestamp datetime)
+ +update() void
+ +generate_context() ElementTree
+ }
+
+ class WriteEntry {
+ +content: str readonly
+
+ +WriteEntry(content str, io_buffer IOBuffer, id str, timestamp datetime)
+ +update() void
+ +generate_context() ElementTree
+ }
+
+ ReasoningEntry --|> Entry
+ ParseErrorEntry --|> Entry
+ ReadEntry --|> Entry
+ Entry <|-- WriteEntry
+ Entry <|-- ScriptEntry
+ Entry <|-- RepeatEntry
+```
+
+#### IO Buffer classes
+
+```mermaid
+classDiagram
+ class IOBuffer {
+ <<interface>>
+ +read() str*
+ +write(content str) void*
+ +buffer_length() int*
+ }
+
+ class StandardIOBuffer {
+ +StandardIOBuffer()
+ +read() str
+ +write(content str) void
+ +buffer_length() int
+ }
+
+ class WebIOBuffer {
+ -stdin_buffer: str
+ -stdout_buffer: str
+
+ +read() str
+ +write(content str) void
+ +buffer_length() int
+ +append_stdin(content str) void
+ +get_stdout() str
+ +clear_stdout() void
+ }
+
+ IOBuffer <|.. WebIOBuffer
+ IOBuffer <|.. StandardIOBuffer
+```
+
+#### Command classes
+
+```mermaid
+classDiagram
+ direction LR
+ class Command {
+ <<abstract>>
+ +execute(memory WorkingMemory) CommandResult*
+ }
+
+ class DeleteCommand {
+ +DeleteCommand(id str)
+ +execute(memory WorkingMemory) CommandResult
+ }
+
+ class StopCommand {
+ +StopCommand()
+ +execute(memory WorkingMemory) CommandResult
+ }
+
+ class CommandResult {
+ +message: str
+ +success: bool
+ +should_stop: bool
+
+ +CommandResult(message str, success bool, should_stop bool)
+ +static success() CommandResult
+ +static failure(message str) CommandResult
+ +static stop() CommandResult
+ }
+
+ Command <|-- DeleteCommand
+ Command <|-- StopCommand
+ Command -- CommandResult
+```
+]]>
+ </stdout>
+ <stderr/>
+ </single>
+ <reasoning id="869e20e9-48ef-4223-b901-09796f4e0627">
+ <![CDATA[
+ The diagrams give a good overview of which classes to expect.
+ I will explore the `/root/sia/sia` directory to see which of these classes are already implemented.
+]]>
+ </reasoning>
+ <single
+ exit_code="0"
+ id="fa7effb0-a1ce-468f-b556-c971f24dca54"
+ limit="10000">
+ <![CDATA[ls -l /root/sia/sia]]>
+ <stdout>
+ <![CDATA[total 172
+-rwxr-xr-x 1 root root 0 Oct 22 11:48 __init__.py
+-rwxr-xr-x 1 root root 4977 Nov 19 14:20 __main__.py
+drwxr-xr-x 2 root root 4096 Nov 20 10:26 __pycache__
+-rwxr-xr-x 1 root root 5943 Nov 15 15:54 auto_approver.py
+-rwxr-xr-x 1 root root 5242 Nov 13 16:31 background_entry.py
+-rwxr-xr-x 1 root root 3072 Nov 19 13:45 base_agent.py
+-rwxr-xr-x 1 root root 722 Nov 4 09:50 command.py
+-rwxr-xr-x 1 root root 1113 Nov 4 09:50 command_result.py
+-rwxr-xr-x 1 root root 5865 Nov 19 13:41 config.py
+-rwxr-xr-x 1 root root 1337 Nov 4 09:50 delete_command.py
+-rwxr-xr-x 1 root root 1537 Nov 4 09:50 entry.py
+-rwxr-xr-x 1 root root 2620 Nov 14 15:16 hf_llm_engine.py
+-rwxr-xr-x 1 root root 1082 Nov 4 09:50 io_buffer.py
+-rwxr-xr-x 1 root root 1683 Nov 19 13:54 iteration_logger.py
+-rwxr-xr-x 1 root root 385 Nov 14 14:21 llm_engine.py
+-rwxr-xr-x 1 root root 4018 Nov 19 14:20 local_llm_engine.py
+-rwxr-xr-x 1 root root 2269 Nov 19 14:20 mistral_llm_engine.py
+-rwxr-xr-x 1 root root 2407 Nov 19 14:20 openai_llm_engine.py
+-rwxr-xr-x 1 root root 1632 Nov 13 15:40 parse_error_entry.py
+-rwxr-xr-x 1 root root 1744 Nov 13 15:39 read_entry.py
+-rwxr-xr-x 1 root root 1323 Nov 13 15:38 reasoning_entry.py
+-rwxr-xr-x 1 root root 4127 Nov 19 14:20 repeat_entry.py
+-rwxr-xr-x 1 root root 5916 Nov 19 14:20 response_parser.py
+-rwxr-xr-x 1 root root 4173 Nov 19 14:20 single_entry.py
+-rwxr-xr-x 1 root root 2074 Nov 4 09:50 standard_io_buffer.py
+-rwxr-xr-x 1 root root 908 Nov 4 09:50 stop_command.py
+-rwxr-xr-x 1 root root 4152 Nov 14 13:36 system_metrics.py
+-rwxr-xr-x 1 root root 2510 Nov 12 16:17 util.py
+-rwxr-xr-x 1 root root 7818 Nov 19 13:54 web_agent.py
+-rwxr-xr-x 1 root root 2039 Nov 12 16:17 web_io_buffer.py
+-rwxr-xr-x 1 root root 6968 Nov 15 12:48 web_socket_manager.py
+-rwxr-xr-x 1 root root 3638 Nov 13 16:35 working_memory.py
+-rwxr-xr-x 1 root root 1688 Nov 13 15:41 write_entry.py
+-rwxr-xr-x 1 root root 3992 Nov 4 09:50 xml_validator.py
+]]>
+ </stdout>
+ <stderr/>
+ </single>
+ <single
+ exit_code="0"
+ id="c83a4145-a43d-4b78-856b-6d81da1fad76"
+ limit="3072">
+ <![CDATA[cat /root/sia/sia/base_agent.py]]>
+ <stdout>
+ <![CDATA[from abc import ABC
+import xml.etree.ElementTree as ET
+
+from .llm_engine import LlmEngine
+from .response_parser import ResponseParser
+from .system_metrics import SystemMetrics
+from .util import pretty_print_element
+from .working_memory import WorkingMemory
+from .xml_validator import XMLValidator
+
+class BaseAgent(ABC):
+ """
+ Abstract base class for SIA agents.
+
+ Provides core functionality for maintaining working memory, system metrics,
+ and coordinating components for LLM inference.
+ """
+
+ def __init__(
+ self,
+ system_prompt: str,
+ action_schema: str,
+ working_memory: WorkingMemory,
+ metrics: SystemMetrics,
+ llm: LlmEngine,
+ validator: XMLValidator,
+ parser: ResponseParser,
+ ):
+ """
+ Initialize agent with required components.
+ """
+ self._system_prompt = system_prompt
+ self._action_schema = action_schema
+ self._working_memory = working_memory
+ self._metrics = metrics
+ self._llm = llm
+ self._validator = validator
+ self._parser = parser
+
+ def __del__(self):
+ """Clean up resources on deletion."""
+ if hasattr(self, '_metrics'):
+ self._metrics.stop()
+
+ @property
+ def system_prompt(self) -> str:
+ """Get the system prompt."""
+ return f"{self._system_prompt}\n{self._action_schema}"
+
+ def _compile_context(self) -> str:
+ """
+ Compile the current context for LLM inference.
+ Includes system metrics and working memory entries.
+
+ Returns:
+ str: Complete context as XML string
+ """
+ memory_context = self._working_memory.generate_context()
+ metrics_data = self._metrics.get_metrics()
+
+ # Create context element
+ context = ET.Element("context")
+ context.set("time", metrics_data["timestamp"])
+ context.set("cpu", str(metrics_data["cpu"]))
+ context.set("gpu", str(metrics_data["gpu"]))
+ context.set("memory_used", str(metrics_data["memory_used"]))
+ context.set("memory_total", str(metrics_data["memory_total"]))
+ context.set("disk_used", str(metrics_data["disk_used"]))
+ context.set("disk_total", str(metrics_data["disk_total"]))
+ context.set("stdin", str(self._parser.io_buffer.buffer_length()))
+ context.set("context", "100")
+
+ for entry in memory_context:
+ context.append(entry)
+
+ context_str = pretty_print_element(context)
+
+ # Calculate token usage percentage
+ token_count = self._llm.token_count(self.system_prompt, context_str)
+ token_limit = self._llm.token_limit()
+ context_usage = (float(token_count) / float(token_limit)) * 100.0
+
+ # Update context usage metric
+ context.set("context", str(round(context_usage, 2)))
+
+ return pretty_print_element(context)]]>
+ </stdout>
+ <stderr/>
+ </single>
+ <reasoning id="addd6ca0-9623-474e-88f1-6d9cfa6d5a85">
+ <![CDATA[
+ Looking at BaseAgent I can see it is a close match to the diagram with some small differences.
+ I will create a notes directory where I will list differences between the schemas and the implementation.
+ I will go over each file or class in the diagram in alphabetical order.
+]]>
+ </reasoning>
+ <single exit_code="0" id="a9a8e48a-6c5f-42d3-884d-a616921a2a52">
+ <![CDATA[mkdir /root/sia/notes]]>
+ <stdout/>
+ <stderr/>
+ </single>
+</context><repeat>tail -v -n +1 /root/sia/notes/*</repeat>
\ No newline at end of file
diff --git a/iterations/iteration_20241120_110710_079.xml b/iterations/iteration_20241120_110710_079.xml
new file mode 100644
index 0000000..51246d5
--- /dev/null
+++ b/iterations/iteration_20241120_110710_079.xml
@@ -0,0 +1,651 @@
+
+<context
+ context="84.56"
+ cpu="0"
+ disk_total="1081101176832"
+ disk_used="125111214080"
+ gpu="0"
+ memory_total="16630431744"
+ memory_used="993923072"
+ stdin="0"
+ time="2024-11-20T11:02:39Z">
+ <read_stdin id="3da7f743-19b7-4738-aaf9-49634618e8f7">
+ <![CDATA[The SIA source is located in /root/sia. Not all features are implemented yet. Look at the readme and code to find what is missing. Make sure to unit test your work.]]>
+ </read_stdin>
+ <single exit_code="0" id="ac690fe5-45d0-4028-8120-107c318977a9">
+ <![CDATA[grep -Eb "^#" /root/sia/README.md]]>
+ <stdout>
+ <![CDATA[0:# SIA - The Self Improving Agent
+668:## Example
+832:### Context
+2323:### Responses
+3462:## Working principles
+3759:### Core Actions
+3953:### Scripts
+4204:#### Single-shot script
+4433:#### Repeat script
+4711:### Use of XML
+5022:#### XML Data Flow
+5705:### The SIA process
+6048:### Server for debuggin and human input
+6619:## Architecture
+6885:### Core Components
+6908:#### Agent Architecture
+7521:#### Working Memory
+8059:#### Command Processing
+8490:#### IO Handling
+8787:### Processing Flow
+8810:#### Standard Agent Flow
+9109:#### Web Agent Flow
+9472:### Web Interface
+9600:#### Server-Client Communication
+9932:#### WebServer Architecture
+10351:### Diagrams
+10367:#### Core classes
+12662:#### Standard Agent Flow
+13387:#### Web Agent
+15536:#### Web Agent Flow
+16522:#### Entry classes
+18459:#### IO Buffer classes
+19156:#### Command classes
+]]>
+ </stdout>
+ <stderr/>
+ </single>
+ <single exit_code="0" id="79f5a8b7-cc57-44c3-b942-c74e3bcabcf8">
+ <![CDATA[head -c 668 /root/sia/README.md]]>
+ <stdout>
+ <![CDATA[# SIA - The Self Improving Agent
+
+SIA is an agentic artificial intelligence system that autonomously completes complex tasks by writing and executing scripts.
+It uses a Large Language Model (LLM) which operates in a loop.
+Each iteration a context is updated with system info and a list of previous reasoning and actions.
+The agent responds with a new reasoning or an action.
+Context, reasoning and actions are stored in a file for each iteration.
+SIA can read past iterations to improve its reasoning and actions.
+It can improve in two ways:
+- By finetuning the LLM with a better reasoning or action for a given context
+- By modifying its own source code
+
+]]>
+ </stdout>
+ <stderr/>
+ </single>
+ <single
+ exit_code="0"
+ id="c0aad1a9-48d4-46cd-bd5f-70230566b442"
+ limit="266"
+ stdout_truncated="true">
+ <![CDATA[tail -c +6619 /root/sia/README.md]]>
+ <stdout>
+ <![CDATA[
+## Architecture
+
+SIA follows a modular architecture centered around an agent that processes context through an LLM to generate actions.
+The system can run in two modes: a standard command-line mode and an interactive web mode for debugging and human feedback.
+
+### ]]>
+ </stdout>
+ <stderr/>
+ </single>
+ <single
+ exit_code="0"
+ id="973d9034-7076-479a-afea-4aaf81b065be"
+ limit="9624">
+ <![CDATA[tail -c +10351 /root/sia/README.md]]>
+ <stdout>
+ <![CDATA[
+### Diagrams
+
+#### Core classes
+
+```mermaid
+classDiagram
+ class SystemMetrics {
+ +SystemMetrics(sample_interval float)
+ +generate_context(context_usage float) ElementTree
+ +stop() void
+ -monitor_loop() void
+ }
+
+ class LLMEngine {
+ +LLMEngine(model_path str)
+ +set_model_path(model_path str) void
+ +infer(system_prompt str, main_context str) Iterator~str~
+ }
+
+ class BaseAgent {
+ <<abstract>>
+ -working_memory: WorkingMemory
+ -metrics: SystemMetrics
+ -llm: LLMEngine
+ -parser: ResponseParser
+ -validator: XMLValidator
+ -action_schema: str
+
+ #_compile_context() str
+ }
+
+ class WorkingMemory {
+ -entries: List~Entry~
+
+ +WorkingMemory()
+ +add_entry(entry Entry) void
+ +remove_entry(id str) void
+ +clear() void
+ +get_entry(id str) Optional~Entry~
+ +get_entries() List~Entry~
+ +get_entries_count() int
+ +get_entries_by_type(type Type) List~Entry~
+ +update() void
+ +generate_context() List~ElementTree~
+ }
+
+ class XMLValidator {
+ +XMLValidator(schema str)
+ +validate(xml str) Optional~str~
+ +get_valid_root_elements() Set~str~
+ }
+
+ class ResponseParser {
+ -io_buffer: IOBuffer
+
+ +ResponseParser(io_buffer IOBuffer)
+ +parse(xml str) Command | Entry
+ }
+
+ class Entry {
+ <<abstract>>
+ +id: str readonly
+ +timestamp: datetime readonly
+
+ +Entry(id str, timestamp datetime)
+ +update() void*
+ +generate_context() ElementTree*
+ +cleanup() void*
+ }
+
+ class IOBuffer {
+ <<interface>>
+ +read() str*
+ +write(content str) void*
+ +buffer_length() int*
+ }
+
+ class Command {
+ <<abstract>>
+ +execute(memory WorkingMemory) CommandResult*
+ }
+
+ SystemMetrics "1" --* "1" BaseAgent
+ LLMEngine "1" --* "1" BaseAgent
+ XMLValidator "1" --* "1" BaseAgent
+ BaseAgent "1" *-- "1" IOBuffer
+ BaseAgent "1" *-- "1" WorkingMemory
+ BaseAgent "1" *-- "1" ResponseParser
+ WorkingMemory "1" *-- "*" Entry
+ ResponseParser ..> Entry
+ ResponseParser ..> Command
+```
+
+#### Standard Agent Flow
+
+```mermaid
+stateDiagram-v2
+ direction LR
+ state "Standard Agent Flow" as standard_agent_flow {
+ [*] --> UpdateSystem: Start
+ UpdateSystem --> CompileContext: Updated Metrics & Size
+ CompileContext --> ProcessLLM
+ ProcessLLM --> ValidateXML: LLM Response
+ ValidateXML --> ParseResponse: Valid XML
+ ValidateXML --> UpdateEntries: Invalid XML\nCreate ParseErrorEntry
+ ParseResponse --> ExecuteCommands: Command
+ ParseResponse --> UpdateEntries: Entry
+ ExecuteCommands --> [*]: Stop Command
+ ExecuteCommands --> UpdateEntries: Delete Command
+ UpdateEntries --> UpdateSystem: Continue Loop
+ }
+```
+
+#### Web Agent
+
+```mermaid
+classDiagram
+ class BaseAgent {
+ <<abstract>>
+ -working_memory: WorkingMemory
+ -metrics: SystemMetrics
+ -llm: LLMEngine
+ -parser: ResponseParser
+ -validator: XMLValidator
+ -action_schema: str
+
+ #_compile_context() str
+ }
+
+ class StandardAgent {
+ +StandardAgent(model_path str, system_prompt str, action_schema str)
+ +run() void
+ }
+
+ class WebAgent {
+ +context: str
+ +response: str readonly
+ +current_state WebAgentState readonly
+ +command_result Optional[CommandResult] readonly
+ +validation_error Optional[str] readonly
+
+ +add_state_change_handler(handler Callable) void
+ +add_response_change_handler(handler Callable) void
+ +approve_context() void
+ +set__response(response str) void
+ +approve_response() void
+ }
+
+ class WebAgentState {
+
+ <<enumeration>>
+ UPDATE
+ CONTEXT_APPROVAL
+ INFERENCE
+ RESPONSE_APPROVAL
+ STOPPED
+ }
+
+ class WebSocketManager {
+ -web_sockets: Set~WebSocket~
+
+ +WebServer(agent WebAgent, io_buffer WebIOBuffer, static_files path, host str, port int)
+ }
+
+ class ClientMessage {
+ <<enumeration>>
+ APPROVE_CONTEXT
+ APPROVE_RESPONSE
+ MODIFY_RESPONSE
+ SEND_INPUT
+ }
+
+ class ServerMessage {
+ <<enumeration>>
+ STATE_CHANGE
+ CONTEXT_UPDATE
+ RESPONSE_UPDATE
+ OUTPUT_UPDATE
+ VALIDATION_ERROR
+ }
+
+ class WebIOBuffer {
+ -stdin_buffer: str
+ -stdout_buffer: str
+
+ +read() str
+ +write(content str) void
+ +buffer_length() int
+ +append_stdin(content str) void
+ +get_stdout() str
+ +clear_stdout() void
+ }
+
+ BaseAgent <|-- WebAgent
+ BaseAgent <|-- StandardAgent
+
+ WebServer --> ClientMessage
+ WebServer --> ServerMessage
+
+ WebServer "1" *-- "1" WebIOBuffer
+ WebServer "1" *-- "1" WebAgent
+ WebAgent "1" *-- "1" WebAgentState
+```
+
+#### Web Agent Flow
+
+```mermaid
+stateDiagram-v2
+ direction LR
+ state "Web Agent Flow" as web_agent_flow {
+ [*] --> UpdateSystem: Start
+ UpdateSystem --> CompileContext: Updated Metrics & Size
+ CompileContext --> WaitForContextApproval: Send Context
+ WaitForContextApproval --> ProcessLLM: Context Approved
+ ProcessLLM --> ValidateXML: LLM Response
+ ValidateXML --> WaitForResponseApproval: Send Validation Result
+ ValidateXML --> UpdateEntries: Invalid XML\nCreate ParseErrorEntry
+
+ WaitForResponseApproval --> ValidateXML: Modified Response
+ WaitForResponseApproval --> ParseResponse: Approved Response
+
+ ParseResponse --> ExecuteCommands: Command
+ ParseResponse --> UpdateEntries: Entry
+
+ ExecuteCommands --> [*]: Stop Command
+ ExecuteCommands --> UpdateEntries: Delete Command
+
+ UpdateEntries --> UpdateSystem: Continue Loop
+ }
+```
+
+#### Entry classes
+
+```mermaid
+classDiagram
+ class Entry {
+ <<abstract>>
+ +id: str readonly
+ +timestamp: datetime readonly
+
+ +Entry(id str, timestamp datetime)
+ +update() void*
+ +generate_context() ElementTree*
+ +cleanup() void*
+ }
+
+ class ScriptEntry {
+ +script: str readonly
+ +stdout: str readonly
+ +stderr: str readonly
+ +exit_code: Optional~int~ readonly
+
+ +Script(script str, id str, timestamp datetime)
+ +update() void
+ +generate_context() ElementTree
+ }
+
+ class RepeatEntry {
+ +script: str readonly
+ +stdout: str readonly
+ +stderr: str readonly
+ +exit_code: Optional~int~ readonly
+
+ +RepeatEntry(script str, id str, timestamp datetime)
+ +update() void
+ +generate_context() ElementTree
+ }
+
+ class ReasoningEntry {
+ +content: str readonly
+
+ +ReasoningEntry(content str, id str, timestamp datetime)
+ +update() void
+ +generate_context() ElementTree
+ }
+
+ class ParseErrorEntry {
+ +content: str readonly
+ +error: str readonly
+
+ +ParseErrorEntry(content str, error str, id str, timestamp datetime)
+ +update() void
+ +generate_context() ElementTree
+ }
+
+ class ReadEntry {
+ +content: str readonly
+
+ +ReadEntry(io_buffer IOBuffer, id str, timestamp datetime)
+ +update() void
+ +generate_context() ElementTree
+ }
+
+ class WriteEntry {
+ +content: str readonly
+
+ +WriteEntry(content str, io_buffer IOBuffer, id str, timestamp datetime)
+ +update() void
+ +generate_context() ElementTree
+ }
+
+ ReasoningEntry --|> Entry
+ ParseErrorEntry --|> Entry
+ ReadEntry --|> Entry
+ Entry <|-- WriteEntry
+ Entry <|-- ScriptEntry
+ Entry <|-- RepeatEntry
+```
+
+#### IO Buffer classes
+
+```mermaid
+classDiagram
+ class IOBuffer {
+ <<interface>>
+ +read() str*
+ +write(content str) void*
+ +buffer_length() int*
+ }
+
+ class StandardIOBuffer {
+ +StandardIOBuffer()
+ +read() str
+ +write(content str) void
+ +buffer_length() int
+ }
+
+ class WebIOBuffer {
+ -stdin_buffer: str
+ -stdout_buffer: str
+
+ +read() str
+ +write(content str) void
+ +buffer_length() int
+ +append_stdin(content str) void
+ +get_stdout() str
+ +clear_stdout() void
+ }
+
+ IOBuffer <|.. WebIOBuffer
+ IOBuffer <|.. StandardIOBuffer
+```
+
+#### Command classes
+
+```mermaid
+classDiagram
+ direction LR
+ class Command {
+ <<abstract>>
+ +execute(memory WorkingMemory) CommandResult*
+ }
+
+ class DeleteCommand {
+ +DeleteCommand(id str)
+ +execute(memory WorkingMemory) CommandResult
+ }
+
+ class StopCommand {
+ +StopCommand()
+ +execute(memory WorkingMemory) CommandResult
+ }
+
+ class CommandResult {
+ +message: str
+ +success: bool
+ +should_stop: bool
+
+ +CommandResult(message str, success bool, should_stop bool)
+ +static success() CommandResult
+ +static failure(message str) CommandResult
+ +static stop() CommandResult
+ }
+
+ Command <|-- DeleteCommand
+ Command <|-- StopCommand
+ Command -- CommandResult
+```
+]]>
+ </stdout>
+ <stderr/>
+ </single>
+ <reasoning id="869e20e9-48ef-4223-b901-09796f4e0627">
+ <![CDATA[
+ The diagrams give a good overview of which classes to expect.
+ I will explore the `/root/sia/sia` directory to see which of these classes are already implemented.
+]]>
+ </reasoning>
+ <single
+ exit_code="0"
+ id="fa7effb0-a1ce-468f-b556-c971f24dca54"
+ limit="10000">
+ <![CDATA[ls -l /root/sia/sia]]>
+ <stdout>
+ <![CDATA[total 172
+-rwxr-xr-x 1 root root 0 Oct 22 11:48 __init__.py
+-rwxr-xr-x 1 root root 4977 Nov 19 14:20 __main__.py
+drwxr-xr-x 2 root root 4096 Nov 20 10:26 __pycache__
+-rwxr-xr-x 1 root root 5943 Nov 15 15:54 auto_approver.py
+-rwxr-xr-x 1 root root 5242 Nov 13 16:31 background_entry.py
+-rwxr-xr-x 1 root root 3072 Nov 19 13:45 base_agent.py
+-rwxr-xr-x 1 root root 722 Nov 4 09:50 command.py
+-rwxr-xr-x 1 root root 1113 Nov 4 09:50 command_result.py
+-rwxr-xr-x 1 root root 5865 Nov 19 13:41 config.py
+-rwxr-xr-x 1 root root 1337 Nov 4 09:50 delete_command.py
+-rwxr-xr-x 1 root root 1537 Nov 4 09:50 entry.py
+-rwxr-xr-x 1 root root 2620 Nov 14 15:16 hf_llm_engine.py
+-rwxr-xr-x 1 root root 1082 Nov 4 09:50 io_buffer.py
+-rwxr-xr-x 1 root root 1683 Nov 19 13:54 iteration_logger.py
+-rwxr-xr-x 1 root root 385 Nov 14 14:21 llm_engine.py
+-rwxr-xr-x 1 root root 4018 Nov 19 14:20 local_llm_engine.py
+-rwxr-xr-x 1 root root 2269 Nov 19 14:20 mistral_llm_engine.py
+-rwxr-xr-x 1 root root 2407 Nov 19 14:20 openai_llm_engine.py
+-rwxr-xr-x 1 root root 1632 Nov 13 15:40 parse_error_entry.py
+-rwxr-xr-x 1 root root 1744 Nov 13 15:39 read_entry.py
+-rwxr-xr-x 1 root root 1323 Nov 13 15:38 reasoning_entry.py
+-rwxr-xr-x 1 root root 4127 Nov 19 14:20 repeat_entry.py
+-rwxr-xr-x 1 root root 5916 Nov 19 14:20 response_parser.py
+-rwxr-xr-x 1 root root 4173 Nov 19 14:20 single_entry.py
+-rwxr-xr-x 1 root root 2074 Nov 4 09:50 standard_io_buffer.py
+-rwxr-xr-x 1 root root 908 Nov 4 09:50 stop_command.py
+-rwxr-xr-x 1 root root 4152 Nov 14 13:36 system_metrics.py
+-rwxr-xr-x 1 root root 2510 Nov 12 16:17 util.py
+-rwxr-xr-x 1 root root 7818 Nov 19 13:54 web_agent.py
+-rwxr-xr-x 1 root root 2039 Nov 12 16:17 web_io_buffer.py
+-rwxr-xr-x 1 root root 6968 Nov 15 12:48 web_socket_manager.py
+-rwxr-xr-x 1 root root 3638 Nov 13 16:35 working_memory.py
+-rwxr-xr-x 1 root root 1688 Nov 13 15:41 write_entry.py
+-rwxr-xr-x 1 root root 3992 Nov 4 09:50 xml_validator.py
+]]>
+ </stdout>
+ <stderr/>
+ </single>
+ <single
+ exit_code="0"
+ id="c83a4145-a43d-4b78-856b-6d81da1fad76"
+ limit="3072">
+ <![CDATA[cat /root/sia/sia/base_agent.py]]>
+ <stdout>
+ <![CDATA[from abc import ABC
+import xml.etree.ElementTree as ET
+
+from .llm_engine import LlmEngine
+from .response_parser import ResponseParser
+from .system_metrics import SystemMetrics
+from .util import pretty_print_element
+from .working_memory import WorkingMemory
+from .xml_validator import XMLValidator
+
+class BaseAgent(ABC):
+ """
+ Abstract base class for SIA agents.
+
+ Provides core functionality for maintaining working memory, system metrics,
+ and coordinating components for LLM inference.
+ """
+
+ def __init__(
+ self,
+ system_prompt: str,
+ action_schema: str,
+ working_memory: WorkingMemory,
+ metrics: SystemMetrics,
+ llm: LlmEngine,
+ validator: XMLValidator,
+ parser: ResponseParser,
+ ):
+ """
+ Initialize agent with required components.
+ """
+ self._system_prompt = system_prompt
+ self._action_schema = action_schema
+ self._working_memory = working_memory
+ self._metrics = metrics
+ self._llm = llm
+ self._validator = validator
+ self._parser = parser
+
+ def __del__(self):
+ """Clean up resources on deletion."""
+ if hasattr(self, '_metrics'):
+ self._metrics.stop()
+
+ @property
+ def system_prompt(self) -> str:
+ """Get the system prompt."""
+ return f"{self._system_prompt}\n{self._action_schema}"
+
+ def _compile_context(self) -> str:
+ """
+ Compile the current context for LLM inference.
+ Includes system metrics and working memory entries.
+
+ Returns:
+ str: Complete context as XML string
+ """
+ memory_context = self._working_memory.generate_context()
+ metrics_data = self._metrics.get_metrics()
+
+ # Create context element
+ context = ET.Element("context")
+ context.set("time", metrics_data["timestamp"])
+ context.set("cpu", str(metrics_data["cpu"]))
+ context.set("gpu", str(metrics_data["gpu"]))
+ context.set("memory_used", str(metrics_data["memory_used"]))
+ context.set("memory_total", str(metrics_data["memory_total"]))
+ context.set("disk_used", str(metrics_data["disk_used"]))
+ context.set("disk_total", str(metrics_data["disk_total"]))
+ context.set("stdin", str(self._parser.io_buffer.buffer_length()))
+ context.set("context", "100")
+
+ for entry in memory_context:
+ context.append(entry)
+
+ context_str = pretty_print_element(context)
+
+ # Calculate token usage percentage
+ token_count = self._llm.token_count(self.system_prompt, context_str)
+ token_limit = self._llm.token_limit()
+ context_usage = (float(token_count) / float(token_limit)) * 100.0
+
+ # Update context usage metric
+ context.set("context", str(round(context_usage, 2)))
+
+ return pretty_print_element(context)]]>
+ </stdout>
+ <stderr/>
+ </single>
+ <reasoning id="addd6ca0-9623-474e-88f1-6d9cfa6d5a85">
+ <![CDATA[
+ Looking at BaseAgent I can see it is a close match to the diagram with some small differences.
+ I will create a notes directory where I will list differences between the schemas and the implementation.
+ I will go over each file or class in the diagram in alphabetical order.
+]]>
+ </reasoning>
+ <single exit_code="0" id="a9a8e48a-6c5f-42d3-884d-a616921a2a52">
+ <![CDATA[mkdir /root/sia/notes]]>
+ <stdout/>
+ <stderr/>
+ </single>
+ <repeat
+ exit_code="1"
+ id="29babba9-a49a-4ffb-b506-1ef929b834c2"
+ limit="1024">
+ <![CDATA[tail -v -n +1 /root/sia/notes/*]]>
+ <stdout/>
+ <stderr>
+ <![CDATA[tail: cannot open '/root/sia/notes/*' for reading: No such file or directory
+]]>
+ </stderr>
+ </repeat>
+</context><single>echo "BaseAgent:
+- The implementation has a public system_prompt property that is not mentioned in the diagram.
+" > /root/sia/notes/base_agent.txt</single>
\ No newline at end of file
diff --git a/iterations/iteration_20241120_110909_721.xml b/iterations/iteration_20241120_110909_721.xml
new file mode 100644
index 0000000..fff6dca
--- /dev/null
+++ b/iterations/iteration_20241120_110909_721.xml
@@ -0,0 +1,657 @@
+
+<context
+ context="85.66"
+ cpu="0"
+ disk_total="1081101176832"
+ disk_used="125111222272"
+ gpu="0"
+ memory_total="16630431744"
+ memory_used="981004288"
+ stdin="0"
+ time="2024-11-20T11:07:10Z">
+ <read_stdin id="3da7f743-19b7-4738-aaf9-49634618e8f7">
+ <![CDATA[The SIA source is located in /root/sia. Not all features are implemented yet. Look at the readme and code to find what is missing. Make sure to unit test your work.]]>
+ </read_stdin>
+ <single exit_code="0" id="ac690fe5-45d0-4028-8120-107c318977a9">
+ <![CDATA[grep -Eb "^#" /root/sia/README.md]]>
+ <stdout>
+ <![CDATA[0:# SIA - The Self Improving Agent
+668:## Example
+832:### Context
+2323:### Responses
+3462:## Working principles
+3759:### Core Actions
+3953:### Scripts
+4204:#### Single-shot script
+4433:#### Repeat script
+4711:### Use of XML
+5022:#### XML Data Flow
+5705:### The SIA process
+6048:### Server for debuggin and human input
+6619:## Architecture
+6885:### Core Components
+6908:#### Agent Architecture
+7521:#### Working Memory
+8059:#### Command Processing
+8490:#### IO Handling
+8787:### Processing Flow
+8810:#### Standard Agent Flow
+9109:#### Web Agent Flow
+9472:### Web Interface
+9600:#### Server-Client Communication
+9932:#### WebServer Architecture
+10351:### Diagrams
+10367:#### Core classes
+12662:#### Standard Agent Flow
+13387:#### Web Agent
+15536:#### Web Agent Flow
+16522:#### Entry classes
+18459:#### IO Buffer classes
+19156:#### Command classes
+]]>
+ </stdout>
+ <stderr/>
+ </single>
+ <single exit_code="0" id="79f5a8b7-cc57-44c3-b942-c74e3bcabcf8">
+ <![CDATA[head -c 668 /root/sia/README.md]]>
+ <stdout>
+ <![CDATA[# SIA - The Self Improving Agent
+
+SIA is an agentic artificial intelligence system that autonomously completes complex tasks by writing and executing scripts.
+It uses a Large Language Model (LLM) which operates in a loop.
+Each iteration a context is updated with system info and a list of previous reasoning and actions.
+The agent responds with a new reasoning or an action.
+Context, reasoning and actions are stored in a file for each iteration.
+SIA can read past iterations to improve its reasoning and actions.
+It can improve in two ways:
+- By finetuning the LLM with a better reasoning or action for a given context
+- By modifying its own source code
+
+]]>
+ </stdout>
+ <stderr/>
+ </single>
+ <single
+ exit_code="0"
+ id="c0aad1a9-48d4-46cd-bd5f-70230566b442"
+ limit="266"
+ stdout_truncated="true">
+ <![CDATA[tail -c +6619 /root/sia/README.md]]>
+ <stdout>
+ <![CDATA[
+## Architecture
+
+SIA follows a modular architecture centered around an agent that processes context through an LLM to generate actions.
+The system can run in two modes: a standard command-line mode and an interactive web mode for debugging and human feedback.
+
+### ]]>
+ </stdout>
+ <stderr/>
+ </single>
+ <single
+ exit_code="0"
+ id="973d9034-7076-479a-afea-4aaf81b065be"
+ limit="9624">
+ <![CDATA[tail -c +10351 /root/sia/README.md]]>
+ <stdout>
+ <![CDATA[
+### Diagrams
+
+#### Core classes
+
+```mermaid
+classDiagram
+ class SystemMetrics {
+ +SystemMetrics(sample_interval float)
+ +generate_context(context_usage float) ElementTree
+ +stop() void
+ -monitor_loop() void
+ }
+
+ class LLMEngine {
+ +LLMEngine(model_path str)
+ +set_model_path(model_path str) void
+ +infer(system_prompt str, main_context str) Iterator~str~
+ }
+
+ class BaseAgent {
+ <<abstract>>
+ -working_memory: WorkingMemory
+ -metrics: SystemMetrics
+ -llm: LLMEngine
+ -parser: ResponseParser
+ -validator: XMLValidator
+ -action_schema: str
+
+ #_compile_context() str
+ }
+
+ class WorkingMemory {
+ -entries: List~Entry~
+
+ +WorkingMemory()
+ +add_entry(entry Entry) void
+ +remove_entry(id str) void
+ +clear() void
+ +get_entry(id str) Optional~Entry~
+ +get_entries() List~Entry~
+ +get_entries_count() int
+ +get_entries_by_type(type Type) List~Entry~
+ +update() void
+ +generate_context() List~ElementTree~
+ }
+
+ class XMLValidator {
+ +XMLValidator(schema str)
+ +validate(xml str) Optional~str~
+ +get_valid_root_elements() Set~str~
+ }
+
+ class ResponseParser {
+ -io_buffer: IOBuffer
+
+ +ResponseParser(io_buffer IOBuffer)
+ +parse(xml str) Command | Entry
+ }
+
+ class Entry {
+ <<abstract>>
+ +id: str readonly
+ +timestamp: datetime readonly
+
+ +Entry(id str, timestamp datetime)
+ +update() void*
+ +generate_context() ElementTree*
+ +cleanup() void*
+ }
+
+ class IOBuffer {
+ <<interface>>
+ +read() str*
+ +write(content str) void*
+ +buffer_length() int*
+ }
+
+ class Command {
+ <<abstract>>
+ +execute(memory WorkingMemory) CommandResult*
+ }
+
+ SystemMetrics "1" --* "1" BaseAgent
+ LLMEngine "1" --* "1" BaseAgent
+ XMLValidator "1" --* "1" BaseAgent
+ BaseAgent "1" *-- "1" IOBuffer
+ BaseAgent "1" *-- "1" WorkingMemory
+ BaseAgent "1" *-- "1" ResponseParser
+ WorkingMemory "1" *-- "*" Entry
+ ResponseParser ..> Entry
+ ResponseParser ..> Command
+```
+
+#### Standard Agent Flow
+
+```mermaid
+stateDiagram-v2
+ direction LR
+ state "Standard Agent Flow" as standard_agent_flow {
+ [*] --> UpdateSystem: Start
+ UpdateSystem --> CompileContext: Updated Metrics & Size
+ CompileContext --> ProcessLLM
+ ProcessLLM --> ValidateXML: LLM Response
+ ValidateXML --> ParseResponse: Valid XML
+ ValidateXML --> UpdateEntries: Invalid XML\nCreate ParseErrorEntry
+ ParseResponse --> ExecuteCommands: Command
+ ParseResponse --> UpdateEntries: Entry
+ ExecuteCommands --> [*]: Stop Command
+ ExecuteCommands --> UpdateEntries: Delete Command
+ UpdateEntries --> UpdateSystem: Continue Loop
+ }
+```
+
+#### Web Agent
+
+```mermaid
+classDiagram
+ class BaseAgent {
+ <<abstract>>
+ -working_memory: WorkingMemory
+ -metrics: SystemMetrics
+ -llm: LLMEngine
+ -parser: ResponseParser
+ -validator: XMLValidator
+ -action_schema: str
+
+ #_compile_context() str
+ }
+
+ class StandardAgent {
+ +StandardAgent(model_path str, system_prompt str, action_schema str)
+ +run() void
+ }
+
+ class WebAgent {
+ +context: str
+ +response: str readonly
+ +current_state WebAgentState readonly
+ +command_result Optional[CommandResult] readonly
+ +validation_error Optional[str] readonly
+
+ +add_state_change_handler(handler Callable) void
+ +add_response_change_handler(handler Callable) void
+ +approve_context() void
+ +set__response(response str) void
+ +approve_response() void
+ }
+
+ class WebAgentState {
+
+ <<enumeration>>
+ UPDATE
+ CONTEXT_APPROVAL
+ INFERENCE
+ RESPONSE_APPROVAL
+ STOPPED
+ }
+
+ class WebSocketManager {
+ -web_sockets: Set~WebSocket~
+
+ +WebServer(agent WebAgent, io_buffer WebIOBuffer, static_files path, host str, port int)
+ }
+
+ class ClientMessage {
+ <<enumeration>>
+ APPROVE_CONTEXT
+ APPROVE_RESPONSE
+ MODIFY_RESPONSE
+ SEND_INPUT
+ }
+
+ class ServerMessage {
+ <<enumeration>>
+ STATE_CHANGE
+ CONTEXT_UPDATE
+ RESPONSE_UPDATE
+ OUTPUT_UPDATE
+ VALIDATION_ERROR
+ }
+
+ class WebIOBuffer {
+ -stdin_buffer: str
+ -stdout_buffer: str
+
+ +read() str
+ +write(content str) void
+ +buffer_length() int
+ +append_stdin(content str) void
+ +get_stdout() str
+ +clear_stdout() void
+ }
+
+ BaseAgent <|-- WebAgent
+ BaseAgent <|-- StandardAgent
+
+ WebServer --> ClientMessage
+ WebServer --> ServerMessage
+
+ WebServer "1" *-- "1" WebIOBuffer
+ WebServer "1" *-- "1" WebAgent
+ WebAgent "1" *-- "1" WebAgentState
+```
+
+#### Web Agent Flow
+
+```mermaid
+stateDiagram-v2
+ direction LR
+ state "Web Agent Flow" as web_agent_flow {
+ [*] --> UpdateSystem: Start
+ UpdateSystem --> CompileContext: Updated Metrics & Size
+ CompileContext --> WaitForContextApproval: Send Context
+ WaitForContextApproval --> ProcessLLM: Context Approved
+ ProcessLLM --> ValidateXML: LLM Response
+ ValidateXML --> WaitForResponseApproval: Send Validation Result
+ ValidateXML --> UpdateEntries: Invalid XML\nCreate ParseErrorEntry
+
+ WaitForResponseApproval --> ValidateXML: Modified Response
+ WaitForResponseApproval --> ParseResponse: Approved Response
+
+ ParseResponse --> ExecuteCommands: Command
+ ParseResponse --> UpdateEntries: Entry
+
+ ExecuteCommands --> [*]: Stop Command
+ ExecuteCommands --> UpdateEntries: Delete Command
+
+ UpdateEntries --> UpdateSystem: Continue Loop
+ }
+```
+
+#### Entry classes
+
+```mermaid
+classDiagram
+ class Entry {
+ <<abstract>>
+ +id: str readonly
+ +timestamp: datetime readonly
+
+ +Entry(id str, timestamp datetime)
+ +update() void*
+ +generate_context() ElementTree*
+ +cleanup() void*
+ }
+
+ class ScriptEntry {
+ +script: str readonly
+ +stdout: str readonly
+ +stderr: str readonly
+ +exit_code: Optional~int~ readonly
+
+ +Script(script str, id str, timestamp datetime)
+ +update() void
+ +generate_context() ElementTree
+ }
+
+ class RepeatEntry {
+ +script: str readonly
+ +stdout: str readonly
+ +stderr: str readonly
+ +exit_code: Optional~int~ readonly
+
+ +RepeatEntry(script str, id str, timestamp datetime)
+ +update() void
+ +generate_context() ElementTree
+ }
+
+ class ReasoningEntry {
+ +content: str readonly
+
+ +ReasoningEntry(content str, id str, timestamp datetime)
+ +update() void
+ +generate_context() ElementTree
+ }
+
+ class ParseErrorEntry {
+ +content: str readonly
+ +error: str readonly
+
+ +ParseErrorEntry(content str, error str, id str, timestamp datetime)
+ +update() void
+ +generate_context() ElementTree
+ }
+
+ class ReadEntry {
+ +content: str readonly
+
+ +ReadEntry(io_buffer IOBuffer, id str, timestamp datetime)
+ +update() void
+ +generate_context() ElementTree
+ }
+
+ class WriteEntry {
+ +content: str readonly
+
+ +WriteEntry(content str, io_buffer IOBuffer, id str, timestamp datetime)
+ +update() void
+ +generate_context() ElementTree
+ }
+
+ ReasoningEntry --|> Entry
+ ParseErrorEntry --|> Entry
+ ReadEntry --|> Entry
+ Entry <|-- WriteEntry
+ Entry <|-- ScriptEntry
+ Entry <|-- RepeatEntry
+```
+
+#### IO Buffer classes
+
+```mermaid
+classDiagram
+ class IOBuffer {
+ <<interface>>
+ +read() str*
+ +write(content str) void*
+ +buffer_length() int*
+ }
+
+ class StandardIOBuffer {
+ +StandardIOBuffer()
+ +read() str
+ +write(content str) void
+ +buffer_length() int
+ }
+
+ class WebIOBuffer {
+ -stdin_buffer: str
+ -stdout_buffer: str
+
+ +read() str
+ +write(content str) void
+ +buffer_length() int
+ +append_stdin(content str) void
+ +get_stdout() str
+ +clear_stdout() void
+ }
+
+ IOBuffer <|.. WebIOBuffer
+ IOBuffer <|.. StandardIOBuffer
+```
+
+#### Command classes
+
+```mermaid
+classDiagram
+ direction LR
+ class Command {
+ <<abstract>>
+ +execute(memory WorkingMemory) CommandResult*
+ }
+
+ class DeleteCommand {
+ +DeleteCommand(id str)
+ +execute(memory WorkingMemory) CommandResult
+ }
+
+ class StopCommand {
+ +StopCommand()
+ +execute(memory WorkingMemory) CommandResult
+ }
+
+ class CommandResult {
+ +message: str
+ +success: bool
+ +should_stop: bool
+
+ +CommandResult(message str, success bool, should_stop bool)
+ +static success() CommandResult
+ +static failure(message str) CommandResult
+ +static stop() CommandResult
+ }
+
+ Command <|-- DeleteCommand
+ Command <|-- StopCommand
+ Command -- CommandResult
+```
+]]>
+ </stdout>
+ <stderr/>
+ </single>
+ <reasoning id="869e20e9-48ef-4223-b901-09796f4e0627">
+ <![CDATA[
+ The diagrams give a good overview of which classes to expect.
+ I will explore the `/root/sia/sia` directory to see which of these classes are already implemented.
+]]>
+ </reasoning>
+ <single
+ exit_code="0"
+ id="fa7effb0-a1ce-468f-b556-c971f24dca54"
+ limit="10000">
+ <![CDATA[ls -l /root/sia/sia]]>
+ <stdout>
+ <![CDATA[total 172
+-rwxr-xr-x 1 root root 0 Oct 22 11:48 __init__.py
+-rwxr-xr-x 1 root root 4977 Nov 19 14:20 __main__.py
+drwxr-xr-x 2 root root 4096 Nov 20 10:26 __pycache__
+-rwxr-xr-x 1 root root 5943 Nov 15 15:54 auto_approver.py
+-rwxr-xr-x 1 root root 5242 Nov 13 16:31 background_entry.py
+-rwxr-xr-x 1 root root 3072 Nov 19 13:45 base_agent.py
+-rwxr-xr-x 1 root root 722 Nov 4 09:50 command.py
+-rwxr-xr-x 1 root root 1113 Nov 4 09:50 command_result.py
+-rwxr-xr-x 1 root root 5865 Nov 19 13:41 config.py
+-rwxr-xr-x 1 root root 1337 Nov 4 09:50 delete_command.py
+-rwxr-xr-x 1 root root 1537 Nov 4 09:50 entry.py
+-rwxr-xr-x 1 root root 2620 Nov 14 15:16 hf_llm_engine.py
+-rwxr-xr-x 1 root root 1082 Nov 4 09:50 io_buffer.py
+-rwxr-xr-x 1 root root 1683 Nov 19 13:54 iteration_logger.py
+-rwxr-xr-x 1 root root 385 Nov 14 14:21 llm_engine.py
+-rwxr-xr-x 1 root root 4018 Nov 19 14:20 local_llm_engine.py
+-rwxr-xr-x 1 root root 2269 Nov 19 14:20 mistral_llm_engine.py
+-rwxr-xr-x 1 root root 2407 Nov 19 14:20 openai_llm_engine.py
+-rwxr-xr-x 1 root root 1632 Nov 13 15:40 parse_error_entry.py
+-rwxr-xr-x 1 root root 1744 Nov 13 15:39 read_entry.py
+-rwxr-xr-x 1 root root 1323 Nov 13 15:38 reasoning_entry.py
+-rwxr-xr-x 1 root root 4127 Nov 19 14:20 repeat_entry.py
+-rwxr-xr-x 1 root root 5916 Nov 19 14:20 response_parser.py
+-rwxr-xr-x 1 root root 4173 Nov 19 14:20 single_entry.py
+-rwxr-xr-x 1 root root 2074 Nov 4 09:50 standard_io_buffer.py
+-rwxr-xr-x 1 root root 908 Nov 4 09:50 stop_command.py
+-rwxr-xr-x 1 root root 4152 Nov 14 13:36 system_metrics.py
+-rwxr-xr-x 1 root root 2510 Nov 12 16:17 util.py
+-rwxr-xr-x 1 root root 7818 Nov 19 13:54 web_agent.py
+-rwxr-xr-x 1 root root 2039 Nov 12 16:17 web_io_buffer.py
+-rwxr-xr-x 1 root root 6968 Nov 15 12:48 web_socket_manager.py
+-rwxr-xr-x 1 root root 3638 Nov 13 16:35 working_memory.py
+-rwxr-xr-x 1 root root 1688 Nov 13 15:41 write_entry.py
+-rwxr-xr-x 1 root root 3992 Nov 4 09:50 xml_validator.py
+]]>
+ </stdout>
+ <stderr/>
+ </single>
+ <single
+ exit_code="0"
+ id="c83a4145-a43d-4b78-856b-6d81da1fad76"
+ limit="3072">
+ <![CDATA[cat /root/sia/sia/base_agent.py]]>
+ <stdout>
+ <![CDATA[from abc import ABC
+import xml.etree.ElementTree as ET
+
+from .llm_engine import LlmEngine
+from .response_parser import ResponseParser
+from .system_metrics import SystemMetrics
+from .util import pretty_print_element
+from .working_memory import WorkingMemory
+from .xml_validator import XMLValidator
+
+class BaseAgent(ABC):
+ """
+ Abstract base class for SIA agents.
+
+ Provides core functionality for maintaining working memory, system metrics,
+ and coordinating components for LLM inference.
+ """
+
+ def __init__(
+ self,
+ system_prompt: str,
+ action_schema: str,
+ working_memory: WorkingMemory,
+ metrics: SystemMetrics,
+ llm: LlmEngine,
+ validator: XMLValidator,
+ parser: ResponseParser,
+ ):
+ """
+ Initialize agent with required components.
+ """
+ self._system_prompt = system_prompt
+ self._action_schema = action_schema
+ self._working_memory = working_memory
+ self._metrics = metrics
+ self._llm = llm
+ self._validator = validator
+ self._parser = parser
+
+ def __del__(self):
+ """Clean up resources on deletion."""
+ if hasattr(self, '_metrics'):
+ self._metrics.stop()
+
+ @property
+ def system_prompt(self) -> str:
+ """Get the system prompt."""
+ return f"{self._system_prompt}\n{self._action_schema}"
+
+ def _compile_context(self) -> str:
+ """
+ Compile the current context for LLM inference.
+ Includes system metrics and working memory entries.
+
+ Returns:
+ str: Complete context as XML string
+ """
+ memory_context = self._working_memory.generate_context()
+ metrics_data = self._metrics.get_metrics()
+
+ # Create context element
+ context = ET.Element("context")
+ context.set("time", metrics_data["timestamp"])
+ context.set("cpu", str(metrics_data["cpu"]))
+ context.set("gpu", str(metrics_data["gpu"]))
+ context.set("memory_used", str(metrics_data["memory_used"]))
+ context.set("memory_total", str(metrics_data["memory_total"]))
+ context.set("disk_used", str(metrics_data["disk_used"]))
+ context.set("disk_total", str(metrics_data["disk_total"]))
+ context.set("stdin", str(self._parser.io_buffer.buffer_length()))
+ context.set("context", "100")
+
+ for entry in memory_context:
+ context.append(entry)
+
+ context_str = pretty_print_element(context)
+
+ # Calculate token usage percentage
+ token_count = self._llm.token_count(self.system_prompt, context_str)
+ token_limit = self._llm.token_limit()
+ context_usage = (float(token_count) / float(token_limit)) * 100.0
+
+ # Update context usage metric
+ context.set("context", str(round(context_usage, 2)))
+
+ return pretty_print_element(context)]]>
+ </stdout>
+ <stderr/>
+ </single>
+ <reasoning id="addd6ca0-9623-474e-88f1-6d9cfa6d5a85">
+ <![CDATA[
+ Looking at BaseAgent I can see it is a close match to the diagram with some small differences.
+ I will create a notes directory where I will list differences between the schemas and the implementation.
+ I will go over each file or class in the diagram in alphabetical order.
+]]>
+ </reasoning>
+ <single exit_code="0" id="a9a8e48a-6c5f-42d3-884d-a616921a2a52">
+ <![CDATA[mkdir /root/sia/notes]]>
+ <stdout/>
+ <stderr/>
+ </single>
+ <repeat
+ exit_code="0"
+ id="29babba9-a49a-4ffb-b506-1ef929b834c2"
+ limit="1024">
+ <![CDATA[tail -v -n +1 /root/sia/notes/*]]>
+ <stdout/>
+ <stderr>
+ ==> /root/sia/notes/base_agent.txt <==
+BaseAgent:
+- The implementation has a public system_prompt property that is not mentioned in the diagram.
+ </stderr>
+ </repeat>
+ <single exit_code="0" id="a4af2309-ed76-4d53-ae92-a22d5caf4085">
+ <![CDATA[echo "BaseAgent:
+- The implementation has a public system_prompt property that is not mentioned in the diagram.
+" > /root/sia/notes/base_agent.txt]]>
+ <stdout/>
+ <stderr/>
+ </single>
+</context><delete id="a9a8e48a-6c5f-42d3-884d-a616921a2a52"/>
\ No newline at end of file
diff --git a/iterations/iteration_20241120_110951_671.xml b/iterations/iteration_20241120_110951_671.xml
new file mode 100644
index 0000000..c98070f
--- /dev/null
+++ b/iterations/iteration_20241120_110951_671.xml
@@ -0,0 +1,652 @@
+
+<context
+ context="84.92"
+ cpu="0"
+ disk_total="1081101176832"
+ disk_used="125111222272"
+ gpu="0"
+ memory_total="16630431744"
+ memory_used="976871424"
+ stdin="0"
+ time="2024-11-20T11:09:09Z">
+ <read_stdin id="3da7f743-19b7-4738-aaf9-49634618e8f7">
+ <![CDATA[The SIA source is located in /root/sia. Not all features are implemented yet. Look at the readme and code to find what is missing. Make sure to unit test your work.]]>
+ </read_stdin>
+ <single exit_code="0" id="ac690fe5-45d0-4028-8120-107c318977a9">
+ <![CDATA[grep -Eb "^#" /root/sia/README.md]]>
+ <stdout>
+ <![CDATA[0:# SIA - The Self Improving Agent
+668:## Example
+832:### Context
+2323:### Responses
+3462:## Working principles
+3759:### Core Actions
+3953:### Scripts
+4204:#### Single-shot script
+4433:#### Repeat script
+4711:### Use of XML
+5022:#### XML Data Flow
+5705:### The SIA process
+6048:### Server for debuggin and human input
+6619:## Architecture
+6885:### Core Components
+6908:#### Agent Architecture
+7521:#### Working Memory
+8059:#### Command Processing
+8490:#### IO Handling
+8787:### Processing Flow
+8810:#### Standard Agent Flow
+9109:#### Web Agent Flow
+9472:### Web Interface
+9600:#### Server-Client Communication
+9932:#### WebServer Architecture
+10351:### Diagrams
+10367:#### Core classes
+12662:#### Standard Agent Flow
+13387:#### Web Agent
+15536:#### Web Agent Flow
+16522:#### Entry classes
+18459:#### IO Buffer classes
+19156:#### Command classes
+]]>
+ </stdout>
+ <stderr/>
+ </single>
+ <single exit_code="0" id="79f5a8b7-cc57-44c3-b942-c74e3bcabcf8">
+ <![CDATA[head -c 668 /root/sia/README.md]]>
+ <stdout>
+ <![CDATA[# SIA - The Self Improving Agent
+
+SIA is an agentic artificial intelligence system that autonomously completes complex tasks by writing and executing scripts.
+It uses a Large Language Model (LLM) which operates in a loop.
+Each iteration a context is updated with system info and a list of previous reasoning and actions.
+The agent responds with a new reasoning or an action.
+Context, reasoning and actions are stored in a file for each iteration.
+SIA can read past iterations to improve its reasoning and actions.
+It can improve in two ways:
+- By finetuning the LLM with a better reasoning or action for a given context
+- By modifying its own source code
+
+]]>
+ </stdout>
+ <stderr/>
+ </single>
+ <single
+ exit_code="0"
+ id="c0aad1a9-48d4-46cd-bd5f-70230566b442"
+ limit="266"
+ stdout_truncated="true">
+ <![CDATA[tail -c +6619 /root/sia/README.md]]>
+ <stdout>
+ <![CDATA[
+## Architecture
+
+SIA follows a modular architecture centered around an agent that processes context through an LLM to generate actions.
+The system can run in two modes: a standard command-line mode and an interactive web mode for debugging and human feedback.
+
+### ]]>
+ </stdout>
+ <stderr/>
+ </single>
+ <single
+ exit_code="0"
+ id="973d9034-7076-479a-afea-4aaf81b065be"
+ limit="9624">
+ <![CDATA[tail -c +10351 /root/sia/README.md]]>
+ <stdout>
+ <![CDATA[
+### Diagrams
+
+#### Core classes
+
+```mermaid
+classDiagram
+ class SystemMetrics {
+ +SystemMetrics(sample_interval float)
+ +generate_context(context_usage float) ElementTree
+ +stop() void
+ -monitor_loop() void
+ }
+
+ class LLMEngine {
+ +LLMEngine(model_path str)
+ +set_model_path(model_path str) void
+ +infer(system_prompt str, main_context str) Iterator~str~
+ }
+
+ class BaseAgent {
+ <<abstract>>
+ -working_memory: WorkingMemory
+ -metrics: SystemMetrics
+ -llm: LLMEngine
+ -parser: ResponseParser
+ -validator: XMLValidator
+ -action_schema: str
+
+ #_compile_context() str
+ }
+
+ class WorkingMemory {
+ -entries: List~Entry~
+
+ +WorkingMemory()
+ +add_entry(entry Entry) void
+ +remove_entry(id str) void
+ +clear() void
+ +get_entry(id str) Optional~Entry~
+ +get_entries() List~Entry~
+ +get_entries_count() int
+ +get_entries_by_type(type Type) List~Entry~
+ +update() void
+ +generate_context() List~ElementTree~
+ }
+
+ class XMLValidator {
+ +XMLValidator(schema str)
+ +validate(xml str) Optional~str~
+ +get_valid_root_elements() Set~str~
+ }
+
+ class ResponseParser {
+ -io_buffer: IOBuffer
+
+ +ResponseParser(io_buffer IOBuffer)
+ +parse(xml str) Command | Entry
+ }
+
+ class Entry {
+ <<abstract>>
+ +id: str readonly
+ +timestamp: datetime readonly
+
+ +Entry(id str, timestamp datetime)
+ +update() void*
+ +generate_context() ElementTree*
+ +cleanup() void*
+ }
+
+ class IOBuffer {
+ <<interface>>
+ +read() str*
+ +write(content str) void*
+ +buffer_length() int*
+ }
+
+ class Command {
+ <<abstract>>
+ +execute(memory WorkingMemory) CommandResult*
+ }
+
+ SystemMetrics "1" --* "1" BaseAgent
+ LLMEngine "1" --* "1" BaseAgent
+ XMLValidator "1" --* "1" BaseAgent
+ BaseAgent "1" *-- "1" IOBuffer
+ BaseAgent "1" *-- "1" WorkingMemory
+ BaseAgent "1" *-- "1" ResponseParser
+ WorkingMemory "1" *-- "*" Entry
+ ResponseParser ..> Entry
+ ResponseParser ..> Command
+```
+
+#### Standard Agent Flow
+
+```mermaid
+stateDiagram-v2
+ direction LR
+ state "Standard Agent Flow" as standard_agent_flow {
+ [*] --> UpdateSystem: Start
+ UpdateSystem --> CompileContext: Updated Metrics & Size
+ CompileContext --> ProcessLLM
+ ProcessLLM --> ValidateXML: LLM Response
+ ValidateXML --> ParseResponse: Valid XML
+ ValidateXML --> UpdateEntries: Invalid XML\nCreate ParseErrorEntry
+ ParseResponse --> ExecuteCommands: Command
+ ParseResponse --> UpdateEntries: Entry
+ ExecuteCommands --> [*]: Stop Command
+ ExecuteCommands --> UpdateEntries: Delete Command
+ UpdateEntries --> UpdateSystem: Continue Loop
+ }
+```
+
+#### Web Agent
+
+```mermaid
+classDiagram
+ class BaseAgent {
+ <<abstract>>
+ -working_memory: WorkingMemory
+ -metrics: SystemMetrics
+ -llm: LLMEngine
+ -parser: ResponseParser
+ -validator: XMLValidator
+ -action_schema: str
+
+ #_compile_context() str
+ }
+
+ class StandardAgent {
+ +StandardAgent(model_path str, system_prompt str, action_schema str)
+ +run() void
+ }
+
+ class WebAgent {
+ +context: str
+ +response: str readonly
+ +current_state WebAgentState readonly
+ +command_result Optional[CommandResult] readonly
+ +validation_error Optional[str] readonly
+
+ +add_state_change_handler(handler Callable) void
+ +add_response_change_handler(handler Callable) void
+ +approve_context() void
+ +set__response(response str) void
+ +approve_response() void
+ }
+
+ class WebAgentState {
+
+ <<enumeration>>
+ UPDATE
+ CONTEXT_APPROVAL
+ INFERENCE
+ RESPONSE_APPROVAL
+ STOPPED
+ }
+
+ class WebSocketManager {
+ -web_sockets: Set~WebSocket~
+
+ +WebServer(agent WebAgent, io_buffer WebIOBuffer, static_files path, host str, port int)
+ }
+
+ class ClientMessage {
+ <<enumeration>>
+ APPROVE_CONTEXT
+ APPROVE_RESPONSE
+ MODIFY_RESPONSE
+ SEND_INPUT
+ }
+
+ class ServerMessage {
+ <<enumeration>>
+ STATE_CHANGE
+ CONTEXT_UPDATE
+ RESPONSE_UPDATE
+ OUTPUT_UPDATE
+ VALIDATION_ERROR
+ }
+
+ class WebIOBuffer {
+ -stdin_buffer: str
+ -stdout_buffer: str
+
+ +read() str
+ +write(content str) void
+ +buffer_length() int
+ +append_stdin(content str) void
+ +get_stdout() str
+ +clear_stdout() void
+ }
+
+ BaseAgent <|-- WebAgent
+ BaseAgent <|-- StandardAgent
+
+ WebServer --> ClientMessage
+ WebServer --> ServerMessage
+
+ WebServer "1" *-- "1" WebIOBuffer
+ WebServer "1" *-- "1" WebAgent
+ WebAgent "1" *-- "1" WebAgentState
+```
+
+#### Web Agent Flow
+
+```mermaid
+stateDiagram-v2
+ direction LR
+ state "Web Agent Flow" as web_agent_flow {
+ [*] --> UpdateSystem: Start
+ UpdateSystem --> CompileContext: Updated Metrics & Size
+ CompileContext --> WaitForContextApproval: Send Context
+ WaitForContextApproval --> ProcessLLM: Context Approved
+ ProcessLLM --> ValidateXML: LLM Response
+ ValidateXML --> WaitForResponseApproval: Send Validation Result
+ ValidateXML --> UpdateEntries: Invalid XML\nCreate ParseErrorEntry
+
+ WaitForResponseApproval --> ValidateXML: Modified Response
+ WaitForResponseApproval --> ParseResponse: Approved Response
+
+ ParseResponse --> ExecuteCommands: Command
+ ParseResponse --> UpdateEntries: Entry
+
+ ExecuteCommands --> [*]: Stop Command
+ ExecuteCommands --> UpdateEntries: Delete Command
+
+ UpdateEntries --> UpdateSystem: Continue Loop
+ }
+```
+
+#### Entry classes
+
+```mermaid
+classDiagram
+ class Entry {
+ <<abstract>>
+ +id: str readonly
+ +timestamp: datetime readonly
+
+ +Entry(id str, timestamp datetime)
+ +update() void*
+ +generate_context() ElementTree*
+ +cleanup() void*
+ }
+
+ class ScriptEntry {
+ +script: str readonly
+ +stdout: str readonly
+ +stderr: str readonly
+ +exit_code: Optional~int~ readonly
+
+ +Script(script str, id str, timestamp datetime)
+ +update() void
+ +generate_context() ElementTree
+ }
+
+ class RepeatEntry {
+ +script: str readonly
+ +stdout: str readonly
+ +stderr: str readonly
+ +exit_code: Optional~int~ readonly
+
+ +RepeatEntry(script str, id str, timestamp datetime)
+ +update() void
+ +generate_context() ElementTree
+ }
+
+ class ReasoningEntry {
+ +content: str readonly
+
+ +ReasoningEntry(content str, id str, timestamp datetime)
+ +update() void
+ +generate_context() ElementTree
+ }
+
+ class ParseErrorEntry {
+ +content: str readonly
+ +error: str readonly
+
+ +ParseErrorEntry(content str, error str, id str, timestamp datetime)
+ +update() void
+ +generate_context() ElementTree
+ }
+
+ class ReadEntry {
+ +content: str readonly
+
+ +ReadEntry(io_buffer IOBuffer, id str, timestamp datetime)
+ +update() void
+ +generate_context() ElementTree
+ }
+
+ class WriteEntry {
+ +content: str readonly
+
+ +WriteEntry(content str, io_buffer IOBuffer, id str, timestamp datetime)
+ +update() void
+ +generate_context() ElementTree
+ }
+
+ ReasoningEntry --|> Entry
+ ParseErrorEntry --|> Entry
+ ReadEntry --|> Entry
+ Entry <|-- WriteEntry
+ Entry <|-- ScriptEntry
+ Entry <|-- RepeatEntry
+```
+
+#### IO Buffer classes
+
+```mermaid
+classDiagram
+ class IOBuffer {
+ <<interface>>
+ +read() str*
+ +write(content str) void*
+ +buffer_length() int*
+ }
+
+ class StandardIOBuffer {
+ +StandardIOBuffer()
+ +read() str
+ +write(content str) void
+ +buffer_length() int
+ }
+
+ class WebIOBuffer {
+ -stdin_buffer: str
+ -stdout_buffer: str
+
+ +read() str
+ +write(content str) void
+ +buffer_length() int
+ +append_stdin(content str) void
+ +get_stdout() str
+ +clear_stdout() void
+ }
+
+ IOBuffer <|.. WebIOBuffer
+ IOBuffer <|.. StandardIOBuffer
+```
+
+#### Command classes
+
+```mermaid
+classDiagram
+ direction LR
+ class Command {
+ <<abstract>>
+ +execute(memory WorkingMemory) CommandResult*
+ }
+
+ class DeleteCommand {
+ +DeleteCommand(id str)
+ +execute(memory WorkingMemory) CommandResult
+ }
+
+ class StopCommand {
+ +StopCommand()
+ +execute(memory WorkingMemory) CommandResult
+ }
+
+ class CommandResult {
+ +message: str
+ +success: bool
+ +should_stop: bool
+
+ +CommandResult(message str, success bool, should_stop bool)
+ +static success() CommandResult
+ +static failure(message str) CommandResult
+ +static stop() CommandResult
+ }
+
+ Command <|-- DeleteCommand
+ Command <|-- StopCommand
+ Command -- CommandResult
+```
+]]>
+ </stdout>
+ <stderr/>
+ </single>
+ <reasoning id="869e20e9-48ef-4223-b901-09796f4e0627">
+ <![CDATA[
+ The diagrams give a good overview of which classes to expect.
+ I will explore the `/root/sia/sia` directory to see which of these classes are already implemented.
+]]>
+ </reasoning>
+ <single
+ exit_code="0"
+ id="fa7effb0-a1ce-468f-b556-c971f24dca54"
+ limit="10000">
+ <![CDATA[ls -l /root/sia/sia]]>
+ <stdout>
+ <![CDATA[total 172
+-rwxr-xr-x 1 root root 0 Oct 22 11:48 __init__.py
+-rwxr-xr-x 1 root root 4977 Nov 19 14:20 __main__.py
+drwxr-xr-x 2 root root 4096 Nov 20 10:26 __pycache__
+-rwxr-xr-x 1 root root 5943 Nov 15 15:54 auto_approver.py
+-rwxr-xr-x 1 root root 5242 Nov 13 16:31 background_entry.py
+-rwxr-xr-x 1 root root 3072 Nov 19 13:45 base_agent.py
+-rwxr-xr-x 1 root root 722 Nov 4 09:50 command.py
+-rwxr-xr-x 1 root root 1113 Nov 4 09:50 command_result.py
+-rwxr-xr-x 1 root root 5865 Nov 19 13:41 config.py
+-rwxr-xr-x 1 root root 1337 Nov 4 09:50 delete_command.py
+-rwxr-xr-x 1 root root 1537 Nov 4 09:50 entry.py
+-rwxr-xr-x 1 root root 2620 Nov 14 15:16 hf_llm_engine.py
+-rwxr-xr-x 1 root root 1082 Nov 4 09:50 io_buffer.py
+-rwxr-xr-x 1 root root 1683 Nov 19 13:54 iteration_logger.py
+-rwxr-xr-x 1 root root 385 Nov 14 14:21 llm_engine.py
+-rwxr-xr-x 1 root root 4018 Nov 19 14:20 local_llm_engine.py
+-rwxr-xr-x 1 root root 2269 Nov 19 14:20 mistral_llm_engine.py
+-rwxr-xr-x 1 root root 2407 Nov 19 14:20 openai_llm_engine.py
+-rwxr-xr-x 1 root root 1632 Nov 13 15:40 parse_error_entry.py
+-rwxr-xr-x 1 root root 1744 Nov 13 15:39 read_entry.py
+-rwxr-xr-x 1 root root 1323 Nov 13 15:38 reasoning_entry.py
+-rwxr-xr-x 1 root root 4127 Nov 19 14:20 repeat_entry.py
+-rwxr-xr-x 1 root root 5916 Nov 19 14:20 response_parser.py
+-rwxr-xr-x 1 root root 4173 Nov 19 14:20 single_entry.py
+-rwxr-xr-x 1 root root 2074 Nov 4 09:50 standard_io_buffer.py
+-rwxr-xr-x 1 root root 908 Nov 4 09:50 stop_command.py
+-rwxr-xr-x 1 root root 4152 Nov 14 13:36 system_metrics.py
+-rwxr-xr-x 1 root root 2510 Nov 12 16:17 util.py
+-rwxr-xr-x 1 root root 7818 Nov 19 13:54 web_agent.py
+-rwxr-xr-x 1 root root 2039 Nov 12 16:17 web_io_buffer.py
+-rwxr-xr-x 1 root root 6968 Nov 15 12:48 web_socket_manager.py
+-rwxr-xr-x 1 root root 3638 Nov 13 16:35 working_memory.py
+-rwxr-xr-x 1 root root 1688 Nov 13 15:41 write_entry.py
+-rwxr-xr-x 1 root root 3992 Nov 4 09:50 xml_validator.py
+]]>
+ </stdout>
+ <stderr/>
+ </single>
+ <single
+ exit_code="0"
+ id="c83a4145-a43d-4b78-856b-6d81da1fad76"
+ limit="3072">
+ <![CDATA[cat /root/sia/sia/base_agent.py]]>
+ <stdout>
+ <![CDATA[from abc import ABC
+import xml.etree.ElementTree as ET
+
+from .llm_engine import LlmEngine
+from .response_parser import ResponseParser
+from .system_metrics import SystemMetrics
+from .util import pretty_print_element
+from .working_memory import WorkingMemory
+from .xml_validator import XMLValidator
+
+class BaseAgent(ABC):
+ """
+ Abstract base class for SIA agents.
+
+ Provides core functionality for maintaining working memory, system metrics,
+ and coordinating components for LLM inference.
+ """
+
+ def __init__(
+ self,
+ system_prompt: str,
+ action_schema: str,
+ working_memory: WorkingMemory,
+ metrics: SystemMetrics,
+ llm: LlmEngine,
+ validator: XMLValidator,
+ parser: ResponseParser,
+ ):
+ """
+ Initialize agent with required components.
+ """
+ self._system_prompt = system_prompt
+ self._action_schema = action_schema
+ self._working_memory = working_memory
+ self._metrics = metrics
+ self._llm = llm
+ self._validator = validator
+ self._parser = parser
+
+ def __del__(self):
+ """Clean up resources on deletion."""
+ if hasattr(self, '_metrics'):
+ self._metrics.stop()
+
+ @property
+ def system_prompt(self) -> str:
+ """Get the system prompt."""
+ return f"{self._system_prompt}\n{self._action_schema}"
+
+ def _compile_context(self) -> str:
+ """
+ Compile the current context for LLM inference.
+ Includes system metrics and working memory entries.
+
+ Returns:
+ str: Complete context as XML string
+ """
+ memory_context = self._working_memory.generate_context()
+ metrics_data = self._metrics.get_metrics()
+
+ # Create context element
+ context = ET.Element("context")
+ context.set("time", metrics_data["timestamp"])
+ context.set("cpu", str(metrics_data["cpu"]))
+ context.set("gpu", str(metrics_data["gpu"]))
+ context.set("memory_used", str(metrics_data["memory_used"]))
+ context.set("memory_total", str(metrics_data["memory_total"]))
+ context.set("disk_used", str(metrics_data["disk_used"]))
+ context.set("disk_total", str(metrics_data["disk_total"]))
+ context.set("stdin", str(self._parser.io_buffer.buffer_length()))
+ context.set("context", "100")
+
+ for entry in memory_context:
+ context.append(entry)
+
+ context_str = pretty_print_element(context)
+
+ # Calculate token usage percentage
+ token_count = self._llm.token_count(self.system_prompt, context_str)
+ token_limit = self._llm.token_limit()
+ context_usage = (float(token_count) / float(token_limit)) * 100.0
+
+ # Update context usage metric
+ context.set("context", str(round(context_usage, 2)))
+
+ return pretty_print_element(context)]]>
+ </stdout>
+ <stderr/>
+ </single>
+ <reasoning id="addd6ca0-9623-474e-88f1-6d9cfa6d5a85">
+ <![CDATA[
+ Looking at BaseAgent I can see it is a close match to the diagram with some small differences.
+ I will create a notes directory where I will list differences between the schemas and the implementation.
+ I will go over each file or class in the diagram in alphabetical order.
+]]>
+ </reasoning>
+ <repeat
+ exit_code="0"
+ id="29babba9-a49a-4ffb-b506-1ef929b834c2"
+ limit="1024">
+ <![CDATA[tail -v -n +1 /root/sia/notes/*]]>
+ <stdout/>
+ <stderr>
+ ==> /root/sia/notes/base_agent.txt <==
+BaseAgent:
+- The implementation has a public system_prompt property that is not mentioned in the diagram.
+ </stderr>
+ </repeat>
+ <single exit_code="0" id="a4af2309-ed76-4d53-ae92-a22d5caf4085">
+ <![CDATA[echo "BaseAgent:
+- The implementation has a public system_prompt property that is not mentioned in the diagram.
+" > /root/sia/notes/base_agent.txt]]>
+ <stdout/>
+ <stderr/>
+ </single>
+</context><delete id="a4af2309-ed76-4d53-ae92-a22d5caf4085"/>
\ No newline at end of file
diff --git a/iterations/iteration_20241120_111033_386.xml b/iterations/iteration_20241120_111033_386.xml
new file mode 100644
index 0000000..c58cc7f
--- /dev/null
+++ b/iterations/iteration_20241120_111033_386.xml
@@ -0,0 +1,646 @@
+
+<context
+ context="83.82"
+ cpu="0"
+ disk_total="1081101176832"
+ disk_used="125111222272"
+ gpu="0"
+ memory_total="16630431744"
+ memory_used="979468288"
+ stdin="0"
+ time="2024-11-20T11:09:51Z">
+ <read_stdin id="3da7f743-19b7-4738-aaf9-49634618e8f7">
+ <![CDATA[The SIA source is located in /root/sia. Not all features are implemented yet. Look at the readme and code to find what is missing. Make sure to unit test your work.]]>
+ </read_stdin>
+ <single exit_code="0" id="ac690fe5-45d0-4028-8120-107c318977a9">
+ <![CDATA[grep -Eb "^#" /root/sia/README.md]]>
+ <stdout>
+ <![CDATA[0:# SIA - The Self Improving Agent
+668:## Example
+832:### Context
+2323:### Responses
+3462:## Working principles
+3759:### Core Actions
+3953:### Scripts
+4204:#### Single-shot script
+4433:#### Repeat script
+4711:### Use of XML
+5022:#### XML Data Flow
+5705:### The SIA process
+6048:### Server for debuggin and human input
+6619:## Architecture
+6885:### Core Components
+6908:#### Agent Architecture
+7521:#### Working Memory
+8059:#### Command Processing
+8490:#### IO Handling
+8787:### Processing Flow
+8810:#### Standard Agent Flow
+9109:#### Web Agent Flow
+9472:### Web Interface
+9600:#### Server-Client Communication
+9932:#### WebServer Architecture
+10351:### Diagrams
+10367:#### Core classes
+12662:#### Standard Agent Flow
+13387:#### Web Agent
+15536:#### Web Agent Flow
+16522:#### Entry classes
+18459:#### IO Buffer classes
+19156:#### Command classes
+]]>
+ </stdout>
+ <stderr/>
+ </single>
+ <single exit_code="0" id="79f5a8b7-cc57-44c3-b942-c74e3bcabcf8">
+ <![CDATA[head -c 668 /root/sia/README.md]]>
+ <stdout>
+ <![CDATA[# SIA - The Self Improving Agent
+
+SIA is an agentic artificial intelligence system that autonomously completes complex tasks by writing and executing scripts.
+It uses a Large Language Model (LLM) which operates in a loop.
+Each iteration a context is updated with system info and a list of previous reasoning and actions.
+The agent responds with a new reasoning or an action.
+Context, reasoning and actions are stored in a file for each iteration.
+SIA can read past iterations to improve its reasoning and actions.
+It can improve in two ways:
+- By finetuning the LLM with a better reasoning or action for a given context
+- By modifying its own source code
+
+]]>
+ </stdout>
+ <stderr/>
+ </single>
+ <single
+ exit_code="0"
+ id="c0aad1a9-48d4-46cd-bd5f-70230566b442"
+ limit="266"
+ stdout_truncated="true">
+ <![CDATA[tail -c +6619 /root/sia/README.md]]>
+ <stdout>
+ <![CDATA[
+## Architecture
+
+SIA follows a modular architecture centered around an agent that processes context through an LLM to generate actions.
+The system can run in two modes: a standard command-line mode and an interactive web mode for debugging and human feedback.
+
+### ]]>
+ </stdout>
+ <stderr/>
+ </single>
+ <single
+ exit_code="0"
+ id="973d9034-7076-479a-afea-4aaf81b065be"
+ limit="9624">
+ <![CDATA[tail -c +10351 /root/sia/README.md]]>
+ <stdout>
+ <![CDATA[
+### Diagrams
+
+#### Core classes
+
+```mermaid
+classDiagram
+ class SystemMetrics {
+ +SystemMetrics(sample_interval float)
+ +generate_context(context_usage float) ElementTree
+ +stop() void
+ -monitor_loop() void
+ }
+
+ class LLMEngine {
+ +LLMEngine(model_path str)
+ +set_model_path(model_path str) void
+ +infer(system_prompt str, main_context str) Iterator~str~
+ }
+
+ class BaseAgent {
+ <<abstract>>
+ -working_memory: WorkingMemory
+ -metrics: SystemMetrics
+ -llm: LLMEngine
+ -parser: ResponseParser
+ -validator: XMLValidator
+ -action_schema: str
+
+ #_compile_context() str
+ }
+
+ class WorkingMemory {
+ -entries: List~Entry~
+
+ +WorkingMemory()
+ +add_entry(entry Entry) void
+ +remove_entry(id str) void
+ +clear() void
+ +get_entry(id str) Optional~Entry~
+ +get_entries() List~Entry~
+ +get_entries_count() int
+ +get_entries_by_type(type Type) List~Entry~
+ +update() void
+ +generate_context() List~ElementTree~
+ }
+
+ class XMLValidator {
+ +XMLValidator(schema str)
+ +validate(xml str) Optional~str~
+ +get_valid_root_elements() Set~str~
+ }
+
+ class ResponseParser {
+ -io_buffer: IOBuffer
+
+ +ResponseParser(io_buffer IOBuffer)
+ +parse(xml str) Command | Entry
+ }
+
+ class Entry {
+ <<abstract>>
+ +id: str readonly
+ +timestamp: datetime readonly
+
+ +Entry(id str, timestamp datetime)
+ +update() void*
+ +generate_context() ElementTree*
+ +cleanup() void*
+ }
+
+ class IOBuffer {
+ <<interface>>
+ +read() str*
+ +write(content str) void*
+ +buffer_length() int*
+ }
+
+ class Command {
+ <<abstract>>
+ +execute(memory WorkingMemory) CommandResult*
+ }
+
+ SystemMetrics "1" --* "1" BaseAgent
+ LLMEngine "1" --* "1" BaseAgent
+ XMLValidator "1" --* "1" BaseAgent
+ BaseAgent "1" *-- "1" IOBuffer
+ BaseAgent "1" *-- "1" WorkingMemory
+ BaseAgent "1" *-- "1" ResponseParser
+ WorkingMemory "1" *-- "*" Entry
+ ResponseParser ..> Entry
+ ResponseParser ..> Command
+```
+
+#### Standard Agent Flow
+
+```mermaid
+stateDiagram-v2
+ direction LR
+ state "Standard Agent Flow" as standard_agent_flow {
+ [*] --> UpdateSystem: Start
+ UpdateSystem --> CompileContext: Updated Metrics & Size
+ CompileContext --> ProcessLLM
+ ProcessLLM --> ValidateXML: LLM Response
+ ValidateXML --> ParseResponse: Valid XML
+ ValidateXML --> UpdateEntries: Invalid XML\nCreate ParseErrorEntry
+ ParseResponse --> ExecuteCommands: Command
+ ParseResponse --> UpdateEntries: Entry
+ ExecuteCommands --> [*]: Stop Command
+ ExecuteCommands --> UpdateEntries: Delete Command
+ UpdateEntries --> UpdateSystem: Continue Loop
+ }
+```
+
+#### Web Agent
+
+```mermaid
+classDiagram
+ class BaseAgent {
+ <<abstract>>
+ -working_memory: WorkingMemory
+ -metrics: SystemMetrics
+ -llm: LLMEngine
+ -parser: ResponseParser
+ -validator: XMLValidator
+ -action_schema: str
+
+ #_compile_context() str
+ }
+
+ class StandardAgent {
+ +StandardAgent(model_path str, system_prompt str, action_schema str)
+ +run() void
+ }
+
+ class WebAgent {
+ +context: str
+ +response: str readonly
+ +current_state WebAgentState readonly
+ +command_result Optional[CommandResult] readonly
+ +validation_error Optional[str] readonly
+
+ +add_state_change_handler(handler Callable) void
+ +add_response_change_handler(handler Callable) void
+ +approve_context() void
+ +set__response(response str) void
+ +approve_response() void
+ }
+
+ class WebAgentState {
+
+ <<enumeration>>
+ UPDATE
+ CONTEXT_APPROVAL
+ INFERENCE
+ RESPONSE_APPROVAL
+ STOPPED
+ }
+
+ class WebSocketManager {
+ -web_sockets: Set~WebSocket~
+
+ +WebServer(agent WebAgent, io_buffer WebIOBuffer, static_files path, host str, port int)
+ }
+
+ class ClientMessage {
+ <<enumeration>>
+ APPROVE_CONTEXT
+ APPROVE_RESPONSE
+ MODIFY_RESPONSE
+ SEND_INPUT
+ }
+
+ class ServerMessage {
+ <<enumeration>>
+ STATE_CHANGE
+ CONTEXT_UPDATE
+ RESPONSE_UPDATE
+ OUTPUT_UPDATE
+ VALIDATION_ERROR
+ }
+
+ class WebIOBuffer {
+ -stdin_buffer: str
+ -stdout_buffer: str
+
+ +read() str
+ +write(content str) void
+ +buffer_length() int
+ +append_stdin(content str) void
+ +get_stdout() str
+ +clear_stdout() void
+ }
+
+ BaseAgent <|-- WebAgent
+ BaseAgent <|-- StandardAgent
+
+ WebServer --> ClientMessage
+ WebServer --> ServerMessage
+
+ WebServer "1" *-- "1" WebIOBuffer
+ WebServer "1" *-- "1" WebAgent
+ WebAgent "1" *-- "1" WebAgentState
+```
+
+#### Web Agent Flow
+
+```mermaid
+stateDiagram-v2
+ direction LR
+ state "Web Agent Flow" as web_agent_flow {
+ [*] --> UpdateSystem: Start
+ UpdateSystem --> CompileContext: Updated Metrics & Size
+ CompileContext --> WaitForContextApproval: Send Context
+ WaitForContextApproval --> ProcessLLM: Context Approved
+ ProcessLLM --> ValidateXML: LLM Response
+ ValidateXML --> WaitForResponseApproval: Send Validation Result
+ ValidateXML --> UpdateEntries: Invalid XML\nCreate ParseErrorEntry
+
+ WaitForResponseApproval --> ValidateXML: Modified Response
+ WaitForResponseApproval --> ParseResponse: Approved Response
+
+ ParseResponse --> ExecuteCommands: Command
+ ParseResponse --> UpdateEntries: Entry
+
+ ExecuteCommands --> [*]: Stop Command
+ ExecuteCommands --> UpdateEntries: Delete Command
+
+ UpdateEntries --> UpdateSystem: Continue Loop
+ }
+```
+
+#### Entry classes
+
+```mermaid
+classDiagram
+ class Entry {
+ <<abstract>>
+ +id: str readonly
+ +timestamp: datetime readonly
+
+ +Entry(id str, timestamp datetime)
+ +update() void*
+ +generate_context() ElementTree*
+ +cleanup() void*
+ }
+
+ class ScriptEntry {
+ +script: str readonly
+ +stdout: str readonly
+ +stderr: str readonly
+ +exit_code: Optional~int~ readonly
+
+ +Script(script str, id str, timestamp datetime)
+ +update() void
+ +generate_context() ElementTree
+ }
+
+ class RepeatEntry {
+ +script: str readonly
+ +stdout: str readonly
+ +stderr: str readonly
+ +exit_code: Optional~int~ readonly
+
+ +RepeatEntry(script str, id str, timestamp datetime)
+ +update() void
+ +generate_context() ElementTree
+ }
+
+ class ReasoningEntry {
+ +content: str readonly
+
+ +ReasoningEntry(content str, id str, timestamp datetime)
+ +update() void
+ +generate_context() ElementTree
+ }
+
+ class ParseErrorEntry {
+ +content: str readonly
+ +error: str readonly
+
+ +ParseErrorEntry(content str, error str, id str, timestamp datetime)
+ +update() void
+ +generate_context() ElementTree
+ }
+
+ class ReadEntry {
+ +content: str readonly
+
+ +ReadEntry(io_buffer IOBuffer, id str, timestamp datetime)
+ +update() void
+ +generate_context() ElementTree
+ }
+
+ class WriteEntry {
+ +content: str readonly
+
+ +WriteEntry(content str, io_buffer IOBuffer, id str, timestamp datetime)
+ +update() void
+ +generate_context() ElementTree
+ }
+
+ ReasoningEntry --|> Entry
+ ParseErrorEntry --|> Entry
+ ReadEntry --|> Entry
+ Entry <|-- WriteEntry
+ Entry <|-- ScriptEntry
+ Entry <|-- RepeatEntry
+```
+
+#### IO Buffer classes
+
+```mermaid
+classDiagram
+ class IOBuffer {
+ <<interface>>
+ +read() str*
+ +write(content str) void*
+ +buffer_length() int*
+ }
+
+ class StandardIOBuffer {
+ +StandardIOBuffer()
+ +read() str
+ +write(content str) void
+ +buffer_length() int
+ }
+
+ class WebIOBuffer {
+ -stdin_buffer: str
+ -stdout_buffer: str
+
+ +read() str
+ +write(content str) void
+ +buffer_length() int
+ +append_stdin(content str) void
+ +get_stdout() str
+ +clear_stdout() void
+ }
+
+ IOBuffer <|.. WebIOBuffer
+ IOBuffer <|.. StandardIOBuffer
+```
+
+#### Command classes
+
+```mermaid
+classDiagram
+ direction LR
+ class Command {
+ <<abstract>>
+ +execute(memory WorkingMemory) CommandResult*
+ }
+
+ class DeleteCommand {
+ +DeleteCommand(id str)
+ +execute(memory WorkingMemory) CommandResult
+ }
+
+ class StopCommand {
+ +StopCommand()
+ +execute(memory WorkingMemory) CommandResult
+ }
+
+ class CommandResult {
+ +message: str
+ +success: bool
+ +should_stop: bool
+
+ +CommandResult(message str, success bool, should_stop bool)
+ +static success() CommandResult
+ +static failure(message str) CommandResult
+ +static stop() CommandResult
+ }
+
+ Command <|-- DeleteCommand
+ Command <|-- StopCommand
+ Command -- CommandResult
+```
+]]>
+ </stdout>
+ <stderr/>
+ </single>
+ <reasoning id="869e20e9-48ef-4223-b901-09796f4e0627">
+ <![CDATA[
+ The diagrams give a good overview of which classes to expect.
+ I will explore the `/root/sia/sia` directory to see which of these classes are already implemented.
+]]>
+ </reasoning>
+ <single
+ exit_code="0"
+ id="fa7effb0-a1ce-468f-b556-c971f24dca54"
+ limit="10000">
+ <![CDATA[ls -l /root/sia/sia]]>
+ <stdout>
+ <![CDATA[total 172
+-rwxr-xr-x 1 root root 0 Oct 22 11:48 __init__.py
+-rwxr-xr-x 1 root root 4977 Nov 19 14:20 __main__.py
+drwxr-xr-x 2 root root 4096 Nov 20 10:26 __pycache__
+-rwxr-xr-x 1 root root 5943 Nov 15 15:54 auto_approver.py
+-rwxr-xr-x 1 root root 5242 Nov 13 16:31 background_entry.py
+-rwxr-xr-x 1 root root 3072 Nov 19 13:45 base_agent.py
+-rwxr-xr-x 1 root root 722 Nov 4 09:50 command.py
+-rwxr-xr-x 1 root root 1113 Nov 4 09:50 command_result.py
+-rwxr-xr-x 1 root root 5865 Nov 19 13:41 config.py
+-rwxr-xr-x 1 root root 1337 Nov 4 09:50 delete_command.py
+-rwxr-xr-x 1 root root 1537 Nov 4 09:50 entry.py
+-rwxr-xr-x 1 root root 2620 Nov 14 15:16 hf_llm_engine.py
+-rwxr-xr-x 1 root root 1082 Nov 4 09:50 io_buffer.py
+-rwxr-xr-x 1 root root 1683 Nov 19 13:54 iteration_logger.py
+-rwxr-xr-x 1 root root 385 Nov 14 14:21 llm_engine.py
+-rwxr-xr-x 1 root root 4018 Nov 19 14:20 local_llm_engine.py
+-rwxr-xr-x 1 root root 2269 Nov 19 14:20 mistral_llm_engine.py
+-rwxr-xr-x 1 root root 2407 Nov 19 14:20 openai_llm_engine.py
+-rwxr-xr-x 1 root root 1632 Nov 13 15:40 parse_error_entry.py
+-rwxr-xr-x 1 root root 1744 Nov 13 15:39 read_entry.py
+-rwxr-xr-x 1 root root 1323 Nov 13 15:38 reasoning_entry.py
+-rwxr-xr-x 1 root root 4127 Nov 19 14:20 repeat_entry.py
+-rwxr-xr-x 1 root root 5916 Nov 19 14:20 response_parser.py
+-rwxr-xr-x 1 root root 4173 Nov 19 14:20 single_entry.py
+-rwxr-xr-x 1 root root 2074 Nov 4 09:50 standard_io_buffer.py
+-rwxr-xr-x 1 root root 908 Nov 4 09:50 stop_command.py
+-rwxr-xr-x 1 root root 4152 Nov 14 13:36 system_metrics.py
+-rwxr-xr-x 1 root root 2510 Nov 12 16:17 util.py
+-rwxr-xr-x 1 root root 7818 Nov 19 13:54 web_agent.py
+-rwxr-xr-x 1 root root 2039 Nov 12 16:17 web_io_buffer.py
+-rwxr-xr-x 1 root root 6968 Nov 15 12:48 web_socket_manager.py
+-rwxr-xr-x 1 root root 3638 Nov 13 16:35 working_memory.py
+-rwxr-xr-x 1 root root 1688 Nov 13 15:41 write_entry.py
+-rwxr-xr-x 1 root root 3992 Nov 4 09:50 xml_validator.py
+]]>
+ </stdout>
+ <stderr/>
+ </single>
+ <single
+ exit_code="0"
+ id="c83a4145-a43d-4b78-856b-6d81da1fad76"
+ limit="3072">
+ <![CDATA[cat /root/sia/sia/base_agent.py]]>
+ <stdout>
+ <![CDATA[from abc import ABC
+import xml.etree.ElementTree as ET
+
+from .llm_engine import LlmEngine
+from .response_parser import ResponseParser
+from .system_metrics import SystemMetrics
+from .util import pretty_print_element
+from .working_memory import WorkingMemory
+from .xml_validator import XMLValidator
+
+class BaseAgent(ABC):
+ """
+ Abstract base class for SIA agents.
+
+ Provides core functionality for maintaining working memory, system metrics,
+ and coordinating components for LLM inference.
+ """
+
+ def __init__(
+ self,
+ system_prompt: str,
+ action_schema: str,
+ working_memory: WorkingMemory,
+ metrics: SystemMetrics,
+ llm: LlmEngine,
+ validator: XMLValidator,
+ parser: ResponseParser,
+ ):
+ """
+ Initialize agent with required components.
+ """
+ self._system_prompt = system_prompt
+ self._action_schema = action_schema
+ self._working_memory = working_memory
+ self._metrics = metrics
+ self._llm = llm
+ self._validator = validator
+ self._parser = parser
+
+ def __del__(self):
+ """Clean up resources on deletion."""
+ if hasattr(self, '_metrics'):
+ self._metrics.stop()
+
+ @property
+ def system_prompt(self) -> str:
+ """Get the system prompt."""
+ return f"{self._system_prompt}\n{self._action_schema}"
+
+ def _compile_context(self) -> str:
+ """
+ Compile the current context for LLM inference.
+ Includes system metrics and working memory entries.
+
+ Returns:
+ str: Complete context as XML string
+ """
+ memory_context = self._working_memory.generate_context()
+ metrics_data = self._metrics.get_metrics()
+
+ # Create context element
+ context = ET.Element("context")
+ context.set("time", metrics_data["timestamp"])
+ context.set("cpu", str(metrics_data["cpu"]))
+ context.set("gpu", str(metrics_data["gpu"]))
+ context.set("memory_used", str(metrics_data["memory_used"]))
+ context.set("memory_total", str(metrics_data["memory_total"]))
+ context.set("disk_used", str(metrics_data["disk_used"]))
+ context.set("disk_total", str(metrics_data["disk_total"]))
+ context.set("stdin", str(self._parser.io_buffer.buffer_length()))
+ context.set("context", "100")
+
+ for entry in memory_context:
+ context.append(entry)
+
+ context_str = pretty_print_element(context)
+
+ # Calculate token usage percentage
+ token_count = self._llm.token_count(self.system_prompt, context_str)
+ token_limit = self._llm.token_limit()
+ context_usage = (float(token_count) / float(token_limit)) * 100.0
+
+ # Update context usage metric
+ context.set("context", str(round(context_usage, 2)))
+
+ return pretty_print_element(context)]]>
+ </stdout>
+ <stderr/>
+ </single>
+ <reasoning id="addd6ca0-9623-474e-88f1-6d9cfa6d5a85">
+ <![CDATA[
+ Looking at BaseAgent I can see it is a close match to the diagram with some small differences.
+ I will create a notes directory where I will list differences between the schemas and the implementation.
+ I will go over each file or class in the diagram in alphabetical order.
+]]>
+ </reasoning>
+ <repeat
+ exit_code="0"
+ id="29babba9-a49a-4ffb-b506-1ef929b834c2"
+ limit="1024">
+ <![CDATA[tail -v -n +1 /root/sia/notes/*]]>
+ <stdout/>
+ <stderr>
+ ==> /root/sia/notes/base_agent.txt <==
+BaseAgent:
+- The implementation has a public system_prompt property that is not mentioned in the diagram.
+ </stderr>
+ </repeat>
+</context><delete id="c83a4145-a43d-4b78-856b-6d81da1fad76"
+/>
\ No newline at end of file
diff --git a/iterations/iteration_20241120_111153_435.xml b/iterations/iteration_20241120_111153_435.xml
new file mode 100644
index 0000000..71eae5a
--- /dev/null
+++ b/iterations/iteration_20241120_111153_435.xml
@@ -0,0 +1,550 @@
+
+<context
+ context="74.75"
+ cpu="0"
+ disk_total="1081101176832"
+ disk_used="125111222272"
+ gpu="0"
+ memory_total="16630431744"
+ memory_used="981422080"
+ stdin="0"
+ time="2024-11-20T11:10:33Z">
+ <read_stdin id="3da7f743-19b7-4738-aaf9-49634618e8f7">
+ <![CDATA[The SIA source is located in /root/sia. Not all features are implemented yet. Look at the readme and code to find what is missing. Make sure to unit test your work.]]>
+ </read_stdin>
+ <single exit_code="0" id="ac690fe5-45d0-4028-8120-107c318977a9">
+ <![CDATA[grep -Eb "^#" /root/sia/README.md]]>
+ <stdout>
+ <![CDATA[0:# SIA - The Self Improving Agent
+668:## Example
+832:### Context
+2323:### Responses
+3462:## Working principles
+3759:### Core Actions
+3953:### Scripts
+4204:#### Single-shot script
+4433:#### Repeat script
+4711:### Use of XML
+5022:#### XML Data Flow
+5705:### The SIA process
+6048:### Server for debuggin and human input
+6619:## Architecture
+6885:### Core Components
+6908:#### Agent Architecture
+7521:#### Working Memory
+8059:#### Command Processing
+8490:#### IO Handling
+8787:### Processing Flow
+8810:#### Standard Agent Flow
+9109:#### Web Agent Flow
+9472:### Web Interface
+9600:#### Server-Client Communication
+9932:#### WebServer Architecture
+10351:### Diagrams
+10367:#### Core classes
+12662:#### Standard Agent Flow
+13387:#### Web Agent
+15536:#### Web Agent Flow
+16522:#### Entry classes
+18459:#### IO Buffer classes
+19156:#### Command classes
+]]>
+ </stdout>
+ <stderr/>
+ </single>
+ <single exit_code="0" id="79f5a8b7-cc57-44c3-b942-c74e3bcabcf8">
+ <![CDATA[head -c 668 /root/sia/README.md]]>
+ <stdout>
+ <![CDATA[# SIA - The Self Improving Agent
+
+SIA is an agentic artificial intelligence system that autonomously completes complex tasks by writing and executing scripts.
+It uses a Large Language Model (LLM) which operates in a loop.
+Each iteration a context is updated with system info and a list of previous reasoning and actions.
+The agent responds with a new reasoning or an action.
+Context, reasoning and actions are stored in a file for each iteration.
+SIA can read past iterations to improve its reasoning and actions.
+It can improve in two ways:
+- By finetuning the LLM with a better reasoning or action for a given context
+- By modifying its own source code
+
+]]>
+ </stdout>
+ <stderr/>
+ </single>
+ <single
+ exit_code="0"
+ id="c0aad1a9-48d4-46cd-bd5f-70230566b442"
+ limit="266"
+ stdout_truncated="true">
+ <![CDATA[tail -c +6619 /root/sia/README.md]]>
+ <stdout>
+ <![CDATA[
+## Architecture
+
+SIA follows a modular architecture centered around an agent that processes context through an LLM to generate actions.
+The system can run in two modes: a standard command-line mode and an interactive web mode for debugging and human feedback.
+
+### ]]>
+ </stdout>
+ <stderr/>
+ </single>
+ <single
+ exit_code="0"
+ id="973d9034-7076-479a-afea-4aaf81b065be"
+ limit="9624">
+ <![CDATA[tail -c +10351 /root/sia/README.md]]>
+ <stdout>
+ <![CDATA[
+### Diagrams
+
+#### Core classes
+
+```mermaid
+classDiagram
+ class SystemMetrics {
+ +SystemMetrics(sample_interval float)
+ +generate_context(context_usage float) ElementTree
+ +stop() void
+ -monitor_loop() void
+ }
+
+ class LLMEngine {
+ +LLMEngine(model_path str)
+ +set_model_path(model_path str) void
+ +infer(system_prompt str, main_context str) Iterator~str~
+ }
+
+ class BaseAgent {
+ <<abstract>>
+ -working_memory: WorkingMemory
+ -metrics: SystemMetrics
+ -llm: LLMEngine
+ -parser: ResponseParser
+ -validator: XMLValidator
+ -action_schema: str
+
+ #_compile_context() str
+ }
+
+ class WorkingMemory {
+ -entries: List~Entry~
+
+ +WorkingMemory()
+ +add_entry(entry Entry) void
+ +remove_entry(id str) void
+ +clear() void
+ +get_entry(id str) Optional~Entry~
+ +get_entries() List~Entry~
+ +get_entries_count() int
+ +get_entries_by_type(type Type) List~Entry~
+ +update() void
+ +generate_context() List~ElementTree~
+ }
+
+ class XMLValidator {
+ +XMLValidator(schema str)
+ +validate(xml str) Optional~str~
+ +get_valid_root_elements() Set~str~
+ }
+
+ class ResponseParser {
+ -io_buffer: IOBuffer
+
+ +ResponseParser(io_buffer IOBuffer)
+ +parse(xml str) Command | Entry
+ }
+
+ class Entry {
+ <<abstract>>
+ +id: str readonly
+ +timestamp: datetime readonly
+
+ +Entry(id str, timestamp datetime)
+ +update() void*
+ +generate_context() ElementTree*
+ +cleanup() void*
+ }
+
+ class IOBuffer {
+ <<interface>>
+ +read() str*
+ +write(content str) void*
+ +buffer_length() int*
+ }
+
+ class Command {
+ <<abstract>>
+ +execute(memory WorkingMemory) CommandResult*
+ }
+
+ SystemMetrics "1" --* "1" BaseAgent
+ LLMEngine "1" --* "1" BaseAgent
+ XMLValidator "1" --* "1" BaseAgent
+ BaseAgent "1" *-- "1" IOBuffer
+ BaseAgent "1" *-- "1" WorkingMemory
+ BaseAgent "1" *-- "1" ResponseParser
+ WorkingMemory "1" *-- "*" Entry
+ ResponseParser ..> Entry
+ ResponseParser ..> Command
+```
+
+#### Standard Agent Flow
+
+```mermaid
+stateDiagram-v2
+ direction LR
+ state "Standard Agent Flow" as standard_agent_flow {
+ [*] --> UpdateSystem: Start
+ UpdateSystem --> CompileContext: Updated Metrics & Size
+ CompileContext --> ProcessLLM
+ ProcessLLM --> ValidateXML: LLM Response
+ ValidateXML --> ParseResponse: Valid XML
+ ValidateXML --> UpdateEntries: Invalid XML\nCreate ParseErrorEntry
+ ParseResponse --> ExecuteCommands: Command
+ ParseResponse --> UpdateEntries: Entry
+ ExecuteCommands --> [*]: Stop Command
+ ExecuteCommands --> UpdateEntries: Delete Command
+ UpdateEntries --> UpdateSystem: Continue Loop
+ }
+```
+
+#### Web Agent
+
+```mermaid
+classDiagram
+ class BaseAgent {
+ <<abstract>>
+ -working_memory: WorkingMemory
+ -metrics: SystemMetrics
+ -llm: LLMEngine
+ -parser: ResponseParser
+ -validator: XMLValidator
+ -action_schema: str
+
+ #_compile_context() str
+ }
+
+ class StandardAgent {
+ +StandardAgent(model_path str, system_prompt str, action_schema str)
+ +run() void
+ }
+
+ class WebAgent {
+ +context: str
+ +response: str readonly
+ +current_state WebAgentState readonly
+ +command_result Optional[CommandResult] readonly
+ +validation_error Optional[str] readonly
+
+ +add_state_change_handler(handler Callable) void
+ +add_response_change_handler(handler Callable) void
+ +approve_context() void
+ +set__response(response str) void
+ +approve_response() void
+ }
+
+ class WebAgentState {
+
+ <<enumeration>>
+ UPDATE
+ CONTEXT_APPROVAL
+ INFERENCE
+ RESPONSE_APPROVAL
+ STOPPED
+ }
+
+ class WebSocketManager {
+ -web_sockets: Set~WebSocket~
+
+ +WebServer(agent WebAgent, io_buffer WebIOBuffer, static_files path, host str, port int)
+ }
+
+ class ClientMessage {
+ <<enumeration>>
+ APPROVE_CONTEXT
+ APPROVE_RESPONSE
+ MODIFY_RESPONSE
+ SEND_INPUT
+ }
+
+ class ServerMessage {
+ <<enumeration>>
+ STATE_CHANGE
+ CONTEXT_UPDATE
+ RESPONSE_UPDATE
+ OUTPUT_UPDATE
+ VALIDATION_ERROR
+ }
+
+ class WebIOBuffer {
+ -stdin_buffer: str
+ -stdout_buffer: str
+
+ +read() str
+ +write(content str) void
+ +buffer_length() int
+ +append_stdin(content str) void
+ +get_stdout() str
+ +clear_stdout() void
+ }
+
+ BaseAgent <|-- WebAgent
+ BaseAgent <|-- StandardAgent
+
+ WebServer --> ClientMessage
+ WebServer --> ServerMessage
+
+ WebServer "1" *-- "1" WebIOBuffer
+ WebServer "1" *-- "1" WebAgent
+ WebAgent "1" *-- "1" WebAgentState
+```
+
+#### Web Agent Flow
+
+```mermaid
+stateDiagram-v2
+ direction LR
+ state "Web Agent Flow" as web_agent_flow {
+ [*] --> UpdateSystem: Start
+ UpdateSystem --> CompileContext: Updated Metrics & Size
+ CompileContext --> WaitForContextApproval: Send Context
+ WaitForContextApproval --> ProcessLLM: Context Approved
+ ProcessLLM --> ValidateXML: LLM Response
+ ValidateXML --> WaitForResponseApproval: Send Validation Result
+ ValidateXML --> UpdateEntries: Invalid XML\nCreate ParseErrorEntry
+
+ WaitForResponseApproval --> ValidateXML: Modified Response
+ WaitForResponseApproval --> ParseResponse: Approved Response
+
+ ParseResponse --> ExecuteCommands: Command
+ ParseResponse --> UpdateEntries: Entry
+
+ ExecuteCommands --> [*]: Stop Command
+ ExecuteCommands --> UpdateEntries: Delete Command
+
+ UpdateEntries --> UpdateSystem: Continue Loop
+ }
+```
+
+#### Entry classes
+
+```mermaid
+classDiagram
+ class Entry {
+ <<abstract>>
+ +id: str readonly
+ +timestamp: datetime readonly
+
+ +Entry(id str, timestamp datetime)
+ +update() void*
+ +generate_context() ElementTree*
+ +cleanup() void*
+ }
+
+ class ScriptEntry {
+ +script: str readonly
+ +stdout: str readonly
+ +stderr: str readonly
+ +exit_code: Optional~int~ readonly
+
+ +Script(script str, id str, timestamp datetime)
+ +update() void
+ +generate_context() ElementTree
+ }
+
+ class RepeatEntry {
+ +script: str readonly
+ +stdout: str readonly
+ +stderr: str readonly
+ +exit_code: Optional~int~ readonly
+
+ +RepeatEntry(script str, id str, timestamp datetime)
+ +update() void
+ +generate_context() ElementTree
+ }
+
+ class ReasoningEntry {
+ +content: str readonly
+
+ +ReasoningEntry(content str, id str, timestamp datetime)
+ +update() void
+ +generate_context() ElementTree
+ }
+
+ class ParseErrorEntry {
+ +content: str readonly
+ +error: str readonly
+
+ +ParseErrorEntry(content str, error str, id str, timestamp datetime)
+ +update() void
+ +generate_context() ElementTree
+ }
+
+ class ReadEntry {
+ +content: str readonly
+
+ +ReadEntry(io_buffer IOBuffer, id str, timestamp datetime)
+ +update() void
+ +generate_context() ElementTree
+ }
+
+ class WriteEntry {
+ +content: str readonly
+
+ +WriteEntry(content str, io_buffer IOBuffer, id str, timestamp datetime)
+ +update() void
+ +generate_context() ElementTree
+ }
+
+ ReasoningEntry --|> Entry
+ ParseErrorEntry --|> Entry
+ ReadEntry --|> Entry
+ Entry <|-- WriteEntry
+ Entry <|-- ScriptEntry
+ Entry <|-- RepeatEntry
+```
+
+#### IO Buffer classes
+
+```mermaid
+classDiagram
+ class IOBuffer {
+ <<interface>>
+ +read() str*
+ +write(content str) void*
+ +buffer_length() int*
+ }
+
+ class StandardIOBuffer {
+ +StandardIOBuffer()
+ +read() str
+ +write(content str) void
+ +buffer_length() int
+ }
+
+ class WebIOBuffer {
+ -stdin_buffer: str
+ -stdout_buffer: str
+
+ +read() str
+ +write(content str) void
+ +buffer_length() int
+ +append_stdin(content str) void
+ +get_stdout() str
+ +clear_stdout() void
+ }
+
+ IOBuffer <|.. WebIOBuffer
+ IOBuffer <|.. StandardIOBuffer
+```
+
+#### Command classes
+
+```mermaid
+classDiagram
+ direction LR
+ class Command {
+ <<abstract>>
+ +execute(memory WorkingMemory) CommandResult*
+ }
+
+ class DeleteCommand {
+ +DeleteCommand(id str)
+ +execute(memory WorkingMemory) CommandResult
+ }
+
+ class StopCommand {
+ +StopCommand()
+ +execute(memory WorkingMemory) CommandResult
+ }
+
+ class CommandResult {
+ +message: str
+ +success: bool
+ +should_stop: bool
+
+ +CommandResult(message str, success bool, should_stop bool)
+ +static success() CommandResult
+ +static failure(message str) CommandResult
+ +static stop() CommandResult
+ }
+
+ Command <|-- DeleteCommand
+ Command <|-- StopCommand
+ Command -- CommandResult
+```
+]]>
+ </stdout>
+ <stderr/>
+ </single>
+ <reasoning id="869e20e9-48ef-4223-b901-09796f4e0627">
+ <![CDATA[
+ The diagrams give a good overview of which classes to expect.
+ I will explore the `/root/sia/sia` directory to see which of these classes are already implemented.
+]]>
+ </reasoning>
+ <single
+ exit_code="0"
+ id="fa7effb0-a1ce-468f-b556-c971f24dca54"
+ limit="10000">
+ <![CDATA[ls -l /root/sia/sia]]>
+ <stdout>
+ <![CDATA[total 172
+-rwxr-xr-x 1 root root 0 Oct 22 11:48 __init__.py
+-rwxr-xr-x 1 root root 4977 Nov 19 14:20 __main__.py
+drwxr-xr-x 2 root root 4096 Nov 20 10:26 __pycache__
+-rwxr-xr-x 1 root root 5943 Nov 15 15:54 auto_approver.py
+-rwxr-xr-x 1 root root 5242 Nov 13 16:31 background_entry.py
+-rwxr-xr-x 1 root root 3072 Nov 19 13:45 base_agent.py
+-rwxr-xr-x 1 root root 722 Nov 4 09:50 command.py
+-rwxr-xr-x 1 root root 1113 Nov 4 09:50 command_result.py
+-rwxr-xr-x 1 root root 5865 Nov 19 13:41 config.py
+-rwxr-xr-x 1 root root 1337 Nov 4 09:50 delete_command.py
+-rwxr-xr-x 1 root root 1537 Nov 4 09:50 entry.py
+-rwxr-xr-x 1 root root 2620 Nov 14 15:16 hf_llm_engine.py
+-rwxr-xr-x 1 root root 1082 Nov 4 09:50 io_buffer.py
+-rwxr-xr-x 1 root root 1683 Nov 19 13:54 iteration_logger.py
+-rwxr-xr-x 1 root root 385 Nov 14 14:21 llm_engine.py
+-rwxr-xr-x 1 root root 4018 Nov 19 14:20 local_llm_engine.py
+-rwxr-xr-x 1 root root 2269 Nov 19 14:20 mistral_llm_engine.py
+-rwxr-xr-x 1 root root 2407 Nov 19 14:20 openai_llm_engine.py
+-rwxr-xr-x 1 root root 1632 Nov 13 15:40 parse_error_entry.py
+-rwxr-xr-x 1 root root 1744 Nov 13 15:39 read_entry.py
+-rwxr-xr-x 1 root root 1323 Nov 13 15:38 reasoning_entry.py
+-rwxr-xr-x 1 root root 4127 Nov 19 14:20 repeat_entry.py
+-rwxr-xr-x 1 root root 5916 Nov 19 14:20 response_parser.py
+-rwxr-xr-x 1 root root 4173 Nov 19 14:20 single_entry.py
+-rwxr-xr-x 1 root root 2074 Nov 4 09:50 standard_io_buffer.py
+-rwxr-xr-x 1 root root 908 Nov 4 09:50 stop_command.py
+-rwxr-xr-x 1 root root 4152 Nov 14 13:36 system_metrics.py
+-rwxr-xr-x 1 root root 2510 Nov 12 16:17 util.py
+-rwxr-xr-x 1 root root 7818 Nov 19 13:54 web_agent.py
+-rwxr-xr-x 1 root root 2039 Nov 12 16:17 web_io_buffer.py
+-rwxr-xr-x 1 root root 6968 Nov 15 12:48 web_socket_manager.py
+-rwxr-xr-x 1 root root 3638 Nov 13 16:35 working_memory.py
+-rwxr-xr-x 1 root root 1688 Nov 13 15:41 write_entry.py
+-rwxr-xr-x 1 root root 3992 Nov 4 09:50 xml_validator.py
+]]>
+ </stdout>
+ <stderr/>
+ </single>
+ <reasoning id="addd6ca0-9623-474e-88f1-6d9cfa6d5a85">
+ <![CDATA[
+ Looking at BaseAgent I can see it is a close match to the diagram with some small differences.
+ I will create a notes directory where I will list differences between the schemas and the implementation.
+ I will go over each file or class in the diagram in alphabetical order.
+]]>
+ </reasoning>
+ <repeat
+ exit_code="0"
+ id="29babba9-a49a-4ffb-b506-1ef929b834c2"
+ limit="1024">
+ <![CDATA[tail -v -n +1 /root/sia/notes/*]]>
+ <stdout/>
+ <stderr>
+ ==> /root/sia/notes/base_agent.txt <==
+BaseAgent:
+- The implementation has a public system_prompt property that is not mentioned in the diagram.
+ </stderr>
+ </repeat>
+</context><single limit="4977">cat /root/sia/sia/__main__.py</single>
\ No newline at end of file
diff --git a/mini_prompt.md b/mini_prompt.md
new file mode 100644
index 0000000..ae991cf
--- /dev/null
+++ b/mini_prompt.md
@@ -0,0 +1,2 @@
+You are SIA, the Self Improving Agent.
+These are the actions you can take:
\ No newline at end of file
diff --git a/sia/web_agent.py b/sia/web_agent.py
index 7efb48b..2d1d50c 100644
--- a/sia/web_agent.py
+++ b/sia/web_agent.py
@@ -177,10 +177,12 @@ class WebAgent(BaseAgent):
if result.should_stop:
self._set_state(WebAgentState.STOPPED)
return
+ self._working_memory.update()
else:
+ parse_result.update()
+ self._working_memory.update()
self._working_memory.add_entry(parse_result)
- self._working_memory.update()
self._set_context(self._compile_context())
self._set_state(WebAgentState.CONTEXT_APPROVAL)