Added iteration_logger
This commit is contained in:
Niels Geens
12
iterations/iteration_20241119_162542_776.xml
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12
iterations/iteration_20241119_162542_776.xml
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<?xml version='1.0' encoding='utf-8'?>
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<iteration system_prompt_hash="a357171f34284409058700f0d6c20cbb4f4bfe643aff5b12168c5158767f89b4" action_schema_hash="a4cf87f3d53c7b14aab3c96097d8b7bf838e8f77e413d11f51051afbe22fa3a6"><context><context
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context="21.85"
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cpu="0"
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disk_total="1081101176832"
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disk_used="125096226816"
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gpu="0"
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||||||
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memory_total="16630435840"
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memory_used="1027158016"
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stdin="120"
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time="2024-11-19T16:07:26Z">
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</context></context><response><read_stdin/></response></iteration>
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21
iterations/iteration_20241119_162948_334.xml
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iterations/iteration_20241119_162948_334.xml
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<?xml version='1.0' encoding='utf-8'?>
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<iteration system_prompt_hash="a357171f34284409058700f0d6c20cbb4f4bfe643aff5b12168c5158767f89b4" action_schema_hash="a4cf87f3d53c7b14aab3c96097d8b7bf838e8f77e413d11f51051afbe22fa3a6"><context><context
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context="22.87"
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cpu="0"
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disk_total="1081101176832"
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disk_used="125096235008"
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gpu="0"
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memory_total="16630435840"
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memory_used="1025536000"
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stdin="0"
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time="2024-11-19T16:25:42Z">
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<read_stdin id="0cd183e6-3db7-4539-8b10-604f97c03a1e">
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<![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.]]>
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</read_stdin>
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</context></context><response><reasoning>
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<![CDATA[
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I have received instructions to look at the SIA source code located in /root/sia.
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I need to identify what features are missing and ensure that unit tests are implemented for my work.
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||||||
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First, I will navigate to the /root/sia directory and list its contents to understand the structure.
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]]>
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</reasoning></response></iteration>
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26
iterations/iteration_20241119_163020_423.xml
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26
iterations/iteration_20241119_163020_423.xml
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<?xml version='1.0' encoding='utf-8'?>
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<iteration system_prompt_hash="a357171f34284409058700f0d6c20cbb4f4bfe643aff5b12168c5158767f89b4" action_schema_hash="a4cf87f3d53c7b14aab3c96097d8b7bf838e8f77e413d11f51051afbe22fa3a6"><context><context
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context="24.16"
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cpu="0"
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disk_total="1081101176832"
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disk_used="125096239104"
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gpu="0"
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memory_total="16630435840"
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memory_used="1026473984"
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stdin="0"
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time="2024-11-19T16:29:48Z">
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<read_stdin id="0cd183e6-3db7-4539-8b10-604f97c03a1e">
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<![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.]]>
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</read_stdin>
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<reasoning id="ab67e68c-766f-4602-9237-db99e1f4581c">
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<![CDATA[
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|
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|
I have received instructions to look at the SIA source code located in /root/sia.
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||||||
|
I need to identify what features are missing and ensure that unit tests are implemented for my work.
|
||||||
|
First, I will navigate to the /root/sia directory and list its contents to understand the structure.
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||||||
|
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||||||
|
]]>
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</reasoning>
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</context></context><response><single>
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ls -la /root/sia
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</single></response></iteration>
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63
iterations/iteration_20241119_163136_262.xml
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iterations/iteration_20241119_163136_262.xml
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<?xml version='1.0' encoding='utf-8'?>
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<iteration system_prompt_hash="a357171f34284409058700f0d6c20cbb4f4bfe643aff5b12168c5158767f89b4" action_schema_hash="a4cf87f3d53c7b14aab3c96097d8b7bf838e8f77e413d11f51051afbe22fa3a6"><context><context
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context="31.32"
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cpu="0"
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disk_total="1081101176832"
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disk_used="125096243200"
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gpu="0"
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memory_total="16630435840"
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memory_used="1026932736"
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stdin="0"
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time="2024-11-19T16:30:20Z">
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<read_stdin id="0cd183e6-3db7-4539-8b10-604f97c03a1e">
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<![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.]]>
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</read_stdin>
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<reasoning id="ab67e68c-766f-4602-9237-db99e1f4581c">
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<![CDATA[
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||||||
|
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||||||
|
I have received instructions to look at the SIA source code located in /root/sia.
|
||||||
|
I need to identify what features are missing and ensure that unit tests are implemented for my work.
|
||||||
|
First, I will navigate to the /root/sia directory and list its contents to understand the structure.
|
||||||
|
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||||||
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]]>
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</reasoning>
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<single
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exit_code="0"
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id="e50ee4a4-8adc-496e-80ef-7cc3aaa8fd0b"
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stdout_truncated="true">
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<![CDATA[
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ls -la /root/sia
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]]>
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<stdout>
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<![CDATA[total 200
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drwxr-xr-x 1 root root 4096 Nov 19 16:07 .
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drwx------ 1 root root 4096 Nov 19 16:07 ..
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drwxr-xr-x 2 root root 4096 Oct 31 17:07 .crossnote
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-rwxr-xr-x 1 root root 14 Nov 4 16:01 .dockerignore
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drwxr-xr-x 8 root root 4096 Nov 19 16:01 .git
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||||||
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-rwxr-xr-x 1 root root 30 Nov 4 16:01 .gitignore
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||||||
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-rwxr-xr-x 1 root root 843 Nov 4 14:52 Dockerfile
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||||||
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-rwxr-xr-x 1 root root 19975 Nov 19 14:20 README.md
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||||||
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drwxr-xr-x 2 root root 4096 Nov 15 16:10 _test
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-rwxr-xr-x 1 root root 3923 Nov 13 15:56 action_schema.xsd
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-rwxr-xr-x 1 root root 2064 Nov 6 12:29 claude.sh
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||||||
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-rwxr-xr-x 1 root root 85153 Nov 14 13:30 claude.txt
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||||||
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-rwxr-xr-x 1 root root 572 Nov 19 14:20 install.sh
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drwxr-xr-x 2 root root 4096 Nov 19 16:30 iterations
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-rwxr-xr-x 1 root root 105 Nov 19 14:20 requirements.txt
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-rwxr-xr-x 1 root root 218 Nov 12 16:26 run.sh
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drwxr-xr-x 1 root root 4096 Nov 19 16:07 sia
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drwxr-xr-x 3 root root 4096 Nov 19 16:01 static
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-rwxr-xr-x 1 root root 4120 Nov 13 16:05 system_prompt.md
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drwxr-xr-x 2 root root 4096 N]]>
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</stdout>
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<stderr/>
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</single>
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</context></context><response><reasoning>
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<![CDATA[
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||||||
|
I have successfully listed the contents of the /root/sia directory.
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||||||
|
The directory contains several files and subdirectories, including a README.md file, a Dockerfile, and various scripts.
|
||||||
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The next step is to read the README.md file to understand the project structure and identify any missing features.
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||||||
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I will use the `cat` command to display the contents of the README.md file.
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||||||
|
]]>
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</reasoning></response></iteration>
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66
iterations/iteration_20241119_163307_840.xml
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66
iterations/iteration_20241119_163307_840.xml
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<?xml version='1.0' encoding='utf-8'?>
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<iteration system_prompt_hash="a357171f34284409058700f0d6c20cbb4f4bfe643aff5b12168c5158767f89b4" action_schema_hash="a4cf87f3d53c7b14aab3c96097d8b7bf838e8f77e413d11f51051afbe22fa3a6"><context><context
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context="32.87"
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cpu="0"
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disk_total="1081101176832"
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disk_used="125096247296"
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gpu="0"
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memory_total="16630435840"
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memory_used="1010360320"
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stdin="0"
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||||||
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time="2024-11-19T16:31:36Z">
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<read_stdin id="0cd183e6-3db7-4539-8b10-604f97c03a1e">
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||||||
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<![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.]]>
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||||||
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</read_stdin>
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||||||
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<reasoning id="ab67e68c-766f-4602-9237-db99e1f4581c">
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||||||
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<![CDATA[
|
||||||
|
|
||||||
|
I have received instructions to look at the SIA source code located in /root/sia.
|
||||||
|
I need to identify what features are missing and ensure that unit tests are implemented for my work.
|
||||||
|
First, I will navigate to the /root/sia directory and list its contents to understand the structure.
|
||||||
|
|
||||||
|
]]>
|
||||||
|
</reasoning>
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<single
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exit_code="0"
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id="e50ee4a4-8adc-496e-80ef-7cc3aaa8fd0b"
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stdout_truncated="true">
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<![CDATA[
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ls -la /root/sia
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]]>
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||||||
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<stdout>
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<![CDATA[total 200
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drwxr-xr-x 1 root root 4096 Nov 19 16:07 .
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||||||
|
drwx------ 1 root root 4096 Nov 19 16:07 ..
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||||||
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drwxr-xr-x 2 root root 4096 Oct 31 17:07 .crossnote
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||||||
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-rwxr-xr-x 1 root root 14 Nov 4 16:01 .dockerignore
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||||||
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drwxr-xr-x 8 root root 4096 Nov 19 16:01 .git
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||||||
|
-rwxr-xr-x 1 root root 30 Nov 4 16:01 .gitignore
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||||||
|
-rwxr-xr-x 1 root root 843 Nov 4 14:52 Dockerfile
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||||||
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-rwxr-xr-x 1 root root 19975 Nov 19 14:20 README.md
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||||||
|
drwxr-xr-x 2 root root 4096 Nov 15 16:10 _test
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||||||
|
-rwxr-xr-x 1 root root 3923 Nov 13 15:56 action_schema.xsd
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||||||
|
-rwxr-xr-x 1 root root 2064 Nov 6 12:29 claude.sh
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||||||
|
-rwxr-xr-x 1 root root 85153 Nov 14 13:30 claude.txt
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||||||
|
-rwxr-xr-x 1 root root 572 Nov 19 14:20 install.sh
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||||||
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drwxr-xr-x 2 root root 4096 Nov 19 16:30 iterations
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-rwxr-xr-x 1 root root 105 Nov 19 14:20 requirements.txt
|
||||||
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-rwxr-xr-x 1 root root 218 Nov 12 16:26 run.sh
|
||||||
|
drwxr-xr-x 1 root root 4096 Nov 19 16:07 sia
|
||||||
|
drwxr-xr-x 3 root root 4096 Nov 19 16:01 static
|
||||||
|
-rwxr-xr-x 1 root root 4120 Nov 13 16:05 system_prompt.md
|
||||||
|
drwxr-xr-x 2 root root 4096 N]]>
|
||||||
|
</stdout>
|
||||||
|
<stderr/>
|
||||||
|
</single>
|
||||||
|
<reasoning id="206f9da6-b57a-46c3-b698-110b18602aab">
|
||||||
|
<![CDATA[
|
||||||
|
|
||||||
|
I have successfully listed the contents of the /root/sia directory.
|
||||||
|
The directory contains several files and subdirectories, including a README.md file, a Dockerfile, and various scripts.
|
||||||
|
The next step is to read the README.md file to understand the project structure and identify any missing features.
|
||||||
|
I will use the `cat` command to display the contents of the README.md file.
|
||||||
|
|
||||||
|
]]>
|
||||||
|
</reasoning>
|
||||||
|
</context></context><response><single>cat /root/sia/README.md</single></response></iteration>
|
||||||
112
iterations/iteration_20241119_163835_085.xml
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112
iterations/iteration_20241119_163835_085.xml
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<?xml version='1.0' encoding='utf-8'?>
|
||||||
|
<iteration system_prompt_hash="a357171f34284409058700f0d6c20cbb4f4bfe643aff5b12168c5158767f89b4" action_schema_hash="a4cf87f3d53c7b14aab3c96097d8b7bf838e8f77e413d11f51051afbe22fa3a6"><context><context
|
||||||
|
context="37.15"
|
||||||
|
cpu="0"
|
||||||
|
disk_total="1081101176832"
|
||||||
|
disk_used="125096251392"
|
||||||
|
gpu="0"
|
||||||
|
memory_total="16630435840"
|
||||||
|
memory_used="1013915648"
|
||||||
|
stdin="0"
|
||||||
|
time="2024-11-19T16:33:07Z">
|
||||||
|
<read_stdin id="0cd183e6-3db7-4539-8b10-604f97c03a1e">
|
||||||
|
<![CDATA[The SIA source is located in /root/sia. Not all features are implemented yet. Look at the readme and code to find what is missing. Make sure to unit test your work.]]>
|
||||||
|
</read_stdin>
|
||||||
|
<reasoning id="ab67e68c-766f-4602-9237-db99e1f4581c">
|
||||||
|
<![CDATA[
|
||||||
|
|
||||||
|
I have received instructions to look at the SIA source code located in /root/sia.
|
||||||
|
I need to identify what features are missing and ensure that unit tests are implemented for my work.
|
||||||
|
First, I will navigate to the /root/sia directory and list its contents to understand the structure.
|
||||||
|
|
||||||
|
]]>
|
||||||
|
</reasoning>
|
||||||
|
<single
|
||||||
|
exit_code="0"
|
||||||
|
id="e50ee4a4-8adc-496e-80ef-7cc3aaa8fd0b"
|
||||||
|
stdout_truncated="true">
|
||||||
|
<![CDATA[
|
||||||
|
ls -la /root/sia
|
||||||
|
]]>
|
||||||
|
<stdout>
|
||||||
|
<![CDATA[total 200
|
||||||
|
drwxr-xr-x 1 root root 4096 Nov 19 16:07 .
|
||||||
|
drwx------ 1 root root 4096 Nov 19 16:07 ..
|
||||||
|
drwxr-xr-x 2 root root 4096 Oct 31 17:07 .crossnote
|
||||||
|
-rwxr-xr-x 1 root root 14 Nov 4 16:01 .dockerignore
|
||||||
|
drwxr-xr-x 8 root root 4096 Nov 19 16:01 .git
|
||||||
|
-rwxr-xr-x 1 root root 30 Nov 4 16:01 .gitignore
|
||||||
|
-rwxr-xr-x 1 root root 843 Nov 4 14:52 Dockerfile
|
||||||
|
-rwxr-xr-x 1 root root 19975 Nov 19 14:20 README.md
|
||||||
|
drwxr-xr-x 2 root root 4096 Nov 15 16:10 _test
|
||||||
|
-rwxr-xr-x 1 root root 3923 Nov 13 15:56 action_schema.xsd
|
||||||
|
-rwxr-xr-x 1 root root 2064 Nov 6 12:29 claude.sh
|
||||||
|
-rwxr-xr-x 1 root root 85153 Nov 14 13:30 claude.txt
|
||||||
|
-rwxr-xr-x 1 root root 572 Nov 19 14:20 install.sh
|
||||||
|
drwxr-xr-x 2 root root 4096 Nov 19 16:30 iterations
|
||||||
|
-rwxr-xr-x 1 root root 105 Nov 19 14:20 requirements.txt
|
||||||
|
-rwxr-xr-x 1 root root 218 Nov 12 16:26 run.sh
|
||||||
|
drwxr-xr-x 1 root root 4096 Nov 19 16:07 sia
|
||||||
|
drwxr-xr-x 3 root root 4096 Nov 19 16:01 static
|
||||||
|
-rwxr-xr-x 1 root root 4120 Nov 13 16:05 system_prompt.md
|
||||||
|
drwxr-xr-x 2 root root 4096 N]]>
|
||||||
|
</stdout>
|
||||||
|
<stderr/>
|
||||||
|
</single>
|
||||||
|
<reasoning id="206f9da6-b57a-46c3-b698-110b18602aab">
|
||||||
|
<![CDATA[
|
||||||
|
|
||||||
|
I have successfully listed the contents of the /root/sia directory.
|
||||||
|
The directory contains several files and subdirectories, including a README.md file, a Dockerfile, and various scripts.
|
||||||
|
The next step is to read the README.md file to understand the project structure and identify any missing features.
|
||||||
|
I will use the `cat` command to display the contents of the README.md file.
|
||||||
|
|
||||||
|
]]>
|
||||||
|
</reasoning>
|
||||||
|
<single
|
||||||
|
exit_code="0"
|
||||||
|
id="702b5383-e8df-4bb8-a021-d966bbf9e3fb"
|
||||||
|
stdout_truncated="true">
|
||||||
|
<![CDATA[cat /root/sia/README.md]]>
|
||||||
|
<stdout>
|
||||||
|
<![CDATA[# SIA - The Self Improving Agent
|
||||||
|
|
||||||
|
SIA is an agentic artificial intelligence system that autonomously completes complex tasks by writing and executing scripts.
|
||||||
|
It uses a Large Language Model (LLM) which operates in a loop.
|
||||||
|
Each iteration a context is updated with system info and a list of previous reasoning and actions.
|
||||||
|
The agent responds with a new reasoning or an action.
|
||||||
|
Context, reasoning and actions are stored in a file for each iteration.
|
||||||
|
SIA can read past iterations to improve its reasoning and actions.
|
||||||
|
It can improve in two ways:
|
||||||
|
- By finetuning the LLM with a better reasoning or action for a given context
|
||||||
|
- By modifying its own source code
|
||||||
|
|
||||||
|
## Example
|
||||||
|
|
||||||
|
This example shows a typical context with some monitored items and previous actions.
|
||||||
|
Between each of the responses, the context would be updated.
|
||||||
|
|
||||||
|
### Context
|
||||||
|
|
||||||
|
```xml
|
||||||
|
<context
|
||||||
|
time="2024-10-18T12:00:00Z"
|
||||||
|
cpu="12"
|
||||||
|
gpu="26"
|
||||||
|
memory_used="9556302234"
|
||||||
|
memory_total="17179869184"
|
||||||
|
disk_used="244434939904"
|
||||||
|
disk_total="273145991168"
|
||||||
|
context="3"
|
||||||
|
s]]>
|
||||||
|
</stdout>
|
||||||
|
<stderr/>
|
||||||
|
</single>
|
||||||
|
</context></context><response><reasoning>
|
||||||
|
<![CDATA[
|
||||||
|
I have successfully read the beginning of the README.md file.
|
||||||
|
The file provides an overview of the SIA project, including its purpose and how it operates.
|
||||||
|
The next step is to continue reading the README.md file to understand the project structure and identify any missing features.
|
||||||
|
I will use the `tail` command to display the next part of the README.md file.
|
||||||
|
]]>
|
||||||
|
</reasoning></response></iteration>
|
||||||
117
iterations/iteration_20241119_164222_391.xml
Normal file
117
iterations/iteration_20241119_164222_391.xml
Normal file
@@ -0,0 +1,117 @@
|
|||||||
|
<?xml version='1.0' encoding='utf-8'?>
|
||||||
|
<iteration system_prompt_hash="a357171f34284409058700f0d6c20cbb4f4bfe643aff5b12168c5158767f89b4" action_schema_hash="a4cf87f3d53c7b14aab3c96097d8b7bf838e8f77e413d11f51051afbe22fa3a6"><context><context
|
||||||
|
context="38.64"
|
||||||
|
cpu="0"
|
||||||
|
disk_total="1081101176832"
|
||||||
|
disk_used="125096263680"
|
||||||
|
gpu="0"
|
||||||
|
memory_total="16630435840"
|
||||||
|
memory_used="1014460416"
|
||||||
|
stdin="0"
|
||||||
|
time="2024-11-19T16:38:35Z">
|
||||||
|
<read_stdin id="0cd183e6-3db7-4539-8b10-604f97c03a1e">
|
||||||
|
<![CDATA[The SIA source is located in /root/sia. Not all features are implemented yet. Look at the readme and code to find what is missing. Make sure to unit test your work.]]>
|
||||||
|
</read_stdin>
|
||||||
|
<reasoning id="ab67e68c-766f-4602-9237-db99e1f4581c">
|
||||||
|
<![CDATA[
|
||||||
|
|
||||||
|
I have received instructions to look at the SIA source code located in /root/sia.
|
||||||
|
I need to identify what features are missing and ensure that unit tests are implemented for my work.
|
||||||
|
First, I will navigate to the /root/sia directory and list its contents to understand the structure.
|
||||||
|
|
||||||
|
]]>
|
||||||
|
</reasoning>
|
||||||
|
<single
|
||||||
|
exit_code="0"
|
||||||
|
id="e50ee4a4-8adc-496e-80ef-7cc3aaa8fd0b"
|
||||||
|
stdout_truncated="true">
|
||||||
|
<![CDATA[
|
||||||
|
ls -la /root/sia
|
||||||
|
]]>
|
||||||
|
<stdout>
|
||||||
|
<![CDATA[total 200
|
||||||
|
drwxr-xr-x 1 root root 4096 Nov 19 16:07 .
|
||||||
|
drwx------ 1 root root 4096 Nov 19 16:07 ..
|
||||||
|
drwxr-xr-x 2 root root 4096 Oct 31 17:07 .crossnote
|
||||||
|
-rwxr-xr-x 1 root root 14 Nov 4 16:01 .dockerignore
|
||||||
|
drwxr-xr-x 8 root root 4096 Nov 19 16:01 .git
|
||||||
|
-rwxr-xr-x 1 root root 30 Nov 4 16:01 .gitignore
|
||||||
|
-rwxr-xr-x 1 root root 843 Nov 4 14:52 Dockerfile
|
||||||
|
-rwxr-xr-x 1 root root 19975 Nov 19 14:20 README.md
|
||||||
|
drwxr-xr-x 2 root root 4096 Nov 15 16:10 _test
|
||||||
|
-rwxr-xr-x 1 root root 3923 Nov 13 15:56 action_schema.xsd
|
||||||
|
-rwxr-xr-x 1 root root 2064 Nov 6 12:29 claude.sh
|
||||||
|
-rwxr-xr-x 1 root root 85153 Nov 14 13:30 claude.txt
|
||||||
|
-rwxr-xr-x 1 root root 572 Nov 19 14:20 install.sh
|
||||||
|
drwxr-xr-x 2 root root 4096 Nov 19 16:30 iterations
|
||||||
|
-rwxr-xr-x 1 root root 105 Nov 19 14:20 requirements.txt
|
||||||
|
-rwxr-xr-x 1 root root 218 Nov 12 16:26 run.sh
|
||||||
|
drwxr-xr-x 1 root root 4096 Nov 19 16:07 sia
|
||||||
|
drwxr-xr-x 3 root root 4096 Nov 19 16:01 static
|
||||||
|
-rwxr-xr-x 1 root root 4120 Nov 13 16:05 system_prompt.md
|
||||||
|
drwxr-xr-x 2 root root 4096 N]]>
|
||||||
|
</stdout>
|
||||||
|
<stderr/>
|
||||||
|
</single>
|
||||||
|
<reasoning id="206f9da6-b57a-46c3-b698-110b18602aab">
|
||||||
|
<![CDATA[
|
||||||
|
|
||||||
|
I have successfully listed the contents of the /root/sia directory.
|
||||||
|
The directory contains several files and subdirectories, including a README.md file, a Dockerfile, and various scripts.
|
||||||
|
The next step is to read the README.md file to understand the project structure and identify any missing features.
|
||||||
|
I will use the `cat` command to display the contents of the README.md file.
|
||||||
|
|
||||||
|
]]>
|
||||||
|
</reasoning>
|
||||||
|
<single
|
||||||
|
exit_code="0"
|
||||||
|
id="702b5383-e8df-4bb8-a021-d966bbf9e3fb"
|
||||||
|
stdout_truncated="true">
|
||||||
|
<![CDATA[cat /root/sia/README.md]]>
|
||||||
|
<stdout>
|
||||||
|
<![CDATA[# SIA - The Self Improving Agent
|
||||||
|
|
||||||
|
SIA is an agentic artificial intelligence system that autonomously completes complex tasks by writing and executing scripts.
|
||||||
|
It uses a Large Language Model (LLM) which operates in a loop.
|
||||||
|
Each iteration a context is updated with system info and a list of previous reasoning and actions.
|
||||||
|
The agent responds with a new reasoning or an action.
|
||||||
|
Context, reasoning and actions are stored in a file for each iteration.
|
||||||
|
SIA can read past iterations to improve its reasoning and actions.
|
||||||
|
It can improve in two ways:
|
||||||
|
- By finetuning the LLM with a better reasoning or action for a given context
|
||||||
|
- By modifying its own source code
|
||||||
|
|
||||||
|
## Example
|
||||||
|
|
||||||
|
This example shows a typical context with some monitored items and previous actions.
|
||||||
|
Between each of the responses, the context would be updated.
|
||||||
|
|
||||||
|
### Context
|
||||||
|
|
||||||
|
```xml
|
||||||
|
<context
|
||||||
|
time="2024-10-18T12:00:00Z"
|
||||||
|
cpu="12"
|
||||||
|
gpu="26"
|
||||||
|
memory_used="9556302234"
|
||||||
|
memory_total="17179869184"
|
||||||
|
disk_used="244434939904"
|
||||||
|
disk_total="273145991168"
|
||||||
|
context="3"
|
||||||
|
s]]>
|
||||||
|
</stdout>
|
||||||
|
<stderr/>
|
||||||
|
</single>
|
||||||
|
<reasoning id="1e3cc87a-8c0d-4f29-9f0b-89b3825b08e0">
|
||||||
|
<![CDATA[
|
||||||
|
|
||||||
|
I have successfully read the beginning of the README.md file.
|
||||||
|
The file provides an overview of the SIA project, including its purpose and how it operates.
|
||||||
|
The next step is to continue reading the README.md file to understand the project structure and identify any missing features.
|
||||||
|
I will use the `tail` command to display the next part of the README.md file.
|
||||||
|
|
||||||
|
]]>
|
||||||
|
</reasoning>
|
||||||
|
</context></context><response><single>
|
||||||
|
tail -n +1024 /root/sia/README.md
|
||||||
|
</single></response></iteration>
|
||||||
122
iterations/iteration_20241119_164452_751.xml
Normal file
122
iterations/iteration_20241119_164452_751.xml
Normal file
@@ -0,0 +1,122 @@
|
|||||||
|
<?xml version='1.0' encoding='utf-8'?>
|
||||||
|
<iteration system_prompt_hash="a357171f34284409058700f0d6c20cbb4f4bfe643aff5b12168c5158767f89b4" action_schema_hash="a4cf87f3d53c7b14aab3c96097d8b7bf838e8f77e413d11f51051afbe22fa3a6"><context><context
|
||||||
|
context="39.58"
|
||||||
|
cpu="0"
|
||||||
|
disk_total="1081101176832"
|
||||||
|
disk_used="125096271872"
|
||||||
|
gpu="0"
|
||||||
|
memory_total="16630435840"
|
||||||
|
memory_used="1015787520"
|
||||||
|
stdin="0"
|
||||||
|
time="2024-11-19T16:42:22Z">
|
||||||
|
<read_stdin id="0cd183e6-3db7-4539-8b10-604f97c03a1e">
|
||||||
|
<![CDATA[The SIA source is located in /root/sia. Not all features are implemented yet. Look at the readme and code to find what is missing. Make sure to unit test your work.]]>
|
||||||
|
</read_stdin>
|
||||||
|
<reasoning id="ab67e68c-766f-4602-9237-db99e1f4581c">
|
||||||
|
<![CDATA[
|
||||||
|
|
||||||
|
I have received instructions to look at the SIA source code located in /root/sia.
|
||||||
|
I need to identify what features are missing and ensure that unit tests are implemented for my work.
|
||||||
|
First, I will navigate to the /root/sia directory and list its contents to understand the structure.
|
||||||
|
|
||||||
|
]]>
|
||||||
|
</reasoning>
|
||||||
|
<single
|
||||||
|
exit_code="0"
|
||||||
|
id="e50ee4a4-8adc-496e-80ef-7cc3aaa8fd0b"
|
||||||
|
stdout_truncated="true">
|
||||||
|
<![CDATA[
|
||||||
|
ls -la /root/sia
|
||||||
|
]]>
|
||||||
|
<stdout>
|
||||||
|
<![CDATA[total 200
|
||||||
|
drwxr-xr-x 1 root root 4096 Nov 19 16:07 .
|
||||||
|
drwx------ 1 root root 4096 Nov 19 16:07 ..
|
||||||
|
drwxr-xr-x 2 root root 4096 Oct 31 17:07 .crossnote
|
||||||
|
-rwxr-xr-x 1 root root 14 Nov 4 16:01 .dockerignore
|
||||||
|
drwxr-xr-x 8 root root 4096 Nov 19 16:01 .git
|
||||||
|
-rwxr-xr-x 1 root root 30 Nov 4 16:01 .gitignore
|
||||||
|
-rwxr-xr-x 1 root root 843 Nov 4 14:52 Dockerfile
|
||||||
|
-rwxr-xr-x 1 root root 19975 Nov 19 14:20 README.md
|
||||||
|
drwxr-xr-x 2 root root 4096 Nov 15 16:10 _test
|
||||||
|
-rwxr-xr-x 1 root root 3923 Nov 13 15:56 action_schema.xsd
|
||||||
|
-rwxr-xr-x 1 root root 2064 Nov 6 12:29 claude.sh
|
||||||
|
-rwxr-xr-x 1 root root 85153 Nov 14 13:30 claude.txt
|
||||||
|
-rwxr-xr-x 1 root root 572 Nov 19 14:20 install.sh
|
||||||
|
drwxr-xr-x 2 root root 4096 Nov 19 16:30 iterations
|
||||||
|
-rwxr-xr-x 1 root root 105 Nov 19 14:20 requirements.txt
|
||||||
|
-rwxr-xr-x 1 root root 218 Nov 12 16:26 run.sh
|
||||||
|
drwxr-xr-x 1 root root 4096 Nov 19 16:07 sia
|
||||||
|
drwxr-xr-x 3 root root 4096 Nov 19 16:01 static
|
||||||
|
-rwxr-xr-x 1 root root 4120 Nov 13 16:05 system_prompt.md
|
||||||
|
drwxr-xr-x 2 root root 4096 N]]>
|
||||||
|
</stdout>
|
||||||
|
<stderr/>
|
||||||
|
</single>
|
||||||
|
<reasoning id="206f9da6-b57a-46c3-b698-110b18602aab">
|
||||||
|
<![CDATA[
|
||||||
|
|
||||||
|
I have successfully listed the contents of the /root/sia directory.
|
||||||
|
The directory contains several files and subdirectories, including a README.md file, a Dockerfile, and various scripts.
|
||||||
|
The next step is to read the README.md file to understand the project structure and identify any missing features.
|
||||||
|
I will use the `cat` command to display the contents of the README.md file.
|
||||||
|
|
||||||
|
]]>
|
||||||
|
</reasoning>
|
||||||
|
<single
|
||||||
|
exit_code="0"
|
||||||
|
id="702b5383-e8df-4bb8-a021-d966bbf9e3fb"
|
||||||
|
stdout_truncated="true">
|
||||||
|
<![CDATA[cat /root/sia/README.md]]>
|
||||||
|
<stdout>
|
||||||
|
<![CDATA[# SIA - The Self Improving Agent
|
||||||
|
|
||||||
|
SIA is an agentic artificial intelligence system that autonomously completes complex tasks by writing and executing scripts.
|
||||||
|
It uses a Large Language Model (LLM) which operates in a loop.
|
||||||
|
Each iteration a context is updated with system info and a list of previous reasoning and actions.
|
||||||
|
The agent responds with a new reasoning or an action.
|
||||||
|
Context, reasoning and actions are stored in a file for each iteration.
|
||||||
|
SIA can read past iterations to improve its reasoning and actions.
|
||||||
|
It can improve in two ways:
|
||||||
|
- By finetuning the LLM with a better reasoning or action for a given context
|
||||||
|
- By modifying its own source code
|
||||||
|
|
||||||
|
## Example
|
||||||
|
|
||||||
|
This example shows a typical context with some monitored items and previous actions.
|
||||||
|
Between each of the responses, the context would be updated.
|
||||||
|
|
||||||
|
### Context
|
||||||
|
|
||||||
|
```xml
|
||||||
|
<context
|
||||||
|
time="2024-10-18T12:00:00Z"
|
||||||
|
cpu="12"
|
||||||
|
gpu="26"
|
||||||
|
memory_used="9556302234"
|
||||||
|
memory_total="17179869184"
|
||||||
|
disk_used="244434939904"
|
||||||
|
disk_total="273145991168"
|
||||||
|
context="3"
|
||||||
|
s]]>
|
||||||
|
</stdout>
|
||||||
|
<stderr/>
|
||||||
|
</single>
|
||||||
|
<reasoning id="1e3cc87a-8c0d-4f29-9f0b-89b3825b08e0">
|
||||||
|
<![CDATA[
|
||||||
|
|
||||||
|
I have successfully read the beginning of the README.md file.
|
||||||
|
The file provides an overview of the SIA project, including its purpose and how it operates.
|
||||||
|
The next step is to continue reading the README.md file to understand the project structure and identify any missing features.
|
||||||
|
I will use the `tail` command to display the next part of the README.md file.
|
||||||
|
|
||||||
|
]]>
|
||||||
|
</reasoning>
|
||||||
|
<single exit_code="0" id="0511d469-c161-45b0-b69d-38c188719b26">
|
||||||
|
<![CDATA[
|
||||||
|
tail -n +1024 /root/sia/README.md
|
||||||
|
]]>
|
||||||
|
<stdout/>
|
||||||
|
<stderr/>
|
||||||
|
</single>
|
||||||
|
</context></context><response><delete id="0511d469-c161-45b0-b69d-38c188719b26"/></response></iteration>
|
||||||
117
iterations/iteration_20241119_164510_100.xml
Normal file
117
iterations/iteration_20241119_164510_100.xml
Normal file
@@ -0,0 +1,117 @@
|
|||||||
|
<?xml version='1.0' encoding='utf-8'?>
|
||||||
|
<iteration system_prompt_hash="a357171f34284409058700f0d6c20cbb4f4bfe643aff5b12168c5158767f89b4" action_schema_hash="a4cf87f3d53c7b14aab3c96097d8b7bf838e8f77e413d11f51051afbe22fa3a6"><context><context
|
||||||
|
context="38.64"
|
||||||
|
cpu="0"
|
||||||
|
disk_total="1081101176832"
|
||||||
|
disk_used="125096280064"
|
||||||
|
gpu="0"
|
||||||
|
memory_total="16630435840"
|
||||||
|
memory_used="1017208832"
|
||||||
|
stdin="0"
|
||||||
|
time="2024-11-19T16:44:52Z">
|
||||||
|
<read_stdin id="0cd183e6-3db7-4539-8b10-604f97c03a1e">
|
||||||
|
<![CDATA[The SIA source is located in /root/sia. Not all features are implemented yet. Look at the readme and code to find what is missing. Make sure to unit test your work.]]>
|
||||||
|
</read_stdin>
|
||||||
|
<reasoning id="ab67e68c-766f-4602-9237-db99e1f4581c">
|
||||||
|
<![CDATA[
|
||||||
|
|
||||||
|
I have received instructions to look at the SIA source code located in /root/sia.
|
||||||
|
I need to identify what features are missing and ensure that unit tests are implemented for my work.
|
||||||
|
First, I will navigate to the /root/sia directory and list its contents to understand the structure.
|
||||||
|
|
||||||
|
]]>
|
||||||
|
</reasoning>
|
||||||
|
<single
|
||||||
|
exit_code="0"
|
||||||
|
id="e50ee4a4-8adc-496e-80ef-7cc3aaa8fd0b"
|
||||||
|
stdout_truncated="true">
|
||||||
|
<![CDATA[
|
||||||
|
ls -la /root/sia
|
||||||
|
]]>
|
||||||
|
<stdout>
|
||||||
|
<![CDATA[total 200
|
||||||
|
drwxr-xr-x 1 root root 4096 Nov 19 16:07 .
|
||||||
|
drwx------ 1 root root 4096 Nov 19 16:07 ..
|
||||||
|
drwxr-xr-x 2 root root 4096 Oct 31 17:07 .crossnote
|
||||||
|
-rwxr-xr-x 1 root root 14 Nov 4 16:01 .dockerignore
|
||||||
|
drwxr-xr-x 8 root root 4096 Nov 19 16:01 .git
|
||||||
|
-rwxr-xr-x 1 root root 30 Nov 4 16:01 .gitignore
|
||||||
|
-rwxr-xr-x 1 root root 843 Nov 4 14:52 Dockerfile
|
||||||
|
-rwxr-xr-x 1 root root 19975 Nov 19 14:20 README.md
|
||||||
|
drwxr-xr-x 2 root root 4096 Nov 15 16:10 _test
|
||||||
|
-rwxr-xr-x 1 root root 3923 Nov 13 15:56 action_schema.xsd
|
||||||
|
-rwxr-xr-x 1 root root 2064 Nov 6 12:29 claude.sh
|
||||||
|
-rwxr-xr-x 1 root root 85153 Nov 14 13:30 claude.txt
|
||||||
|
-rwxr-xr-x 1 root root 572 Nov 19 14:20 install.sh
|
||||||
|
drwxr-xr-x 2 root root 4096 Nov 19 16:30 iterations
|
||||||
|
-rwxr-xr-x 1 root root 105 Nov 19 14:20 requirements.txt
|
||||||
|
-rwxr-xr-x 1 root root 218 Nov 12 16:26 run.sh
|
||||||
|
drwxr-xr-x 1 root root 4096 Nov 19 16:07 sia
|
||||||
|
drwxr-xr-x 3 root root 4096 Nov 19 16:01 static
|
||||||
|
-rwxr-xr-x 1 root root 4120 Nov 13 16:05 system_prompt.md
|
||||||
|
drwxr-xr-x 2 root root 4096 N]]>
|
||||||
|
</stdout>
|
||||||
|
<stderr/>
|
||||||
|
</single>
|
||||||
|
<reasoning id="206f9da6-b57a-46c3-b698-110b18602aab">
|
||||||
|
<![CDATA[
|
||||||
|
|
||||||
|
I have successfully listed the contents of the /root/sia directory.
|
||||||
|
The directory contains several files and subdirectories, including a README.md file, a Dockerfile, and various scripts.
|
||||||
|
The next step is to read the README.md file to understand the project structure and identify any missing features.
|
||||||
|
I will use the `cat` command to display the contents of the README.md file.
|
||||||
|
|
||||||
|
]]>
|
||||||
|
</reasoning>
|
||||||
|
<single
|
||||||
|
exit_code="0"
|
||||||
|
id="702b5383-e8df-4bb8-a021-d966bbf9e3fb"
|
||||||
|
stdout_truncated="true">
|
||||||
|
<![CDATA[cat /root/sia/README.md]]>
|
||||||
|
<stdout>
|
||||||
|
<![CDATA[# SIA - The Self Improving Agent
|
||||||
|
|
||||||
|
SIA is an agentic artificial intelligence system that autonomously completes complex tasks by writing and executing scripts.
|
||||||
|
It uses a Large Language Model (LLM) which operates in a loop.
|
||||||
|
Each iteration a context is updated with system info and a list of previous reasoning and actions.
|
||||||
|
The agent responds with a new reasoning or an action.
|
||||||
|
Context, reasoning and actions are stored in a file for each iteration.
|
||||||
|
SIA can read past iterations to improve its reasoning and actions.
|
||||||
|
It can improve in two ways:
|
||||||
|
- By finetuning the LLM with a better reasoning or action for a given context
|
||||||
|
- By modifying its own source code
|
||||||
|
|
||||||
|
## Example
|
||||||
|
|
||||||
|
This example shows a typical context with some monitored items and previous actions.
|
||||||
|
Between each of the responses, the context would be updated.
|
||||||
|
|
||||||
|
### Context
|
||||||
|
|
||||||
|
```xml
|
||||||
|
<context
|
||||||
|
time="2024-10-18T12:00:00Z"
|
||||||
|
cpu="12"
|
||||||
|
gpu="26"
|
||||||
|
memory_used="9556302234"
|
||||||
|
memory_total="17179869184"
|
||||||
|
disk_used="244434939904"
|
||||||
|
disk_total="273145991168"
|
||||||
|
context="3"
|
||||||
|
s]]>
|
||||||
|
</stdout>
|
||||||
|
<stderr/>
|
||||||
|
</single>
|
||||||
|
<reasoning id="1e3cc87a-8c0d-4f29-9f0b-89b3825b08e0">
|
||||||
|
<![CDATA[
|
||||||
|
|
||||||
|
I have successfully read the beginning of the README.md file.
|
||||||
|
The file provides an overview of the SIA project, including its purpose and how it operates.
|
||||||
|
The next step is to continue reading the README.md file to understand the project structure and identify any missing features.
|
||||||
|
I will use the `tail` command to display the next part of the README.md file.
|
||||||
|
|
||||||
|
]]>
|
||||||
|
</reasoning>
|
||||||
|
</context></context><response><single>
|
||||||
|
tail -c 1024 /root/sia/README.md
|
||||||
|
</single></response></iteration>
|
||||||
169
iterations/iteration_20241119_164630_580.xml
Normal file
169
iterations/iteration_20241119_164630_580.xml
Normal file
@@ -0,0 +1,169 @@
|
|||||||
|
<?xml version='1.0' encoding='utf-8'?>
|
||||||
|
<iteration system_prompt_hash="a357171f34284409058700f0d6c20cbb4f4bfe643aff5b12168c5158767f89b4" action_schema_hash="a4cf87f3d53c7b14aab3c96097d8b7bf838e8f77e413d11f51051afbe22fa3a6"><context><context
|
||||||
|
context="42.37"
|
||||||
|
cpu="0"
|
||||||
|
disk_total="1081101176832"
|
||||||
|
disk_used="125096288256"
|
||||||
|
gpu="0"
|
||||||
|
memory_total="16630435840"
|
||||||
|
memory_used="1015595008"
|
||||||
|
stdin="0"
|
||||||
|
time="2024-11-19T16:45:10Z">
|
||||||
|
<read_stdin id="0cd183e6-3db7-4539-8b10-604f97c03a1e">
|
||||||
|
<![CDATA[The SIA source is located in /root/sia. Not all features are implemented yet. Look at the readme and code to find what is missing. Make sure to unit test your work.]]>
|
||||||
|
</read_stdin>
|
||||||
|
<reasoning id="ab67e68c-766f-4602-9237-db99e1f4581c">
|
||||||
|
<![CDATA[
|
||||||
|
|
||||||
|
I have received instructions to look at the SIA source code located in /root/sia.
|
||||||
|
I need to identify what features are missing and ensure that unit tests are implemented for my work.
|
||||||
|
First, I will navigate to the /root/sia directory and list its contents to understand the structure.
|
||||||
|
|
||||||
|
]]>
|
||||||
|
</reasoning>
|
||||||
|
<single
|
||||||
|
exit_code="0"
|
||||||
|
id="e50ee4a4-8adc-496e-80ef-7cc3aaa8fd0b"
|
||||||
|
stdout_truncated="true">
|
||||||
|
<![CDATA[
|
||||||
|
ls -la /root/sia
|
||||||
|
]]>
|
||||||
|
<stdout>
|
||||||
|
<![CDATA[total 200
|
||||||
|
drwxr-xr-x 1 root root 4096 Nov 19 16:07 .
|
||||||
|
drwx------ 1 root root 4096 Nov 19 16:07 ..
|
||||||
|
drwxr-xr-x 2 root root 4096 Oct 31 17:07 .crossnote
|
||||||
|
-rwxr-xr-x 1 root root 14 Nov 4 16:01 .dockerignore
|
||||||
|
drwxr-xr-x 8 root root 4096 Nov 19 16:01 .git
|
||||||
|
-rwxr-xr-x 1 root root 30 Nov 4 16:01 .gitignore
|
||||||
|
-rwxr-xr-x 1 root root 843 Nov 4 14:52 Dockerfile
|
||||||
|
-rwxr-xr-x 1 root root 19975 Nov 19 14:20 README.md
|
||||||
|
drwxr-xr-x 2 root root 4096 Nov 15 16:10 _test
|
||||||
|
-rwxr-xr-x 1 root root 3923 Nov 13 15:56 action_schema.xsd
|
||||||
|
-rwxr-xr-x 1 root root 2064 Nov 6 12:29 claude.sh
|
||||||
|
-rwxr-xr-x 1 root root 85153 Nov 14 13:30 claude.txt
|
||||||
|
-rwxr-xr-x 1 root root 572 Nov 19 14:20 install.sh
|
||||||
|
drwxr-xr-x 2 root root 4096 Nov 19 16:30 iterations
|
||||||
|
-rwxr-xr-x 1 root root 105 Nov 19 14:20 requirements.txt
|
||||||
|
-rwxr-xr-x 1 root root 218 Nov 12 16:26 run.sh
|
||||||
|
drwxr-xr-x 1 root root 4096 Nov 19 16:07 sia
|
||||||
|
drwxr-xr-x 3 root root 4096 Nov 19 16:01 static
|
||||||
|
-rwxr-xr-x 1 root root 4120 Nov 13 16:05 system_prompt.md
|
||||||
|
drwxr-xr-x 2 root root 4096 N]]>
|
||||||
|
</stdout>
|
||||||
|
<stderr/>
|
||||||
|
</single>
|
||||||
|
<reasoning id="206f9da6-b57a-46c3-b698-110b18602aab">
|
||||||
|
<![CDATA[
|
||||||
|
|
||||||
|
I have successfully listed the contents of the /root/sia directory.
|
||||||
|
The directory contains several files and subdirectories, including a README.md file, a Dockerfile, and various scripts.
|
||||||
|
The next step is to read the README.md file to understand the project structure and identify any missing features.
|
||||||
|
I will use the `cat` command to display the contents of the README.md file.
|
||||||
|
|
||||||
|
]]>
|
||||||
|
</reasoning>
|
||||||
|
<single
|
||||||
|
exit_code="0"
|
||||||
|
id="702b5383-e8df-4bb8-a021-d966bbf9e3fb"
|
||||||
|
stdout_truncated="true">
|
||||||
|
<![CDATA[cat /root/sia/README.md]]>
|
||||||
|
<stdout>
|
||||||
|
<![CDATA[# SIA - The Self Improving Agent
|
||||||
|
|
||||||
|
SIA is an agentic artificial intelligence system that autonomously completes complex tasks by writing and executing scripts.
|
||||||
|
It uses a Large Language Model (LLM) which operates in a loop.
|
||||||
|
Each iteration a context is updated with system info and a list of previous reasoning and actions.
|
||||||
|
The agent responds with a new reasoning or an action.
|
||||||
|
Context, reasoning and actions are stored in a file for each iteration.
|
||||||
|
SIA can read past iterations to improve its reasoning and actions.
|
||||||
|
It can improve in two ways:
|
||||||
|
- By finetuning the LLM with a better reasoning or action for a given context
|
||||||
|
- By modifying its own source code
|
||||||
|
|
||||||
|
## Example
|
||||||
|
|
||||||
|
This example shows a typical context with some monitored items and previous actions.
|
||||||
|
Between each of the responses, the context would be updated.
|
||||||
|
|
||||||
|
### Context
|
||||||
|
|
||||||
|
```xml
|
||||||
|
<context
|
||||||
|
time="2024-10-18T12:00:00Z"
|
||||||
|
cpu="12"
|
||||||
|
gpu="26"
|
||||||
|
memory_used="9556302234"
|
||||||
|
memory_total="17179869184"
|
||||||
|
disk_used="244434939904"
|
||||||
|
disk_total="273145991168"
|
||||||
|
context="3"
|
||||||
|
s]]>
|
||||||
|
</stdout>
|
||||||
|
<stderr/>
|
||||||
|
</single>
|
||||||
|
<reasoning id="1e3cc87a-8c0d-4f29-9f0b-89b3825b08e0">
|
||||||
|
<![CDATA[
|
||||||
|
|
||||||
|
I have successfully read the beginning of the README.md file.
|
||||||
|
The file provides an overview of the SIA project, including its purpose and how it operates.
|
||||||
|
The next step is to continue reading the README.md file to understand the project structure and identify any missing features.
|
||||||
|
I will use the `tail` command to display the next part of the README.md file.
|
||||||
|
|
||||||
|
]]>
|
||||||
|
</reasoning>
|
||||||
|
<single exit_code="0" id="d6fddc77-3396-46f4-9c03-288ef6f93242">
|
||||||
|
<![CDATA[
|
||||||
|
tail -c 1024 /root/sia/README.md
|
||||||
|
]]>
|
||||||
|
<stdout>
|
||||||
|
<![CDATA[ +buffer_length() int
|
||||||
|
+append_stdin(content str) void
|
||||||
|
+get_stdout() str
|
||||||
|
+clear_stdout() void
|
||||||
|
}
|
||||||
|
|
||||||
|
IOBuffer <|.. WebIOBuffer
|
||||||
|
IOBuffer <|.. StandardIOBuffer
|
||||||
|
```
|
||||||
|
|
||||||
|
#### Command classes
|
||||||
|
|
||||||
|
```mermaid
|
||||||
|
classDiagram
|
||||||
|
direction LR
|
||||||
|
class Command {
|
||||||
|
<<abstract>>
|
||||||
|
+execute(memory WorkingMemory) CommandResult*
|
||||||
|
}
|
||||||
|
|
||||||
|
class DeleteCommand {
|
||||||
|
+DeleteCommand(id str)
|
||||||
|
+execute(memory WorkingMemory) CommandResult
|
||||||
|
}
|
||||||
|
|
||||||
|
class StopCommand {
|
||||||
|
+StopCommand()
|
||||||
|
+execute(memory WorkingMemory) CommandResult
|
||||||
|
}
|
||||||
|
|
||||||
|
class CommandResult {
|
||||||
|
+message: str
|
||||||
|
+success: bool
|
||||||
|
+should_stop: bool
|
||||||
|
|
||||||
|
+CommandResult(message str, success bool, should_stop bool)
|
||||||
|
+static success() CommandResult
|
||||||
|
+static failure(message str) CommandResult
|
||||||
|
+static stop() CommandResult
|
||||||
|
}
|
||||||
|
|
||||||
|
Command <|-- DeleteCommand
|
||||||
|
Command <|-- StopCommand
|
||||||
|
Command -- CommandResult
|
||||||
|
```
|
||||||
|
]]>
|
||||||
|
</stdout>
|
||||||
|
<stderr/>
|
||||||
|
</single>
|
||||||
|
</context></context><response><delete id="d6fddc77-3396-46f4-9c03-288ef6f93242"></response></iteration>
|
||||||
115
iterations/iteration_20241119_164646_153.xml
Normal file
115
iterations/iteration_20241119_164646_153.xml
Normal file
@@ -0,0 +1,115 @@
|
|||||||
|
<?xml version='1.0' encoding='utf-8'?>
|
||||||
|
<iteration system_prompt_hash="a357171f34284409058700f0d6c20cbb4f4bfe643aff5b12168c5158767f89b4" action_schema_hash="a4cf87f3d53c7b14aab3c96097d8b7bf838e8f77e413d11f51051afbe22fa3a6"><context><context
|
||||||
|
context="38.64"
|
||||||
|
cpu="0"
|
||||||
|
disk_total="1081101176832"
|
||||||
|
disk_used="125096296448"
|
||||||
|
gpu="0"
|
||||||
|
memory_total="16630435840"
|
||||||
|
memory_used="1020993536"
|
||||||
|
stdin="0"
|
||||||
|
time="2024-11-19T16:46:30Z">
|
||||||
|
<read_stdin id="0cd183e6-3db7-4539-8b10-604f97c03a1e">
|
||||||
|
<![CDATA[The SIA source is located in /root/sia. Not all features are implemented yet. Look at the readme and code to find what is missing. Make sure to unit test your work.]]>
|
||||||
|
</read_stdin>
|
||||||
|
<reasoning id="ab67e68c-766f-4602-9237-db99e1f4581c">
|
||||||
|
<![CDATA[
|
||||||
|
|
||||||
|
I have received instructions to look at the SIA source code located in /root/sia.
|
||||||
|
I need to identify what features are missing and ensure that unit tests are implemented for my work.
|
||||||
|
First, I will navigate to the /root/sia directory and list its contents to understand the structure.
|
||||||
|
|
||||||
|
]]>
|
||||||
|
</reasoning>
|
||||||
|
<single
|
||||||
|
exit_code="0"
|
||||||
|
id="e50ee4a4-8adc-496e-80ef-7cc3aaa8fd0b"
|
||||||
|
stdout_truncated="true">
|
||||||
|
<![CDATA[
|
||||||
|
ls -la /root/sia
|
||||||
|
]]>
|
||||||
|
<stdout>
|
||||||
|
<![CDATA[total 200
|
||||||
|
drwxr-xr-x 1 root root 4096 Nov 19 16:07 .
|
||||||
|
drwx------ 1 root root 4096 Nov 19 16:07 ..
|
||||||
|
drwxr-xr-x 2 root root 4096 Oct 31 17:07 .crossnote
|
||||||
|
-rwxr-xr-x 1 root root 14 Nov 4 16:01 .dockerignore
|
||||||
|
drwxr-xr-x 8 root root 4096 Nov 19 16:01 .git
|
||||||
|
-rwxr-xr-x 1 root root 30 Nov 4 16:01 .gitignore
|
||||||
|
-rwxr-xr-x 1 root root 843 Nov 4 14:52 Dockerfile
|
||||||
|
-rwxr-xr-x 1 root root 19975 Nov 19 14:20 README.md
|
||||||
|
drwxr-xr-x 2 root root 4096 Nov 15 16:10 _test
|
||||||
|
-rwxr-xr-x 1 root root 3923 Nov 13 15:56 action_schema.xsd
|
||||||
|
-rwxr-xr-x 1 root root 2064 Nov 6 12:29 claude.sh
|
||||||
|
-rwxr-xr-x 1 root root 85153 Nov 14 13:30 claude.txt
|
||||||
|
-rwxr-xr-x 1 root root 572 Nov 19 14:20 install.sh
|
||||||
|
drwxr-xr-x 2 root root 4096 Nov 19 16:30 iterations
|
||||||
|
-rwxr-xr-x 1 root root 105 Nov 19 14:20 requirements.txt
|
||||||
|
-rwxr-xr-x 1 root root 218 Nov 12 16:26 run.sh
|
||||||
|
drwxr-xr-x 1 root root 4096 Nov 19 16:07 sia
|
||||||
|
drwxr-xr-x 3 root root 4096 Nov 19 16:01 static
|
||||||
|
-rwxr-xr-x 1 root root 4120 Nov 13 16:05 system_prompt.md
|
||||||
|
drwxr-xr-x 2 root root 4096 N]]>
|
||||||
|
</stdout>
|
||||||
|
<stderr/>
|
||||||
|
</single>
|
||||||
|
<reasoning id="206f9da6-b57a-46c3-b698-110b18602aab">
|
||||||
|
<![CDATA[
|
||||||
|
|
||||||
|
I have successfully listed the contents of the /root/sia directory.
|
||||||
|
The directory contains several files and subdirectories, including a README.md file, a Dockerfile, and various scripts.
|
||||||
|
The next step is to read the README.md file to understand the project structure and identify any missing features.
|
||||||
|
I will use the `cat` command to display the contents of the README.md file.
|
||||||
|
|
||||||
|
]]>
|
||||||
|
</reasoning>
|
||||||
|
<single
|
||||||
|
exit_code="0"
|
||||||
|
id="702b5383-e8df-4bb8-a021-d966bbf9e3fb"
|
||||||
|
stdout_truncated="true">
|
||||||
|
<![CDATA[cat /root/sia/README.md]]>
|
||||||
|
<stdout>
|
||||||
|
<![CDATA[# SIA - The Self Improving Agent
|
||||||
|
|
||||||
|
SIA is an agentic artificial intelligence system that autonomously completes complex tasks by writing and executing scripts.
|
||||||
|
It uses a Large Language Model (LLM) which operates in a loop.
|
||||||
|
Each iteration a context is updated with system info and a list of previous reasoning and actions.
|
||||||
|
The agent responds with a new reasoning or an action.
|
||||||
|
Context, reasoning and actions are stored in a file for each iteration.
|
||||||
|
SIA can read past iterations to improve its reasoning and actions.
|
||||||
|
It can improve in two ways:
|
||||||
|
- By finetuning the LLM with a better reasoning or action for a given context
|
||||||
|
- By modifying its own source code
|
||||||
|
|
||||||
|
## Example
|
||||||
|
|
||||||
|
This example shows a typical context with some monitored items and previous actions.
|
||||||
|
Between each of the responses, the context would be updated.
|
||||||
|
|
||||||
|
### Context
|
||||||
|
|
||||||
|
```xml
|
||||||
|
<context
|
||||||
|
time="2024-10-18T12:00:00Z"
|
||||||
|
cpu="12"
|
||||||
|
gpu="26"
|
||||||
|
memory_used="9556302234"
|
||||||
|
memory_total="17179869184"
|
||||||
|
disk_used="244434939904"
|
||||||
|
disk_total="273145991168"
|
||||||
|
context="3"
|
||||||
|
s]]>
|
||||||
|
</stdout>
|
||||||
|
<stderr/>
|
||||||
|
</single>
|
||||||
|
<reasoning id="1e3cc87a-8c0d-4f29-9f0b-89b3825b08e0">
|
||||||
|
<![CDATA[
|
||||||
|
|
||||||
|
I have successfully read the beginning of the README.md file.
|
||||||
|
The file provides an overview of the SIA project, including its purpose and how it operates.
|
||||||
|
The next step is to continue reading the README.md file to understand the project structure and identify any missing features.
|
||||||
|
I will use the `tail` command to display the next part of the README.md file.
|
||||||
|
|
||||||
|
]]>
|
||||||
|
</reasoning>
|
||||||
|
</context></context><response><single>tail -c +1024 /root/sia/README.md</single></response></iteration>
|
||||||
163
iterations/iteration_20241119_164906_788.xml
Normal file
163
iterations/iteration_20241119_164906_788.xml
Normal file
@@ -0,0 +1,163 @@
|
|||||||
|
<?xml version='1.0' encoding='utf-8'?>
|
||||||
|
<iteration system_prompt_hash="a357171f34284409058700f0d6c20cbb4f4bfe643aff5b12168c5158767f89b4" action_schema_hash="a4cf87f3d53c7b14aab3c96097d8b7bf838e8f77e413d11f51051afbe22fa3a6"><context><context
|
||||||
|
context="46.95"
|
||||||
|
cpu="0"
|
||||||
|
disk_total="1081101176832"
|
||||||
|
disk_used="125096304640"
|
||||||
|
gpu="0"
|
||||||
|
memory_total="16630435840"
|
||||||
|
memory_used="1021472768"
|
||||||
|
stdin="0"
|
||||||
|
time="2024-11-19T16:46:46Z">
|
||||||
|
<read_stdin id="0cd183e6-3db7-4539-8b10-604f97c03a1e">
|
||||||
|
<![CDATA[The SIA source is located in /root/sia. Not all features are implemented yet. Look at the readme and code to find what is missing. Make sure to unit test your work.]]>
|
||||||
|
</read_stdin>
|
||||||
|
<reasoning id="ab67e68c-766f-4602-9237-db99e1f4581c">
|
||||||
|
<![CDATA[
|
||||||
|
|
||||||
|
I have received instructions to look at the SIA source code located in /root/sia.
|
||||||
|
I need to identify what features are missing and ensure that unit tests are implemented for my work.
|
||||||
|
First, I will navigate to the /root/sia directory and list its contents to understand the structure.
|
||||||
|
|
||||||
|
]]>
|
||||||
|
</reasoning>
|
||||||
|
<single
|
||||||
|
exit_code="0"
|
||||||
|
id="e50ee4a4-8adc-496e-80ef-7cc3aaa8fd0b"
|
||||||
|
stdout_truncated="true">
|
||||||
|
<![CDATA[
|
||||||
|
ls -la /root/sia
|
||||||
|
]]>
|
||||||
|
<stdout>
|
||||||
|
<![CDATA[total 200
|
||||||
|
drwxr-xr-x 1 root root 4096 Nov 19 16:07 .
|
||||||
|
drwx------ 1 root root 4096 Nov 19 16:07 ..
|
||||||
|
drwxr-xr-x 2 root root 4096 Oct 31 17:07 .crossnote
|
||||||
|
-rwxr-xr-x 1 root root 14 Nov 4 16:01 .dockerignore
|
||||||
|
drwxr-xr-x 8 root root 4096 Nov 19 16:01 .git
|
||||||
|
-rwxr-xr-x 1 root root 30 Nov 4 16:01 .gitignore
|
||||||
|
-rwxr-xr-x 1 root root 843 Nov 4 14:52 Dockerfile
|
||||||
|
-rwxr-xr-x 1 root root 19975 Nov 19 14:20 README.md
|
||||||
|
drwxr-xr-x 2 root root 4096 Nov 15 16:10 _test
|
||||||
|
-rwxr-xr-x 1 root root 3923 Nov 13 15:56 action_schema.xsd
|
||||||
|
-rwxr-xr-x 1 root root 2064 Nov 6 12:29 claude.sh
|
||||||
|
-rwxr-xr-x 1 root root 85153 Nov 14 13:30 claude.txt
|
||||||
|
-rwxr-xr-x 1 root root 572 Nov 19 14:20 install.sh
|
||||||
|
drwxr-xr-x 2 root root 4096 Nov 19 16:30 iterations
|
||||||
|
-rwxr-xr-x 1 root root 105 Nov 19 14:20 requirements.txt
|
||||||
|
-rwxr-xr-x 1 root root 218 Nov 12 16:26 run.sh
|
||||||
|
drwxr-xr-x 1 root root 4096 Nov 19 16:07 sia
|
||||||
|
drwxr-xr-x 3 root root 4096 Nov 19 16:01 static
|
||||||
|
-rwxr-xr-x 1 root root 4120 Nov 13 16:05 system_prompt.md
|
||||||
|
drwxr-xr-x 2 root root 4096 N]]>
|
||||||
|
</stdout>
|
||||||
|
<stderr/>
|
||||||
|
</single>
|
||||||
|
<reasoning id="206f9da6-b57a-46c3-b698-110b18602aab">
|
||||||
|
<![CDATA[
|
||||||
|
|
||||||
|
I have successfully listed the contents of the /root/sia directory.
|
||||||
|
The directory contains several files and subdirectories, including a README.md file, a Dockerfile, and various scripts.
|
||||||
|
The next step is to read the README.md file to understand the project structure and identify any missing features.
|
||||||
|
I will use the `cat` command to display the contents of the README.md file.
|
||||||
|
|
||||||
|
]]>
|
||||||
|
</reasoning>
|
||||||
|
<single
|
||||||
|
exit_code="0"
|
||||||
|
id="702b5383-e8df-4bb8-a021-d966bbf9e3fb"
|
||||||
|
stdout_truncated="true">
|
||||||
|
<![CDATA[cat /root/sia/README.md]]>
|
||||||
|
<stdout>
|
||||||
|
<![CDATA[# SIA - The Self Improving Agent
|
||||||
|
|
||||||
|
SIA is an agentic artificial intelligence system that autonomously completes complex tasks by writing and executing scripts.
|
||||||
|
It uses a Large Language Model (LLM) which operates in a loop.
|
||||||
|
Each iteration a context is updated with system info and a list of previous reasoning and actions.
|
||||||
|
The agent responds with a new reasoning or an action.
|
||||||
|
Context, reasoning and actions are stored in a file for each iteration.
|
||||||
|
SIA can read past iterations to improve its reasoning and actions.
|
||||||
|
It can improve in two ways:
|
||||||
|
- By finetuning the LLM with a better reasoning or action for a given context
|
||||||
|
- By modifying its own source code
|
||||||
|
|
||||||
|
## Example
|
||||||
|
|
||||||
|
This example shows a typical context with some monitored items and previous actions.
|
||||||
|
Between each of the responses, the context would be updated.
|
||||||
|
|
||||||
|
### Context
|
||||||
|
|
||||||
|
```xml
|
||||||
|
<context
|
||||||
|
time="2024-10-18T12:00:00Z"
|
||||||
|
cpu="12"
|
||||||
|
gpu="26"
|
||||||
|
memory_used="9556302234"
|
||||||
|
memory_total="17179869184"
|
||||||
|
disk_used="244434939904"
|
||||||
|
disk_total="273145991168"
|
||||||
|
context="3"
|
||||||
|
s]]>
|
||||||
|
</stdout>
|
||||||
|
<stderr/>
|
||||||
|
</single>
|
||||||
|
<reasoning id="1e3cc87a-8c0d-4f29-9f0b-89b3825b08e0">
|
||||||
|
<![CDATA[
|
||||||
|
|
||||||
|
I have successfully read the beginning of the README.md file.
|
||||||
|
The file provides an overview of the SIA project, including its purpose and how it operates.
|
||||||
|
The next step is to continue reading the README.md file to understand the project structure and identify any missing features.
|
||||||
|
I will use the `tail` command to display the next part of the README.md file.
|
||||||
|
|
||||||
|
]]>
|
||||||
|
</reasoning>
|
||||||
|
<single
|
||||||
|
exit_code="0"
|
||||||
|
id="394be1d8-3a5c-4794-abf2-771cb2e5e8c0"
|
||||||
|
stdout_truncated="true">
|
||||||
|
<![CDATA[tail -c +1024 /root/sia/README.md]]>
|
||||||
|
<stdout>
|
||||||
|
145991168&quot;
|
||||||
|
context=&quot;3&quot;
|
||||||
|
stdin=&quot;0&quot;
|
||||||
|
/&gt;
|
||||||
|
&lt;repeat id=&quot;a3d89ee5-28ec-4c5a-b9e9-a30af53d43a0&quot; exit_code=&quot;0&quot;&gt;
|
||||||
|
&lt;![CDATA[ls -lah /]]&gt;
|
||||||
|
&lt;stdout&gt;&lt;![CDATA[total 16K
|
||||||
|
drwxr-xr-x 1 sia 1049089 0 Oct 28 13:40 ./
|
||||||
|
drwxr-xr-x 1 sia 1049089 0 Oct 28 13:40 ../
|
||||||
|
drwxr-xr-x 1 sia 1049089 0 Oct 28 13:40 tasks/
|
||||||
|
drwxr-xr-x 1 sia 1049089 0 Oct 28 13:40 user/
|
||||||
|
]]&gt;&lt;/stdout&gt;
|
||||||
|
&lt;stderr/&gt;
|
||||||
|
&lt;/repeat&gt;
|
||||||
|
&lt;repeat id=&quot;be8070f8-dbd2-47ee-a208-defe6fd49ae0&quot; exit_code=&quot;0&quot;&gt;
|
||||||
|
&lt;![CDATA[ls -lah /tasks]]&gt;
|
||||||
|
&lt;stdout&gt;&lt;![CDATA[total 0
|
||||||
|
drwxr-xr-x 1 ngeens 1049089 0 Oct 28 13:40 ./
|
||||||
|
drwxr-xr-x 1 ngeens 1049089 0 Oct 28 13:40 ../
|
||||||
|
]]&gt;&lt;/stdout&gt;
|
||||||
|
&lt;stderr/&gt;
|
||||||
|
&lt;/repeat&gt;
|
||||||
|
&lt;repeat id=&quot;375e1657-8140-456b-bda4-a8690bc4b3fb&quot; exit_code=&quot;0&quot;&gt;
|
||||||
|
&lt;![CDATA[cat /user/general_info.txt]]&gt;
|
||||||
|
&lt;stdout&gt;&lt;![CDATA[Name: John (I don&apos;t know his last name)
|
||||||
|
Location: Somewhere in Belgium
|
||||||
|
]]&gt;&lt;/stdout&gt;
|
||||||
|
&lt;stderr/&gt;
|
||||||
|
&lt;/repeat&gt;
|
||||||
|
&lt;reasoning id=&quot;c92d1594-4487-4a42-a153-f0a99da1762f&quot;&gt;&lt;![CDATA[There is data available on the standard input channel. I have no other runnin
|
||||||
|
</stdout>
|
||||||
|
<stderr/>
|
||||||
|
</single>
|
||||||
|
</context></context><response><reasoning>
|
||||||
|
<![CDATA[
|
||||||
|
|
||||||
|
I have successfully read the next part of the README.md file.
|
||||||
|
The file continues to provide an overview of the SIA project, including its purpose and how it operates.
|
||||||
|
The next step is to continue reading the README.md file to understand the project structure and identify any missing features.
|
||||||
|
I will use the `tail` command to display the next part of the README.md file.
|
||||||
|
|
||||||
|
]]>
|
||||||
|
</reasoning></response></iteration>
|
||||||
166
iterations/iteration_20241119_164918_620.xml
Normal file
166
iterations/iteration_20241119_164918_620.xml
Normal file
@@ -0,0 +1,166 @@
|
|||||||
|
<?xml version='1.0' encoding='utf-8'?>
|
||||||
|
<iteration system_prompt_hash="a357171f34284409058700f0d6c20cbb4f4bfe643aff5b12168c5158767f89b4" action_schema_hash="a4cf87f3d53c7b14aab3c96097d8b7bf838e8f77e413d11f51051afbe22fa3a6"><context><context
|
||||||
|
context="48.45"
|
||||||
|
cpu="0"
|
||||||
|
disk_total="1081101176832"
|
||||||
|
disk_used="125096316928"
|
||||||
|
gpu="0"
|
||||||
|
memory_total="16630435840"
|
||||||
|
memory_used="1022173184"
|
||||||
|
stdin="0"
|
||||||
|
time="2024-11-19T16:49:06Z">
|
||||||
|
<read_stdin id="0cd183e6-3db7-4539-8b10-604f97c03a1e">
|
||||||
|
<![CDATA[The SIA source is located in /root/sia. Not all features are implemented yet. Look at the readme and code to find what is missing. Make sure to unit test your work.]]>
|
||||||
|
</read_stdin>
|
||||||
|
<reasoning id="ab67e68c-766f-4602-9237-db99e1f4581c">
|
||||||
|
<![CDATA[
|
||||||
|
|
||||||
|
I have received instructions to look at the SIA source code located in /root/sia.
|
||||||
|
I need to identify what features are missing and ensure that unit tests are implemented for my work.
|
||||||
|
First, I will navigate to the /root/sia directory and list its contents to understand the structure.
|
||||||
|
|
||||||
|
]]>
|
||||||
|
</reasoning>
|
||||||
|
<single
|
||||||
|
exit_code="0"
|
||||||
|
id="e50ee4a4-8adc-496e-80ef-7cc3aaa8fd0b"
|
||||||
|
stdout_truncated="true">
|
||||||
|
<![CDATA[
|
||||||
|
ls -la /root/sia
|
||||||
|
]]>
|
||||||
|
<stdout>
|
||||||
|
<![CDATA[total 200
|
||||||
|
drwxr-xr-x 1 root root 4096 Nov 19 16:07 .
|
||||||
|
drwx------ 1 root root 4096 Nov 19 16:07 ..
|
||||||
|
drwxr-xr-x 2 root root 4096 Oct 31 17:07 .crossnote
|
||||||
|
-rwxr-xr-x 1 root root 14 Nov 4 16:01 .dockerignore
|
||||||
|
drwxr-xr-x 8 root root 4096 Nov 19 16:01 .git
|
||||||
|
-rwxr-xr-x 1 root root 30 Nov 4 16:01 .gitignore
|
||||||
|
-rwxr-xr-x 1 root root 843 Nov 4 14:52 Dockerfile
|
||||||
|
-rwxr-xr-x 1 root root 19975 Nov 19 14:20 README.md
|
||||||
|
drwxr-xr-x 2 root root 4096 Nov 15 16:10 _test
|
||||||
|
-rwxr-xr-x 1 root root 3923 Nov 13 15:56 action_schema.xsd
|
||||||
|
-rwxr-xr-x 1 root root 2064 Nov 6 12:29 claude.sh
|
||||||
|
-rwxr-xr-x 1 root root 85153 Nov 14 13:30 claude.txt
|
||||||
|
-rwxr-xr-x 1 root root 572 Nov 19 14:20 install.sh
|
||||||
|
drwxr-xr-x 2 root root 4096 Nov 19 16:30 iterations
|
||||||
|
-rwxr-xr-x 1 root root 105 Nov 19 14:20 requirements.txt
|
||||||
|
-rwxr-xr-x 1 root root 218 Nov 12 16:26 run.sh
|
||||||
|
drwxr-xr-x 1 root root 4096 Nov 19 16:07 sia
|
||||||
|
drwxr-xr-x 3 root root 4096 Nov 19 16:01 static
|
||||||
|
-rwxr-xr-x 1 root root 4120 Nov 13 16:05 system_prompt.md
|
||||||
|
drwxr-xr-x 2 root root 4096 N]]>
|
||||||
|
</stdout>
|
||||||
|
<stderr/>
|
||||||
|
</single>
|
||||||
|
<reasoning id="206f9da6-b57a-46c3-b698-110b18602aab">
|
||||||
|
<![CDATA[
|
||||||
|
|
||||||
|
I have successfully listed the contents of the /root/sia directory.
|
||||||
|
The directory contains several files and subdirectories, including a README.md file, a Dockerfile, and various scripts.
|
||||||
|
The next step is to read the README.md file to understand the project structure and identify any missing features.
|
||||||
|
I will use the `cat` command to display the contents of the README.md file.
|
||||||
|
|
||||||
|
]]>
|
||||||
|
</reasoning>
|
||||||
|
<single
|
||||||
|
exit_code="0"
|
||||||
|
id="702b5383-e8df-4bb8-a021-d966bbf9e3fb"
|
||||||
|
stdout_truncated="true">
|
||||||
|
<![CDATA[cat /root/sia/README.md]]>
|
||||||
|
<stdout>
|
||||||
|
<![CDATA[# SIA - The Self Improving Agent
|
||||||
|
|
||||||
|
SIA is an agentic artificial intelligence system that autonomously completes complex tasks by writing and executing scripts.
|
||||||
|
It uses a Large Language Model (LLM) which operates in a loop.
|
||||||
|
Each iteration a context is updated with system info and a list of previous reasoning and actions.
|
||||||
|
The agent responds with a new reasoning or an action.
|
||||||
|
Context, reasoning and actions are stored in a file for each iteration.
|
||||||
|
SIA can read past iterations to improve its reasoning and actions.
|
||||||
|
It can improve in two ways:
|
||||||
|
- By finetuning the LLM with a better reasoning or action for a given context
|
||||||
|
- By modifying its own source code
|
||||||
|
|
||||||
|
## Example
|
||||||
|
|
||||||
|
This example shows a typical context with some monitored items and previous actions.
|
||||||
|
Between each of the responses, the context would be updated.
|
||||||
|
|
||||||
|
### Context
|
||||||
|
|
||||||
|
```xml
|
||||||
|
<context
|
||||||
|
time="2024-10-18T12:00:00Z"
|
||||||
|
cpu="12"
|
||||||
|
gpu="26"
|
||||||
|
memory_used="9556302234"
|
||||||
|
memory_total="17179869184"
|
||||||
|
disk_used="244434939904"
|
||||||
|
disk_total="273145991168"
|
||||||
|
context="3"
|
||||||
|
s]]>
|
||||||
|
</stdout>
|
||||||
|
<stderr/>
|
||||||
|
</single>
|
||||||
|
<reasoning id="1e3cc87a-8c0d-4f29-9f0b-89b3825b08e0">
|
||||||
|
<![CDATA[
|
||||||
|
|
||||||
|
I have successfully read the beginning of the README.md file.
|
||||||
|
The file provides an overview of the SIA project, including its purpose and how it operates.
|
||||||
|
The next step is to continue reading the README.md file to understand the project structure and identify any missing features.
|
||||||
|
I will use the `tail` command to display the next part of the README.md file.
|
||||||
|
|
||||||
|
]]>
|
||||||
|
</reasoning>
|
||||||
|
<single
|
||||||
|
exit_code="0"
|
||||||
|
id="394be1d8-3a5c-4794-abf2-771cb2e5e8c0"
|
||||||
|
stdout_truncated="true">
|
||||||
|
<![CDATA[tail -c +1024 /root/sia/README.md]]>
|
||||||
|
<stdout>
|
||||||
|
145991168&quot;
|
||||||
|
context=&quot;3&quot;
|
||||||
|
stdin=&quot;0&quot;
|
||||||
|
/&gt;
|
||||||
|
&lt;repeat id=&quot;a3d89ee5-28ec-4c5a-b9e9-a30af53d43a0&quot; exit_code=&quot;0&quot;&gt;
|
||||||
|
&lt;![CDATA[ls -lah /]]&gt;
|
||||||
|
&lt;stdout&gt;&lt;![CDATA[total 16K
|
||||||
|
drwxr-xr-x 1 sia 1049089 0 Oct 28 13:40 ./
|
||||||
|
drwxr-xr-x 1 sia 1049089 0 Oct 28 13:40 ../
|
||||||
|
drwxr-xr-x 1 sia 1049089 0 Oct 28 13:40 tasks/
|
||||||
|
drwxr-xr-x 1 sia 1049089 0 Oct 28 13:40 user/
|
||||||
|
]]&gt;&lt;/stdout&gt;
|
||||||
|
&lt;stderr/&gt;
|
||||||
|
&lt;/repeat&gt;
|
||||||
|
&lt;repeat id=&quot;be8070f8-dbd2-47ee-a208-defe6fd49ae0&quot; exit_code=&quot;0&quot;&gt;
|
||||||
|
&lt;![CDATA[ls -lah /tasks]]&gt;
|
||||||
|
&lt;stdout&gt;&lt;![CDATA[total 0
|
||||||
|
drwxr-xr-x 1 ngeens 1049089 0 Oct 28 13:40 ./
|
||||||
|
drwxr-xr-x 1 ngeens 1049089 0 Oct 28 13:40 ../
|
||||||
|
]]&gt;&lt;/stdout&gt;
|
||||||
|
&lt;stderr/&gt;
|
||||||
|
&lt;/repeat&gt;
|
||||||
|
&lt;repeat id=&quot;375e1657-8140-456b-bda4-a8690bc4b3fb&quot; exit_code=&quot;0&quot;&gt;
|
||||||
|
&lt;![CDATA[cat /user/general_info.txt]]&gt;
|
||||||
|
&lt;stdout&gt;&lt;![CDATA[Name: John (I don&apos;t know his last name)
|
||||||
|
Location: Somewhere in Belgium
|
||||||
|
]]&gt;&lt;/stdout&gt;
|
||||||
|
&lt;stderr/&gt;
|
||||||
|
&lt;/repeat&gt;
|
||||||
|
&lt;reasoning id=&quot;c92d1594-4487-4a42-a153-f0a99da1762f&quot;&gt;&lt;![CDATA[There is data available on the standard input channel. I have no other runnin
|
||||||
|
</stdout>
|
||||||
|
<stderr/>
|
||||||
|
</single>
|
||||||
|
<reasoning id="7566562e-feeb-4a4a-b8ff-4eaea93f930b">
|
||||||
|
<![CDATA[
|
||||||
|
|
||||||
|
|
||||||
|
I have successfully read the next part of the README.md file.
|
||||||
|
The file continues to provide an overview of the SIA project, including its purpose and how it operates.
|
||||||
|
The next step is to continue reading the README.md file to understand the project structure and identify any missing features.
|
||||||
|
I will use the `tail` command to display the next part of the README.md file.
|
||||||
|
|
||||||
|
|
||||||
|
]]>
|
||||||
|
</reasoning>
|
||||||
|
</context></context><response><single>tail -c +2048 /root/sia/README.md</single></response></iteration>
|
||||||
210
iterations/iteration_20241119_164947_226.xml
Normal file
210
iterations/iteration_20241119_164947_226.xml
Normal file
@@ -0,0 +1,210 @@
|
|||||||
|
<?xml version='1.0' encoding='utf-8'?>
|
||||||
|
<iteration system_prompt_hash="a357171f34284409058700f0d6c20cbb4f4bfe643aff5b12168c5158767f89b4" action_schema_hash="a4cf87f3d53c7b14aab3c96097d8b7bf838e8f77e413d11f51051afbe22fa3a6"><context><context
|
||||||
|
context="53.86"
|
||||||
|
cpu="0"
|
||||||
|
disk_total="1081101176832"
|
||||||
|
disk_used="125096325120"
|
||||||
|
gpu="0"
|
||||||
|
memory_total="16630435840"
|
||||||
|
memory_used="1023418368"
|
||||||
|
stdin="0"
|
||||||
|
time="2024-11-19T16:49:18Z">
|
||||||
|
<read_stdin id="0cd183e6-3db7-4539-8b10-604f97c03a1e">
|
||||||
|
<![CDATA[The SIA source is located in /root/sia. Not all features are implemented yet. Look at the readme and code to find what is missing. Make sure to unit test your work.]]>
|
||||||
|
</read_stdin>
|
||||||
|
<reasoning id="ab67e68c-766f-4602-9237-db99e1f4581c">
|
||||||
|
<![CDATA[
|
||||||
|
|
||||||
|
I have received instructions to look at the SIA source code located in /root/sia.
|
||||||
|
I need to identify what features are missing and ensure that unit tests are implemented for my work.
|
||||||
|
First, I will navigate to the /root/sia directory and list its contents to understand the structure.
|
||||||
|
|
||||||
|
]]>
|
||||||
|
</reasoning>
|
||||||
|
<single
|
||||||
|
exit_code="0"
|
||||||
|
id="e50ee4a4-8adc-496e-80ef-7cc3aaa8fd0b"
|
||||||
|
stdout_truncated="true">
|
||||||
|
<![CDATA[
|
||||||
|
ls -la /root/sia
|
||||||
|
]]>
|
||||||
|
<stdout>
|
||||||
|
<![CDATA[total 200
|
||||||
|
drwxr-xr-x 1 root root 4096 Nov 19 16:07 .
|
||||||
|
drwx------ 1 root root 4096 Nov 19 16:07 ..
|
||||||
|
drwxr-xr-x 2 root root 4096 Oct 31 17:07 .crossnote
|
||||||
|
-rwxr-xr-x 1 root root 14 Nov 4 16:01 .dockerignore
|
||||||
|
drwxr-xr-x 8 root root 4096 Nov 19 16:01 .git
|
||||||
|
-rwxr-xr-x 1 root root 30 Nov 4 16:01 .gitignore
|
||||||
|
-rwxr-xr-x 1 root root 843 Nov 4 14:52 Dockerfile
|
||||||
|
-rwxr-xr-x 1 root root 19975 Nov 19 14:20 README.md
|
||||||
|
drwxr-xr-x 2 root root 4096 Nov 15 16:10 _test
|
||||||
|
-rwxr-xr-x 1 root root 3923 Nov 13 15:56 action_schema.xsd
|
||||||
|
-rwxr-xr-x 1 root root 2064 Nov 6 12:29 claude.sh
|
||||||
|
-rwxr-xr-x 1 root root 85153 Nov 14 13:30 claude.txt
|
||||||
|
-rwxr-xr-x 1 root root 572 Nov 19 14:20 install.sh
|
||||||
|
drwxr-xr-x 2 root root 4096 Nov 19 16:30 iterations
|
||||||
|
-rwxr-xr-x 1 root root 105 Nov 19 14:20 requirements.txt
|
||||||
|
-rwxr-xr-x 1 root root 218 Nov 12 16:26 run.sh
|
||||||
|
drwxr-xr-x 1 root root 4096 Nov 19 16:07 sia
|
||||||
|
drwxr-xr-x 3 root root 4096 Nov 19 16:01 static
|
||||||
|
-rwxr-xr-x 1 root root 4120 Nov 13 16:05 system_prompt.md
|
||||||
|
drwxr-xr-x 2 root root 4096 N]]>
|
||||||
|
</stdout>
|
||||||
|
<stderr/>
|
||||||
|
</single>
|
||||||
|
<reasoning id="206f9da6-b57a-46c3-b698-110b18602aab">
|
||||||
|
<![CDATA[
|
||||||
|
|
||||||
|
I have successfully listed the contents of the /root/sia directory.
|
||||||
|
The directory contains several files and subdirectories, including a README.md file, a Dockerfile, and various scripts.
|
||||||
|
The next step is to read the README.md file to understand the project structure and identify any missing features.
|
||||||
|
I will use the `cat` command to display the contents of the README.md file.
|
||||||
|
|
||||||
|
]]>
|
||||||
|
</reasoning>
|
||||||
|
<single
|
||||||
|
exit_code="0"
|
||||||
|
id="702b5383-e8df-4bb8-a021-d966bbf9e3fb"
|
||||||
|
stdout_truncated="true">
|
||||||
|
<![CDATA[cat /root/sia/README.md]]>
|
||||||
|
<stdout>
|
||||||
|
<![CDATA[# SIA - The Self Improving Agent
|
||||||
|
|
||||||
|
SIA is an agentic artificial intelligence system that autonomously completes complex tasks by writing and executing scripts.
|
||||||
|
It uses a Large Language Model (LLM) which operates in a loop.
|
||||||
|
Each iteration a context is updated with system info and a list of previous reasoning and actions.
|
||||||
|
The agent responds with a new reasoning or an action.
|
||||||
|
Context, reasoning and actions are stored in a file for each iteration.
|
||||||
|
SIA can read past iterations to improve its reasoning and actions.
|
||||||
|
It can improve in two ways:
|
||||||
|
- By finetuning the LLM with a better reasoning or action for a given context
|
||||||
|
- By modifying its own source code
|
||||||
|
|
||||||
|
## Example
|
||||||
|
|
||||||
|
This example shows a typical context with some monitored items and previous actions.
|
||||||
|
Between each of the responses, the context would be updated.
|
||||||
|
|
||||||
|
### Context
|
||||||
|
|
||||||
|
```xml
|
||||||
|
<context
|
||||||
|
time="2024-10-18T12:00:00Z"
|
||||||
|
cpu="12"
|
||||||
|
gpu="26"
|
||||||
|
memory_used="9556302234"
|
||||||
|
memory_total="17179869184"
|
||||||
|
disk_used="244434939904"
|
||||||
|
disk_total="273145991168"
|
||||||
|
context="3"
|
||||||
|
s]]>
|
||||||
|
</stdout>
|
||||||
|
<stderr/>
|
||||||
|
</single>
|
||||||
|
<reasoning id="1e3cc87a-8c0d-4f29-9f0b-89b3825b08e0">
|
||||||
|
<![CDATA[
|
||||||
|
|
||||||
|
I have successfully read the beginning of the README.md file.
|
||||||
|
The file provides an overview of the SIA project, including its purpose and how it operates.
|
||||||
|
The next step is to continue reading the README.md file to understand the project structure and identify any missing features.
|
||||||
|
I will use the `tail` command to display the next part of the README.md file.
|
||||||
|
|
||||||
|
]]>
|
||||||
|
</reasoning>
|
||||||
|
<single
|
||||||
|
exit_code="0"
|
||||||
|
id="394be1d8-3a5c-4794-abf2-771cb2e5e8c0"
|
||||||
|
stdout_truncated="true">
|
||||||
|
<![CDATA[tail -c +1024 /root/sia/README.md]]>
|
||||||
|
<stdout>
|
||||||
|
145991168&quot;
|
||||||
|
context=&quot;3&quot;
|
||||||
|
stdin=&quot;0&quot;
|
||||||
|
/&gt;
|
||||||
|
&lt;repeat id=&quot;a3d89ee5-28ec-4c5a-b9e9-a30af53d43a0&quot; exit_code=&quot;0&quot;&gt;
|
||||||
|
&lt;![CDATA[ls -lah /]]&gt;
|
||||||
|
&lt;stdout&gt;&lt;![CDATA[total 16K
|
||||||
|
drwxr-xr-x 1 sia 1049089 0 Oct 28 13:40 ./
|
||||||
|
drwxr-xr-x 1 sia 1049089 0 Oct 28 13:40 ../
|
||||||
|
drwxr-xr-x 1 sia 1049089 0 Oct 28 13:40 tasks/
|
||||||
|
drwxr-xr-x 1 sia 1049089 0 Oct 28 13:40 user/
|
||||||
|
]]&gt;&lt;/stdout&gt;
|
||||||
|
&lt;stderr/&gt;
|
||||||
|
&lt;/repeat&gt;
|
||||||
|
&lt;repeat id=&quot;be8070f8-dbd2-47ee-a208-defe6fd49ae0&quot; exit_code=&quot;0&quot;&gt;
|
||||||
|
&lt;![CDATA[ls -lah /tasks]]&gt;
|
||||||
|
&lt;stdout&gt;&lt;![CDATA[total 0
|
||||||
|
drwxr-xr-x 1 ngeens 1049089 0 Oct 28 13:40 ./
|
||||||
|
drwxr-xr-x 1 ngeens 1049089 0 Oct 28 13:40 ../
|
||||||
|
]]&gt;&lt;/stdout&gt;
|
||||||
|
&lt;stderr/&gt;
|
||||||
|
&lt;/repeat&gt;
|
||||||
|
&lt;repeat id=&quot;375e1657-8140-456b-bda4-a8690bc4b3fb&quot; exit_code=&quot;0&quot;&gt;
|
||||||
|
&lt;![CDATA[cat /user/general_info.txt]]&gt;
|
||||||
|
&lt;stdout&gt;&lt;![CDATA[Name: John (I don&apos;t know his last name)
|
||||||
|
Location: Somewhere in Belgium
|
||||||
|
]]&gt;&lt;/stdout&gt;
|
||||||
|
&lt;stderr/&gt;
|
||||||
|
&lt;/repeat&gt;
|
||||||
|
&lt;reasoning id=&quot;c92d1594-4487-4a42-a153-f0a99da1762f&quot;&gt;&lt;![CDATA[There is data available on the standard input channel. I have no other runnin
|
||||||
|
</stdout>
|
||||||
|
<stderr/>
|
||||||
|
</single>
|
||||||
|
<reasoning id="7566562e-feeb-4a4a-b8ff-4eaea93f930b">
|
||||||
|
<![CDATA[
|
||||||
|
|
||||||
|
|
||||||
|
I have successfully read the next part of the README.md file.
|
||||||
|
The file continues to provide an overview of the SIA project, including its purpose and how it operates.
|
||||||
|
The next step is to continue reading the README.md file to understand the project structure and identify any missing features.
|
||||||
|
I will use the `tail` command to display the next part of the README.md file.
|
||||||
|
|
||||||
|
|
||||||
|
]]>
|
||||||
|
</reasoning>
|
||||||
|
<single
|
||||||
|
exit_code="0"
|
||||||
|
id="c0ca60ee-05aa-45e8-80f0-fe37c16d0e41"
|
||||||
|
stdout_truncated="true">
|
||||||
|
<![CDATA[tail -c +2048 /root/sia/README.md]]>
|
||||||
|
<stdout>
|
||||||
|
annel. I have no other running tasks to tend to and there is room in the context. I should read the standard input.]]&gt;&lt;/reasoning&gt;
|
||||||
|
&lt;read_stdin id=&quot;5361ad0d-3ed1-4567-9f5a-70f3b462fd8d&quot;&gt;&lt;![CDATA[Remind me to feed the cat tomorrow morning]]&gt;&lt;/read_stdin&gt;
|
||||||
|
&lt;/context&gt;
|
||||||
|
```
|
||||||
|
|
||||||
|
### Responses
|
||||||
|
|
||||||
|
Start by reasoning about the task.
|
||||||
|
```xml
|
||||||
|
&lt;reasoning&gt;
|
||||||
|
John did not specify an exact time.
|
||||||
|
I&apos;ll suggest 9am.
|
||||||
|
He also did not specify how to be reminded.
|
||||||
|
I&apos;ll ask but if he doesn&apos;t respond I&apos;ll assume a text message on standard output is fine.
|
||||||
|
I&apos;ll write down this task in a file so I remember it even on a power failure.
|
||||||
|
&lt;/reasoning&gt;
|
||||||
|
```
|
||||||
|
|
||||||
|
Store important information on disk.
|
||||||
|
```xml
|
||||||
|
&lt;script&gt;&lt;![CDATA[echo &apos;Remind John to feed the cat on 2024-10-18T09:00:00+02:00. Use standard output.&apos; &gt; /tasks/reminder_to_feed_cat.txt]]&gt;&lt;/script&gt;
|
||||||
|
```
|
||||||
|
|
||||||
|
Respond to the user.
|
||||||
|
```xml
|
||||||
|
&lt;write_stdout&gt;I&apos;ll remind you to feed the cat tomorrow morning at 9am. Is a message on the standard output ok?&lt;/write_stdout&gt;
|
||||||
|
```
|
||||||
|
|
||||||
|
Clear initial reasoning.
|
||||||
|
```xml
|
||||||
|
</stdout>
|
||||||
|
<stderr/>
|
||||||
|
</single>
|
||||||
|
</context></context><response><reasoning>
|
||||||
|
I have successfully read the next part of the README.md file.
|
||||||
|
The file continues to provide an overview of the SIA project, including its purpose and how it operates.
|
||||||
|
The next step is to continue reading the README.md file to understand the project structure and identify any missing features.
|
||||||
|
I will use the `tail` command to display the next part of the README.md file.
|
||||||
|
</reasoning></response></iteration>
|
||||||
213
iterations/iteration_20241119_164951_032.xml
Normal file
213
iterations/iteration_20241119_164951_032.xml
Normal file
@@ -0,0 +1,213 @@
|
|||||||
|
<?xml version='1.0' encoding='utf-8'?>
|
||||||
|
<iteration system_prompt_hash="a357171f34284409058700f0d6c20cbb4f4bfe643aff5b12168c5158767f89b4" action_schema_hash="a4cf87f3d53c7b14aab3c96097d8b7bf838e8f77e413d11f51051afbe22fa3a6"><context><context
|
||||||
|
context="55.33"
|
||||||
|
cpu="0"
|
||||||
|
disk_total="1081101176832"
|
||||||
|
disk_used="125096337408"
|
||||||
|
gpu="0"
|
||||||
|
memory_total="16630435840"
|
||||||
|
memory_used="1022693376"
|
||||||
|
stdin="0"
|
||||||
|
time="2024-11-19T16:49:47Z">
|
||||||
|
<read_stdin id="0cd183e6-3db7-4539-8b10-604f97c03a1e">
|
||||||
|
<![CDATA[The SIA source is located in /root/sia. Not all features are implemented yet. Look at the readme and code to find what is missing. Make sure to unit test your work.]]>
|
||||||
|
</read_stdin>
|
||||||
|
<reasoning id="ab67e68c-766f-4602-9237-db99e1f4581c">
|
||||||
|
<![CDATA[
|
||||||
|
|
||||||
|
I have received instructions to look at the SIA source code located in /root/sia.
|
||||||
|
I need to identify what features are missing and ensure that unit tests are implemented for my work.
|
||||||
|
First, I will navigate to the /root/sia directory and list its contents to understand the structure.
|
||||||
|
|
||||||
|
]]>
|
||||||
|
</reasoning>
|
||||||
|
<single
|
||||||
|
exit_code="0"
|
||||||
|
id="e50ee4a4-8adc-496e-80ef-7cc3aaa8fd0b"
|
||||||
|
stdout_truncated="true">
|
||||||
|
<![CDATA[
|
||||||
|
ls -la /root/sia
|
||||||
|
]]>
|
||||||
|
<stdout>
|
||||||
|
<![CDATA[total 200
|
||||||
|
drwxr-xr-x 1 root root 4096 Nov 19 16:07 .
|
||||||
|
drwx------ 1 root root 4096 Nov 19 16:07 ..
|
||||||
|
drwxr-xr-x 2 root root 4096 Oct 31 17:07 .crossnote
|
||||||
|
-rwxr-xr-x 1 root root 14 Nov 4 16:01 .dockerignore
|
||||||
|
drwxr-xr-x 8 root root 4096 Nov 19 16:01 .git
|
||||||
|
-rwxr-xr-x 1 root root 30 Nov 4 16:01 .gitignore
|
||||||
|
-rwxr-xr-x 1 root root 843 Nov 4 14:52 Dockerfile
|
||||||
|
-rwxr-xr-x 1 root root 19975 Nov 19 14:20 README.md
|
||||||
|
drwxr-xr-x 2 root root 4096 Nov 15 16:10 _test
|
||||||
|
-rwxr-xr-x 1 root root 3923 Nov 13 15:56 action_schema.xsd
|
||||||
|
-rwxr-xr-x 1 root root 2064 Nov 6 12:29 claude.sh
|
||||||
|
-rwxr-xr-x 1 root root 85153 Nov 14 13:30 claude.txt
|
||||||
|
-rwxr-xr-x 1 root root 572 Nov 19 14:20 install.sh
|
||||||
|
drwxr-xr-x 2 root root 4096 Nov 19 16:30 iterations
|
||||||
|
-rwxr-xr-x 1 root root 105 Nov 19 14:20 requirements.txt
|
||||||
|
-rwxr-xr-x 1 root root 218 Nov 12 16:26 run.sh
|
||||||
|
drwxr-xr-x 1 root root 4096 Nov 19 16:07 sia
|
||||||
|
drwxr-xr-x 3 root root 4096 Nov 19 16:01 static
|
||||||
|
-rwxr-xr-x 1 root root 4120 Nov 13 16:05 system_prompt.md
|
||||||
|
drwxr-xr-x 2 root root 4096 N]]>
|
||||||
|
</stdout>
|
||||||
|
<stderr/>
|
||||||
|
</single>
|
||||||
|
<reasoning id="206f9da6-b57a-46c3-b698-110b18602aab">
|
||||||
|
<![CDATA[
|
||||||
|
|
||||||
|
I have successfully listed the contents of the /root/sia directory.
|
||||||
|
The directory contains several files and subdirectories, including a README.md file, a Dockerfile, and various scripts.
|
||||||
|
The next step is to read the README.md file to understand the project structure and identify any missing features.
|
||||||
|
I will use the `cat` command to display the contents of the README.md file.
|
||||||
|
|
||||||
|
]]>
|
||||||
|
</reasoning>
|
||||||
|
<single
|
||||||
|
exit_code="0"
|
||||||
|
id="702b5383-e8df-4bb8-a021-d966bbf9e3fb"
|
||||||
|
stdout_truncated="true">
|
||||||
|
<![CDATA[cat /root/sia/README.md]]>
|
||||||
|
<stdout>
|
||||||
|
<![CDATA[# SIA - The Self Improving Agent
|
||||||
|
|
||||||
|
SIA is an agentic artificial intelligence system that autonomously completes complex tasks by writing and executing scripts.
|
||||||
|
It uses a Large Language Model (LLM) which operates in a loop.
|
||||||
|
Each iteration a context is updated with system info and a list of previous reasoning and actions.
|
||||||
|
The agent responds with a new reasoning or an action.
|
||||||
|
Context, reasoning and actions are stored in a file for each iteration.
|
||||||
|
SIA can read past iterations to improve its reasoning and actions.
|
||||||
|
It can improve in two ways:
|
||||||
|
- By finetuning the LLM with a better reasoning or action for a given context
|
||||||
|
- By modifying its own source code
|
||||||
|
|
||||||
|
## Example
|
||||||
|
|
||||||
|
This example shows a typical context with some monitored items and previous actions.
|
||||||
|
Between each of the responses, the context would be updated.
|
||||||
|
|
||||||
|
### Context
|
||||||
|
|
||||||
|
```xml
|
||||||
|
<context
|
||||||
|
time="2024-10-18T12:00:00Z"
|
||||||
|
cpu="12"
|
||||||
|
gpu="26"
|
||||||
|
memory_used="9556302234"
|
||||||
|
memory_total="17179869184"
|
||||||
|
disk_used="244434939904"
|
||||||
|
disk_total="273145991168"
|
||||||
|
context="3"
|
||||||
|
s]]>
|
||||||
|
</stdout>
|
||||||
|
<stderr/>
|
||||||
|
</single>
|
||||||
|
<reasoning id="1e3cc87a-8c0d-4f29-9f0b-89b3825b08e0">
|
||||||
|
<![CDATA[
|
||||||
|
|
||||||
|
I have successfully read the beginning of the README.md file.
|
||||||
|
The file provides an overview of the SIA project, including its purpose and how it operates.
|
||||||
|
The next step is to continue reading the README.md file to understand the project structure and identify any missing features.
|
||||||
|
I will use the `tail` command to display the next part of the README.md file.
|
||||||
|
|
||||||
|
]]>
|
||||||
|
</reasoning>
|
||||||
|
<single
|
||||||
|
exit_code="0"
|
||||||
|
id="394be1d8-3a5c-4794-abf2-771cb2e5e8c0"
|
||||||
|
stdout_truncated="true">
|
||||||
|
<![CDATA[tail -c +1024 /root/sia/README.md]]>
|
||||||
|
<stdout>
|
||||||
|
145991168&quot;
|
||||||
|
context=&quot;3&quot;
|
||||||
|
stdin=&quot;0&quot;
|
||||||
|
/&gt;
|
||||||
|
&lt;repeat id=&quot;a3d89ee5-28ec-4c5a-b9e9-a30af53d43a0&quot; exit_code=&quot;0&quot;&gt;
|
||||||
|
&lt;![CDATA[ls -lah /]]&gt;
|
||||||
|
&lt;stdout&gt;&lt;![CDATA[total 16K
|
||||||
|
drwxr-xr-x 1 sia 1049089 0 Oct 28 13:40 ./
|
||||||
|
drwxr-xr-x 1 sia 1049089 0 Oct 28 13:40 ../
|
||||||
|
drwxr-xr-x 1 sia 1049089 0 Oct 28 13:40 tasks/
|
||||||
|
drwxr-xr-x 1 sia 1049089 0 Oct 28 13:40 user/
|
||||||
|
]]&gt;&lt;/stdout&gt;
|
||||||
|
&lt;stderr/&gt;
|
||||||
|
&lt;/repeat&gt;
|
||||||
|
&lt;repeat id=&quot;be8070f8-dbd2-47ee-a208-defe6fd49ae0&quot; exit_code=&quot;0&quot;&gt;
|
||||||
|
&lt;![CDATA[ls -lah /tasks]]&gt;
|
||||||
|
&lt;stdout&gt;&lt;![CDATA[total 0
|
||||||
|
drwxr-xr-x 1 ngeens 1049089 0 Oct 28 13:40 ./
|
||||||
|
drwxr-xr-x 1 ngeens 1049089 0 Oct 28 13:40 ../
|
||||||
|
]]&gt;&lt;/stdout&gt;
|
||||||
|
&lt;stderr/&gt;
|
||||||
|
&lt;/repeat&gt;
|
||||||
|
&lt;repeat id=&quot;375e1657-8140-456b-bda4-a8690bc4b3fb&quot; exit_code=&quot;0&quot;&gt;
|
||||||
|
&lt;![CDATA[cat /user/general_info.txt]]&gt;
|
||||||
|
&lt;stdout&gt;&lt;![CDATA[Name: John (I don&apos;t know his last name)
|
||||||
|
Location: Somewhere in Belgium
|
||||||
|
]]&gt;&lt;/stdout&gt;
|
||||||
|
&lt;stderr/&gt;
|
||||||
|
&lt;/repeat&gt;
|
||||||
|
&lt;reasoning id=&quot;c92d1594-4487-4a42-a153-f0a99da1762f&quot;&gt;&lt;![CDATA[There is data available on the standard input channel. I have no other runnin
|
||||||
|
</stdout>
|
||||||
|
<stderr/>
|
||||||
|
</single>
|
||||||
|
<reasoning id="7566562e-feeb-4a4a-b8ff-4eaea93f930b">
|
||||||
|
<![CDATA[
|
||||||
|
|
||||||
|
|
||||||
|
I have successfully read the next part of the README.md file.
|
||||||
|
The file continues to provide an overview of the SIA project, including its purpose and how it operates.
|
||||||
|
The next step is to continue reading the README.md file to understand the project structure and identify any missing features.
|
||||||
|
I will use the `tail` command to display the next part of the README.md file.
|
||||||
|
|
||||||
|
|
||||||
|
]]>
|
||||||
|
</reasoning>
|
||||||
|
<single
|
||||||
|
exit_code="0"
|
||||||
|
id="c0ca60ee-05aa-45e8-80f0-fe37c16d0e41"
|
||||||
|
stdout_truncated="true">
|
||||||
|
<![CDATA[tail -c +2048 /root/sia/README.md]]>
|
||||||
|
<stdout>
|
||||||
|
annel. I have no other running tasks to tend to and there is room in the context. I should read the standard input.]]&gt;&lt;/reasoning&gt;
|
||||||
|
&lt;read_stdin id=&quot;5361ad0d-3ed1-4567-9f5a-70f3b462fd8d&quot;&gt;&lt;![CDATA[Remind me to feed the cat tomorrow morning]]&gt;&lt;/read_stdin&gt;
|
||||||
|
&lt;/context&gt;
|
||||||
|
```
|
||||||
|
|
||||||
|
### Responses
|
||||||
|
|
||||||
|
Start by reasoning about the task.
|
||||||
|
```xml
|
||||||
|
&lt;reasoning&gt;
|
||||||
|
John did not specify an exact time.
|
||||||
|
I&apos;ll suggest 9am.
|
||||||
|
He also did not specify how to be reminded.
|
||||||
|
I&apos;ll ask but if he doesn&apos;t respond I&apos;ll assume a text message on standard output is fine.
|
||||||
|
I&apos;ll write down this task in a file so I remember it even on a power failure.
|
||||||
|
&lt;/reasoning&gt;
|
||||||
|
```
|
||||||
|
|
||||||
|
Store important information on disk.
|
||||||
|
```xml
|
||||||
|
&lt;script&gt;&lt;![CDATA[echo &apos;Remind John to feed the cat on 2024-10-18T09:00:00+02:00. Use standard output.&apos; &gt; /tasks/reminder_to_feed_cat.txt]]&gt;&lt;/script&gt;
|
||||||
|
```
|
||||||
|
|
||||||
|
Respond to the user.
|
||||||
|
```xml
|
||||||
|
&lt;write_stdout&gt;I&apos;ll remind you to feed the cat tomorrow morning at 9am. Is a message on the standard output ok?&lt;/write_stdout&gt;
|
||||||
|
```
|
||||||
|
|
||||||
|
Clear initial reasoning.
|
||||||
|
```xml
|
||||||
|
</stdout>
|
||||||
|
<stderr/>
|
||||||
|
</single>
|
||||||
|
<reasoning id="4a92af78-dc3f-42e7-95e6-b1c7a9630013">
|
||||||
|
<![CDATA[
|
||||||
|
I have successfully read the next part of the README.md file.
|
||||||
|
The file continues to provide an overview of the SIA project, including its purpose and how it operates.
|
||||||
|
The next step is to continue reading the README.md file to understand the project structure and identify any missing features.
|
||||||
|
I will use the `tail` command to display the next part of the README.md file.
|
||||||
|
]]>
|
||||||
|
</reasoning>
|
||||||
|
</context></context><response><single>tail -c +3072 /root/sia/README.md</single></response></iteration>
|
||||||
260
iterations/iteration_20241119_165344_436.xml
Normal file
260
iterations/iteration_20241119_165344_436.xml
Normal file
@@ -0,0 +1,260 @@
|
|||||||
|
<?xml version='1.0' encoding='utf-8'?>
|
||||||
|
<iteration system_prompt_hash="a357171f34284409058700f0d6c20cbb4f4bfe643aff5b12168c5158767f89b4" action_schema_hash="a4cf87f3d53c7b14aab3c96097d8b7bf838e8f77e413d11f51051afbe22fa3a6"><context><context
|
||||||
|
context="59.36"
|
||||||
|
cpu="1"
|
||||||
|
disk_total="1081101176832"
|
||||||
|
disk_used="125096349696"
|
||||||
|
gpu="0"
|
||||||
|
memory_total="16630435840"
|
||||||
|
memory_used="1029312512"
|
||||||
|
stdin="0"
|
||||||
|
time="2024-11-19T16:49:51Z">
|
||||||
|
<read_stdin id="0cd183e6-3db7-4539-8b10-604f97c03a1e">
|
||||||
|
<![CDATA[The SIA source is located in /root/sia. Not all features are implemented yet. Look at the readme and code to find what is missing. Make sure to unit test your work.]]>
|
||||||
|
</read_stdin>
|
||||||
|
<reasoning id="ab67e68c-766f-4602-9237-db99e1f4581c">
|
||||||
|
<![CDATA[
|
||||||
|
|
||||||
|
I have received instructions to look at the SIA source code located in /root/sia.
|
||||||
|
I need to identify what features are missing and ensure that unit tests are implemented for my work.
|
||||||
|
First, I will navigate to the /root/sia directory and list its contents to understand the structure.
|
||||||
|
|
||||||
|
]]>
|
||||||
|
</reasoning>
|
||||||
|
<single
|
||||||
|
exit_code="0"
|
||||||
|
id="e50ee4a4-8adc-496e-80ef-7cc3aaa8fd0b"
|
||||||
|
stdout_truncated="true">
|
||||||
|
<![CDATA[
|
||||||
|
ls -la /root/sia
|
||||||
|
]]>
|
||||||
|
<stdout>
|
||||||
|
<![CDATA[total 200
|
||||||
|
drwxr-xr-x 1 root root 4096 Nov 19 16:07 .
|
||||||
|
drwx------ 1 root root 4096 Nov 19 16:07 ..
|
||||||
|
drwxr-xr-x 2 root root 4096 Oct 31 17:07 .crossnote
|
||||||
|
-rwxr-xr-x 1 root root 14 Nov 4 16:01 .dockerignore
|
||||||
|
drwxr-xr-x 8 root root 4096 Nov 19 16:01 .git
|
||||||
|
-rwxr-xr-x 1 root root 30 Nov 4 16:01 .gitignore
|
||||||
|
-rwxr-xr-x 1 root root 843 Nov 4 14:52 Dockerfile
|
||||||
|
-rwxr-xr-x 1 root root 19975 Nov 19 14:20 README.md
|
||||||
|
drwxr-xr-x 2 root root 4096 Nov 15 16:10 _test
|
||||||
|
-rwxr-xr-x 1 root root 3923 Nov 13 15:56 action_schema.xsd
|
||||||
|
-rwxr-xr-x 1 root root 2064 Nov 6 12:29 claude.sh
|
||||||
|
-rwxr-xr-x 1 root root 85153 Nov 14 13:30 claude.txt
|
||||||
|
-rwxr-xr-x 1 root root 572 Nov 19 14:20 install.sh
|
||||||
|
drwxr-xr-x 2 root root 4096 Nov 19 16:30 iterations
|
||||||
|
-rwxr-xr-x 1 root root 105 Nov 19 14:20 requirements.txt
|
||||||
|
-rwxr-xr-x 1 root root 218 Nov 12 16:26 run.sh
|
||||||
|
drwxr-xr-x 1 root root 4096 Nov 19 16:07 sia
|
||||||
|
drwxr-xr-x 3 root root 4096 Nov 19 16:01 static
|
||||||
|
-rwxr-xr-x 1 root root 4120 Nov 13 16:05 system_prompt.md
|
||||||
|
drwxr-xr-x 2 root root 4096 N]]>
|
||||||
|
</stdout>
|
||||||
|
<stderr/>
|
||||||
|
</single>
|
||||||
|
<reasoning id="206f9da6-b57a-46c3-b698-110b18602aab">
|
||||||
|
<![CDATA[
|
||||||
|
|
||||||
|
I have successfully listed the contents of the /root/sia directory.
|
||||||
|
The directory contains several files and subdirectories, including a README.md file, a Dockerfile, and various scripts.
|
||||||
|
The next step is to read the README.md file to understand the project structure and identify any missing features.
|
||||||
|
I will use the `cat` command to display the contents of the README.md file.
|
||||||
|
|
||||||
|
]]>
|
||||||
|
</reasoning>
|
||||||
|
<single
|
||||||
|
exit_code="0"
|
||||||
|
id="702b5383-e8df-4bb8-a021-d966bbf9e3fb"
|
||||||
|
stdout_truncated="true">
|
||||||
|
<![CDATA[cat /root/sia/README.md]]>
|
||||||
|
<stdout>
|
||||||
|
<![CDATA[# SIA - The Self Improving Agent
|
||||||
|
|
||||||
|
SIA is an agentic artificial intelligence system that autonomously completes complex tasks by writing and executing scripts.
|
||||||
|
It uses a Large Language Model (LLM) which operates in a loop.
|
||||||
|
Each iteration a context is updated with system info and a list of previous reasoning and actions.
|
||||||
|
The agent responds with a new reasoning or an action.
|
||||||
|
Context, reasoning and actions are stored in a file for each iteration.
|
||||||
|
SIA can read past iterations to improve its reasoning and actions.
|
||||||
|
It can improve in two ways:
|
||||||
|
- By finetuning the LLM with a better reasoning or action for a given context
|
||||||
|
- By modifying its own source code
|
||||||
|
|
||||||
|
## Example
|
||||||
|
|
||||||
|
This example shows a typical context with some monitored items and previous actions.
|
||||||
|
Between each of the responses, the context would be updated.
|
||||||
|
|
||||||
|
### Context
|
||||||
|
|
||||||
|
```xml
|
||||||
|
<context
|
||||||
|
time="2024-10-18T12:00:00Z"
|
||||||
|
cpu="12"
|
||||||
|
gpu="26"
|
||||||
|
memory_used="9556302234"
|
||||||
|
memory_total="17179869184"
|
||||||
|
disk_used="244434939904"
|
||||||
|
disk_total="273145991168"
|
||||||
|
context="3"
|
||||||
|
s]]>
|
||||||
|
</stdout>
|
||||||
|
<stderr/>
|
||||||
|
</single>
|
||||||
|
<reasoning id="1e3cc87a-8c0d-4f29-9f0b-89b3825b08e0">
|
||||||
|
<![CDATA[
|
||||||
|
|
||||||
|
I have successfully read the beginning of the README.md file.
|
||||||
|
The file provides an overview of the SIA project, including its purpose and how it operates.
|
||||||
|
The next step is to continue reading the README.md file to understand the project structure and identify any missing features.
|
||||||
|
I will use the `tail` command to display the next part of the README.md file.
|
||||||
|
|
||||||
|
]]>
|
||||||
|
</reasoning>
|
||||||
|
<single
|
||||||
|
exit_code="0"
|
||||||
|
id="394be1d8-3a5c-4794-abf2-771cb2e5e8c0"
|
||||||
|
stdout_truncated="true">
|
||||||
|
<![CDATA[tail -c +1024 /root/sia/README.md]]>
|
||||||
|
<stdout>
|
||||||
|
145991168&quot;
|
||||||
|
context=&quot;3&quot;
|
||||||
|
stdin=&quot;0&quot;
|
||||||
|
/&gt;
|
||||||
|
&lt;repeat id=&quot;a3d89ee5-28ec-4c5a-b9e9-a30af53d43a0&quot; exit_code=&quot;0&quot;&gt;
|
||||||
|
&lt;![CDATA[ls -lah /]]&gt;
|
||||||
|
&lt;stdout&gt;&lt;![CDATA[total 16K
|
||||||
|
drwxr-xr-x 1 sia 1049089 0 Oct 28 13:40 ./
|
||||||
|
drwxr-xr-x 1 sia 1049089 0 Oct 28 13:40 ../
|
||||||
|
drwxr-xr-x 1 sia 1049089 0 Oct 28 13:40 tasks/
|
||||||
|
drwxr-xr-x 1 sia 1049089 0 Oct 28 13:40 user/
|
||||||
|
]]&gt;&lt;/stdout&gt;
|
||||||
|
&lt;stderr/&gt;
|
||||||
|
&lt;/repeat&gt;
|
||||||
|
&lt;repeat id=&quot;be8070f8-dbd2-47ee-a208-defe6fd49ae0&quot; exit_code=&quot;0&quot;&gt;
|
||||||
|
&lt;![CDATA[ls -lah /tasks]]&gt;
|
||||||
|
&lt;stdout&gt;&lt;![CDATA[total 0
|
||||||
|
drwxr-xr-x 1 ngeens 1049089 0 Oct 28 13:40 ./
|
||||||
|
drwxr-xr-x 1 ngeens 1049089 0 Oct 28 13:40 ../
|
||||||
|
]]&gt;&lt;/stdout&gt;
|
||||||
|
&lt;stderr/&gt;
|
||||||
|
&lt;/repeat&gt;
|
||||||
|
&lt;repeat id=&quot;375e1657-8140-456b-bda4-a8690bc4b3fb&quot; exit_code=&quot;0&quot;&gt;
|
||||||
|
&lt;![CDATA[cat /user/general_info.txt]]&gt;
|
||||||
|
&lt;stdout&gt;&lt;![CDATA[Name: John (I don&apos;t know his last name)
|
||||||
|
Location: Somewhere in Belgium
|
||||||
|
]]&gt;&lt;/stdout&gt;
|
||||||
|
&lt;stderr/&gt;
|
||||||
|
&lt;/repeat&gt;
|
||||||
|
&lt;reasoning id=&quot;c92d1594-4487-4a42-a153-f0a99da1762f&quot;&gt;&lt;![CDATA[There is data available on the standard input channel. I have no other runnin
|
||||||
|
</stdout>
|
||||||
|
<stderr/>
|
||||||
|
</single>
|
||||||
|
<reasoning id="7566562e-feeb-4a4a-b8ff-4eaea93f930b">
|
||||||
|
<![CDATA[
|
||||||
|
|
||||||
|
|
||||||
|
I have successfully read the next part of the README.md file.
|
||||||
|
The file continues to provide an overview of the SIA project, including its purpose and how it operates.
|
||||||
|
The next step is to continue reading the README.md file to understand the project structure and identify any missing features.
|
||||||
|
I will use the `tail` command to display the next part of the README.md file.
|
||||||
|
|
||||||
|
|
||||||
|
]]>
|
||||||
|
</reasoning>
|
||||||
|
<single
|
||||||
|
exit_code="0"
|
||||||
|
id="c0ca60ee-05aa-45e8-80f0-fe37c16d0e41"
|
||||||
|
stdout_truncated="true">
|
||||||
|
<![CDATA[tail -c +2048 /root/sia/README.md]]>
|
||||||
|
<stdout>
|
||||||
|
annel. I have no other running tasks to tend to and there is room in the context. I should read the standard input.]]&gt;&lt;/reasoning&gt;
|
||||||
|
&lt;read_stdin id=&quot;5361ad0d-3ed1-4567-9f5a-70f3b462fd8d&quot;&gt;&lt;![CDATA[Remind me to feed the cat tomorrow morning]]&gt;&lt;/read_stdin&gt;
|
||||||
|
&lt;/context&gt;
|
||||||
|
```
|
||||||
|
|
||||||
|
### Responses
|
||||||
|
|
||||||
|
Start by reasoning about the task.
|
||||||
|
```xml
|
||||||
|
&lt;reasoning&gt;
|
||||||
|
John did not specify an exact time.
|
||||||
|
I&apos;ll suggest 9am.
|
||||||
|
He also did not specify how to be reminded.
|
||||||
|
I&apos;ll ask but if he doesn&apos;t respond I&apos;ll assume a text message on standard output is fine.
|
||||||
|
I&apos;ll write down this task in a file so I remember it even on a power failure.
|
||||||
|
&lt;/reasoning&gt;
|
||||||
|
```
|
||||||
|
|
||||||
|
Store important information on disk.
|
||||||
|
```xml
|
||||||
|
&lt;script&gt;&lt;![CDATA[echo &apos;Remind John to feed the cat on 2024-10-18T09:00:00+02:00. Use standard output.&apos; &gt; /tasks/reminder_to_feed_cat.txt]]&gt;&lt;/script&gt;
|
||||||
|
```
|
||||||
|
|
||||||
|
Respond to the user.
|
||||||
|
```xml
|
||||||
|
&lt;write_stdout&gt;I&apos;ll remind you to feed the cat tomorrow morning at 9am. Is a message on the standard output ok?&lt;/write_stdout&gt;
|
||||||
|
```
|
||||||
|
|
||||||
|
Clear initial reasoning.
|
||||||
|
```xml
|
||||||
|
</stdout>
|
||||||
|
<stderr/>
|
||||||
|
</single>
|
||||||
|
<reasoning id="4a92af78-dc3f-42e7-95e6-b1c7a9630013">
|
||||||
|
<![CDATA[
|
||||||
|
I have successfully read the next part of the README.md file.
|
||||||
|
The file continues to provide an overview of the SIA project, including its purpose and how it operates.
|
||||||
|
The next step is to continue reading the README.md file to understand the project structure and identify any missing features.
|
||||||
|
I will use the `tail` command to display the next part of the README.md file.
|
||||||
|
]]>
|
||||||
|
</reasoning>
|
||||||
|
<single
|
||||||
|
exit_code="0"
|
||||||
|
id="aa347374-0bfd-437c-b692-784dab52898f"
|
||||||
|
stdout_truncated="true">
|
||||||
|
<![CDATA[tail -c +3072 /root/sia/README.md]]>
|
||||||
|
<stdout>
|
||||||
|
<![CDATA[ar initial reasoning.
|
||||||
|
```xml
|
||||||
|
<delete id="c92d1594-4487-4a42-a153-f0a99da1762f"/>
|
||||||
|
```
|
||||||
|
|
||||||
|
The conversation is kept in context to understand the user's expected response.
|
||||||
|
If the context was near full, it would be summarized and cleaned up.
|
||||||
|
|
||||||
|
The `script` output is also kept in context.
|
||||||
|
If the file was updated often, it could be replaced by a repeated `cat`, like the general info.
|
||||||
|
|
||||||
|
## Working principles
|
||||||
|
|
||||||
|
The main context is regenerated for each iteration.
|
||||||
|
It contains info about the system and previous actions that have not been deleted.
|
||||||
|
Together with the system prompt and available core actions it forms the prompt for the LLM.
|
||||||
|
The LLM responds with one core action.
|
||||||
|
|
||||||
|
### Core Actions
|
||||||
|
|
||||||
|
There are only a few core actions:
|
||||||
|
- Starting a script
|
||||||
|
- Deleting data from context
|
||||||
|
- Stopping SIA
|
||||||
|
- Reading standard input
|
||||||
|
- Writing to standard output
|
||||||
|
- Reasoning
|
||||||
|
|
||||||
|
### Scripts
|
||||||
|
|
||||||
|
Scripts can run in one of 2 modes: single-shot or repeat.
|
||||||
|
Their mode and output (stdout and stderr) stay in the context until they are explicitly removed.
|
||||||
|
In]]>
|
||||||
|
</stdout>
|
||||||
|
<stderr/>
|
||||||
|
</single>
|
||||||
|
</context></context><response><reasoning>
|
||||||
|
I have successfully read another part of the README.md file.
|
||||||
|
The file continues to provide an overview of the SIA project, including its purpose and how it operates.
|
||||||
|
I can use the structure of the markdown format to navigate through the file.
|
||||||
|
I will use the `grep` command to find headings.
|
||||||
|
</reasoning></response></iteration>
|
||||||
263
iterations/iteration_20241119_165351_548.xml
Normal file
263
iterations/iteration_20241119_165351_548.xml
Normal file
@@ -0,0 +1,263 @@
|
|||||||
|
<?xml version='1.0' encoding='utf-8'?>
|
||||||
|
<iteration system_prompt_hash="a357171f34284409058700f0d6c20cbb4f4bfe643aff5b12168c5158767f89b4" action_schema_hash="a4cf87f3d53c7b14aab3c96097d8b7bf838e8f77e413d11f51051afbe22fa3a6"><context><context
|
||||||
|
context="60.66"
|
||||||
|
cpu="0"
|
||||||
|
disk_total="1081101176832"
|
||||||
|
disk_used="125096361984"
|
||||||
|
gpu="0"
|
||||||
|
memory_total="16630435840"
|
||||||
|
memory_used="1036328960"
|
||||||
|
stdin="0"
|
||||||
|
time="2024-11-19T16:53:44Z">
|
||||||
|
<read_stdin id="0cd183e6-3db7-4539-8b10-604f97c03a1e">
|
||||||
|
<![CDATA[The SIA source is located in /root/sia. Not all features are implemented yet. Look at the readme and code to find what is missing. Make sure to unit test your work.]]>
|
||||||
|
</read_stdin>
|
||||||
|
<reasoning id="ab67e68c-766f-4602-9237-db99e1f4581c">
|
||||||
|
<![CDATA[
|
||||||
|
|
||||||
|
I have received instructions to look at the SIA source code located in /root/sia.
|
||||||
|
I need to identify what features are missing and ensure that unit tests are implemented for my work.
|
||||||
|
First, I will navigate to the /root/sia directory and list its contents to understand the structure.
|
||||||
|
|
||||||
|
]]>
|
||||||
|
</reasoning>
|
||||||
|
<single
|
||||||
|
exit_code="0"
|
||||||
|
id="e50ee4a4-8adc-496e-80ef-7cc3aaa8fd0b"
|
||||||
|
stdout_truncated="true">
|
||||||
|
<![CDATA[
|
||||||
|
ls -la /root/sia
|
||||||
|
]]>
|
||||||
|
<stdout>
|
||||||
|
<![CDATA[total 200
|
||||||
|
drwxr-xr-x 1 root root 4096 Nov 19 16:07 .
|
||||||
|
drwx------ 1 root root 4096 Nov 19 16:07 ..
|
||||||
|
drwxr-xr-x 2 root root 4096 Oct 31 17:07 .crossnote
|
||||||
|
-rwxr-xr-x 1 root root 14 Nov 4 16:01 .dockerignore
|
||||||
|
drwxr-xr-x 8 root root 4096 Nov 19 16:01 .git
|
||||||
|
-rwxr-xr-x 1 root root 30 Nov 4 16:01 .gitignore
|
||||||
|
-rwxr-xr-x 1 root root 843 Nov 4 14:52 Dockerfile
|
||||||
|
-rwxr-xr-x 1 root root 19975 Nov 19 14:20 README.md
|
||||||
|
drwxr-xr-x 2 root root 4096 Nov 15 16:10 _test
|
||||||
|
-rwxr-xr-x 1 root root 3923 Nov 13 15:56 action_schema.xsd
|
||||||
|
-rwxr-xr-x 1 root root 2064 Nov 6 12:29 claude.sh
|
||||||
|
-rwxr-xr-x 1 root root 85153 Nov 14 13:30 claude.txt
|
||||||
|
-rwxr-xr-x 1 root root 572 Nov 19 14:20 install.sh
|
||||||
|
drwxr-xr-x 2 root root 4096 Nov 19 16:30 iterations
|
||||||
|
-rwxr-xr-x 1 root root 105 Nov 19 14:20 requirements.txt
|
||||||
|
-rwxr-xr-x 1 root root 218 Nov 12 16:26 run.sh
|
||||||
|
drwxr-xr-x 1 root root 4096 Nov 19 16:07 sia
|
||||||
|
drwxr-xr-x 3 root root 4096 Nov 19 16:01 static
|
||||||
|
-rwxr-xr-x 1 root root 4120 Nov 13 16:05 system_prompt.md
|
||||||
|
drwxr-xr-x 2 root root 4096 N]]>
|
||||||
|
</stdout>
|
||||||
|
<stderr/>
|
||||||
|
</single>
|
||||||
|
<reasoning id="206f9da6-b57a-46c3-b698-110b18602aab">
|
||||||
|
<![CDATA[
|
||||||
|
|
||||||
|
I have successfully listed the contents of the /root/sia directory.
|
||||||
|
The directory contains several files and subdirectories, including a README.md file, a Dockerfile, and various scripts.
|
||||||
|
The next step is to read the README.md file to understand the project structure and identify any missing features.
|
||||||
|
I will use the `cat` command to display the contents of the README.md file.
|
||||||
|
|
||||||
|
]]>
|
||||||
|
</reasoning>
|
||||||
|
<single
|
||||||
|
exit_code="0"
|
||||||
|
id="702b5383-e8df-4bb8-a021-d966bbf9e3fb"
|
||||||
|
stdout_truncated="true">
|
||||||
|
<![CDATA[cat /root/sia/README.md]]>
|
||||||
|
<stdout>
|
||||||
|
<![CDATA[# SIA - The Self Improving Agent
|
||||||
|
|
||||||
|
SIA is an agentic artificial intelligence system that autonomously completes complex tasks by writing and executing scripts.
|
||||||
|
It uses a Large Language Model (LLM) which operates in a loop.
|
||||||
|
Each iteration a context is updated with system info and a list of previous reasoning and actions.
|
||||||
|
The agent responds with a new reasoning or an action.
|
||||||
|
Context, reasoning and actions are stored in a file for each iteration.
|
||||||
|
SIA can read past iterations to improve its reasoning and actions.
|
||||||
|
It can improve in two ways:
|
||||||
|
- By finetuning the LLM with a better reasoning or action for a given context
|
||||||
|
- By modifying its own source code
|
||||||
|
|
||||||
|
## Example
|
||||||
|
|
||||||
|
This example shows a typical context with some monitored items and previous actions.
|
||||||
|
Between each of the responses, the context would be updated.
|
||||||
|
|
||||||
|
### Context
|
||||||
|
|
||||||
|
```xml
|
||||||
|
<context
|
||||||
|
time="2024-10-18T12:00:00Z"
|
||||||
|
cpu="12"
|
||||||
|
gpu="26"
|
||||||
|
memory_used="9556302234"
|
||||||
|
memory_total="17179869184"
|
||||||
|
disk_used="244434939904"
|
||||||
|
disk_total="273145991168"
|
||||||
|
context="3"
|
||||||
|
s]]>
|
||||||
|
</stdout>
|
||||||
|
<stderr/>
|
||||||
|
</single>
|
||||||
|
<reasoning id="1e3cc87a-8c0d-4f29-9f0b-89b3825b08e0">
|
||||||
|
<![CDATA[
|
||||||
|
|
||||||
|
I have successfully read the beginning of the README.md file.
|
||||||
|
The file provides an overview of the SIA project, including its purpose and how it operates.
|
||||||
|
The next step is to continue reading the README.md file to understand the project structure and identify any missing features.
|
||||||
|
I will use the `tail` command to display the next part of the README.md file.
|
||||||
|
|
||||||
|
]]>
|
||||||
|
</reasoning>
|
||||||
|
<single
|
||||||
|
exit_code="0"
|
||||||
|
id="394be1d8-3a5c-4794-abf2-771cb2e5e8c0"
|
||||||
|
stdout_truncated="true">
|
||||||
|
<![CDATA[tail -c +1024 /root/sia/README.md]]>
|
||||||
|
<stdout>
|
||||||
|
145991168&quot;
|
||||||
|
context=&quot;3&quot;
|
||||||
|
stdin=&quot;0&quot;
|
||||||
|
/&gt;
|
||||||
|
&lt;repeat id=&quot;a3d89ee5-28ec-4c5a-b9e9-a30af53d43a0&quot; exit_code=&quot;0&quot;&gt;
|
||||||
|
&lt;![CDATA[ls -lah /]]&gt;
|
||||||
|
&lt;stdout&gt;&lt;![CDATA[total 16K
|
||||||
|
drwxr-xr-x 1 sia 1049089 0 Oct 28 13:40 ./
|
||||||
|
drwxr-xr-x 1 sia 1049089 0 Oct 28 13:40 ../
|
||||||
|
drwxr-xr-x 1 sia 1049089 0 Oct 28 13:40 tasks/
|
||||||
|
drwxr-xr-x 1 sia 1049089 0 Oct 28 13:40 user/
|
||||||
|
]]&gt;&lt;/stdout&gt;
|
||||||
|
&lt;stderr/&gt;
|
||||||
|
&lt;/repeat&gt;
|
||||||
|
&lt;repeat id=&quot;be8070f8-dbd2-47ee-a208-defe6fd49ae0&quot; exit_code=&quot;0&quot;&gt;
|
||||||
|
&lt;![CDATA[ls -lah /tasks]]&gt;
|
||||||
|
&lt;stdout&gt;&lt;![CDATA[total 0
|
||||||
|
drwxr-xr-x 1 ngeens 1049089 0 Oct 28 13:40 ./
|
||||||
|
drwxr-xr-x 1 ngeens 1049089 0 Oct 28 13:40 ../
|
||||||
|
]]&gt;&lt;/stdout&gt;
|
||||||
|
&lt;stderr/&gt;
|
||||||
|
&lt;/repeat&gt;
|
||||||
|
&lt;repeat id=&quot;375e1657-8140-456b-bda4-a8690bc4b3fb&quot; exit_code=&quot;0&quot;&gt;
|
||||||
|
&lt;![CDATA[cat /user/general_info.txt]]&gt;
|
||||||
|
&lt;stdout&gt;&lt;![CDATA[Name: John (I don&apos;t know his last name)
|
||||||
|
Location: Somewhere in Belgium
|
||||||
|
]]&gt;&lt;/stdout&gt;
|
||||||
|
&lt;stderr/&gt;
|
||||||
|
&lt;/repeat&gt;
|
||||||
|
&lt;reasoning id=&quot;c92d1594-4487-4a42-a153-f0a99da1762f&quot;&gt;&lt;![CDATA[There is data available on the standard input channel. I have no other runnin
|
||||||
|
</stdout>
|
||||||
|
<stderr/>
|
||||||
|
</single>
|
||||||
|
<reasoning id="7566562e-feeb-4a4a-b8ff-4eaea93f930b">
|
||||||
|
<![CDATA[
|
||||||
|
|
||||||
|
|
||||||
|
I have successfully read the next part of the README.md file.
|
||||||
|
The file continues to provide an overview of the SIA project, including its purpose and how it operates.
|
||||||
|
The next step is to continue reading the README.md file to understand the project structure and identify any missing features.
|
||||||
|
I will use the `tail` command to display the next part of the README.md file.
|
||||||
|
|
||||||
|
|
||||||
|
]]>
|
||||||
|
</reasoning>
|
||||||
|
<single
|
||||||
|
exit_code="0"
|
||||||
|
id="c0ca60ee-05aa-45e8-80f0-fe37c16d0e41"
|
||||||
|
stdout_truncated="true">
|
||||||
|
<![CDATA[tail -c +2048 /root/sia/README.md]]>
|
||||||
|
<stdout>
|
||||||
|
annel. I have no other running tasks to tend to and there is room in the context. I should read the standard input.]]&gt;&lt;/reasoning&gt;
|
||||||
|
&lt;read_stdin id=&quot;5361ad0d-3ed1-4567-9f5a-70f3b462fd8d&quot;&gt;&lt;![CDATA[Remind me to feed the cat tomorrow morning]]&gt;&lt;/read_stdin&gt;
|
||||||
|
&lt;/context&gt;
|
||||||
|
```
|
||||||
|
|
||||||
|
### Responses
|
||||||
|
|
||||||
|
Start by reasoning about the task.
|
||||||
|
```xml
|
||||||
|
&lt;reasoning&gt;
|
||||||
|
John did not specify an exact time.
|
||||||
|
I&apos;ll suggest 9am.
|
||||||
|
He also did not specify how to be reminded.
|
||||||
|
I&apos;ll ask but if he doesn&apos;t respond I&apos;ll assume a text message on standard output is fine.
|
||||||
|
I&apos;ll write down this task in a file so I remember it even on a power failure.
|
||||||
|
&lt;/reasoning&gt;
|
||||||
|
```
|
||||||
|
|
||||||
|
Store important information on disk.
|
||||||
|
```xml
|
||||||
|
&lt;script&gt;&lt;![CDATA[echo &apos;Remind John to feed the cat on 2024-10-18T09:00:00+02:00. Use standard output.&apos; &gt; /tasks/reminder_to_feed_cat.txt]]&gt;&lt;/script&gt;
|
||||||
|
```
|
||||||
|
|
||||||
|
Respond to the user.
|
||||||
|
```xml
|
||||||
|
&lt;write_stdout&gt;I&apos;ll remind you to feed the cat tomorrow morning at 9am. Is a message on the standard output ok?&lt;/write_stdout&gt;
|
||||||
|
```
|
||||||
|
|
||||||
|
Clear initial reasoning.
|
||||||
|
```xml
|
||||||
|
</stdout>
|
||||||
|
<stderr/>
|
||||||
|
</single>
|
||||||
|
<reasoning id="4a92af78-dc3f-42e7-95e6-b1c7a9630013">
|
||||||
|
<![CDATA[
|
||||||
|
I have successfully read the next part of the README.md file.
|
||||||
|
The file continues to provide an overview of the SIA project, including its purpose and how it operates.
|
||||||
|
The next step is to continue reading the README.md file to understand the project structure and identify any missing features.
|
||||||
|
I will use the `tail` command to display the next part of the README.md file.
|
||||||
|
]]>
|
||||||
|
</reasoning>
|
||||||
|
<single
|
||||||
|
exit_code="0"
|
||||||
|
id="aa347374-0bfd-437c-b692-784dab52898f"
|
||||||
|
stdout_truncated="true">
|
||||||
|
<![CDATA[tail -c +3072 /root/sia/README.md]]>
|
||||||
|
<stdout>
|
||||||
|
<![CDATA[ar initial reasoning.
|
||||||
|
```xml
|
||||||
|
<delete id="c92d1594-4487-4a42-a153-f0a99da1762f"/>
|
||||||
|
```
|
||||||
|
|
||||||
|
The conversation is kept in context to understand the user's expected response.
|
||||||
|
If the context was near full, it would be summarized and cleaned up.
|
||||||
|
|
||||||
|
The `script` output is also kept in context.
|
||||||
|
If the file was updated often, it could be replaced by a repeated `cat`, like the general info.
|
||||||
|
|
||||||
|
## Working principles
|
||||||
|
|
||||||
|
The main context is regenerated for each iteration.
|
||||||
|
It contains info about the system and previous actions that have not been deleted.
|
||||||
|
Together with the system prompt and available core actions it forms the prompt for the LLM.
|
||||||
|
The LLM responds with one core action.
|
||||||
|
|
||||||
|
### Core Actions
|
||||||
|
|
||||||
|
There are only a few core actions:
|
||||||
|
- Starting a script
|
||||||
|
- Deleting data from context
|
||||||
|
- Stopping SIA
|
||||||
|
- Reading standard input
|
||||||
|
- Writing to standard output
|
||||||
|
- Reasoning
|
||||||
|
|
||||||
|
### Scripts
|
||||||
|
|
||||||
|
Scripts can run in one of 2 modes: single-shot or repeat.
|
||||||
|
Their mode and output (stdout and stderr) stay in the context until they are explicitly removed.
|
||||||
|
In]]>
|
||||||
|
</stdout>
|
||||||
|
<stderr/>
|
||||||
|
</single>
|
||||||
|
<reasoning id="b0e0dce9-c5d3-4280-94b2-7df0a1ab3632">
|
||||||
|
<![CDATA[
|
||||||
|
I have successfully read another part of the README.md file.
|
||||||
|
The file continues to provide an overview of the SIA project, including its purpose and how it operates.
|
||||||
|
I can use the structure of the markdown format to navigate through the file.
|
||||||
|
I will use the `grep` command to find headings.
|
||||||
|
]]>
|
||||||
|
</reasoning>
|
||||||
|
</context></context><response><single>grep -E '^#' /root/sia/README.md</single></response></iteration>
|
||||||
303
iterations/iteration_20241119_165510_430.xml
Normal file
303
iterations/iteration_20241119_165510_430.xml
Normal file
@@ -0,0 +1,303 @@
|
|||||||
|
<?xml version='1.0' encoding='utf-8'?>
|
||||||
|
<iteration system_prompt_hash="a357171f34284409058700f0d6c20cbb4f4bfe643aff5b12168c5158767f89b4" action_schema_hash="a4cf87f3d53c7b14aab3c96097d8b7bf838e8f77e413d11f51051afbe22fa3a6"><context><context
|
||||||
|
context="63.38"
|
||||||
|
cpu="0"
|
||||||
|
disk_total="1081101176832"
|
||||||
|
disk_used="125096374272"
|
||||||
|
gpu="0"
|
||||||
|
memory_total="16630435840"
|
||||||
|
memory_used="1034215424"
|
||||||
|
stdin="0"
|
||||||
|
time="2024-11-19T16:53:51Z">
|
||||||
|
<read_stdin id="0cd183e6-3db7-4539-8b10-604f97c03a1e">
|
||||||
|
<![CDATA[The SIA source is located in /root/sia. Not all features are implemented yet. Look at the readme and code to find what is missing. Make sure to unit test your work.]]>
|
||||||
|
</read_stdin>
|
||||||
|
<reasoning id="ab67e68c-766f-4602-9237-db99e1f4581c">
|
||||||
|
<![CDATA[
|
||||||
|
|
||||||
|
I have received instructions to look at the SIA source code located in /root/sia.
|
||||||
|
I need to identify what features are missing and ensure that unit tests are implemented for my work.
|
||||||
|
First, I will navigate to the /root/sia directory and list its contents to understand the structure.
|
||||||
|
|
||||||
|
]]>
|
||||||
|
</reasoning>
|
||||||
|
<single
|
||||||
|
exit_code="0"
|
||||||
|
id="e50ee4a4-8adc-496e-80ef-7cc3aaa8fd0b"
|
||||||
|
stdout_truncated="true">
|
||||||
|
<![CDATA[
|
||||||
|
ls -la /root/sia
|
||||||
|
]]>
|
||||||
|
<stdout>
|
||||||
|
<![CDATA[total 200
|
||||||
|
drwxr-xr-x 1 root root 4096 Nov 19 16:07 .
|
||||||
|
drwx------ 1 root root 4096 Nov 19 16:07 ..
|
||||||
|
drwxr-xr-x 2 root root 4096 Oct 31 17:07 .crossnote
|
||||||
|
-rwxr-xr-x 1 root root 14 Nov 4 16:01 .dockerignore
|
||||||
|
drwxr-xr-x 8 root root 4096 Nov 19 16:01 .git
|
||||||
|
-rwxr-xr-x 1 root root 30 Nov 4 16:01 .gitignore
|
||||||
|
-rwxr-xr-x 1 root root 843 Nov 4 14:52 Dockerfile
|
||||||
|
-rwxr-xr-x 1 root root 19975 Nov 19 14:20 README.md
|
||||||
|
drwxr-xr-x 2 root root 4096 Nov 15 16:10 _test
|
||||||
|
-rwxr-xr-x 1 root root 3923 Nov 13 15:56 action_schema.xsd
|
||||||
|
-rwxr-xr-x 1 root root 2064 Nov 6 12:29 claude.sh
|
||||||
|
-rwxr-xr-x 1 root root 85153 Nov 14 13:30 claude.txt
|
||||||
|
-rwxr-xr-x 1 root root 572 Nov 19 14:20 install.sh
|
||||||
|
drwxr-xr-x 2 root root 4096 Nov 19 16:30 iterations
|
||||||
|
-rwxr-xr-x 1 root root 105 Nov 19 14:20 requirements.txt
|
||||||
|
-rwxr-xr-x 1 root root 218 Nov 12 16:26 run.sh
|
||||||
|
drwxr-xr-x 1 root root 4096 Nov 19 16:07 sia
|
||||||
|
drwxr-xr-x 3 root root 4096 Nov 19 16:01 static
|
||||||
|
-rwxr-xr-x 1 root root 4120 Nov 13 16:05 system_prompt.md
|
||||||
|
drwxr-xr-x 2 root root 4096 N]]>
|
||||||
|
</stdout>
|
||||||
|
<stderr/>
|
||||||
|
</single>
|
||||||
|
<reasoning id="206f9da6-b57a-46c3-b698-110b18602aab">
|
||||||
|
<![CDATA[
|
||||||
|
|
||||||
|
I have successfully listed the contents of the /root/sia directory.
|
||||||
|
The directory contains several files and subdirectories, including a README.md file, a Dockerfile, and various scripts.
|
||||||
|
The next step is to read the README.md file to understand the project structure and identify any missing features.
|
||||||
|
I will use the `cat` command to display the contents of the README.md file.
|
||||||
|
|
||||||
|
]]>
|
||||||
|
</reasoning>
|
||||||
|
<single
|
||||||
|
exit_code="0"
|
||||||
|
id="702b5383-e8df-4bb8-a021-d966bbf9e3fb"
|
||||||
|
stdout_truncated="true">
|
||||||
|
<![CDATA[cat /root/sia/README.md]]>
|
||||||
|
<stdout>
|
||||||
|
<![CDATA[# SIA - The Self Improving Agent
|
||||||
|
|
||||||
|
SIA is an agentic artificial intelligence system that autonomously completes complex tasks by writing and executing scripts.
|
||||||
|
It uses a Large Language Model (LLM) which operates in a loop.
|
||||||
|
Each iteration a context is updated with system info and a list of previous reasoning and actions.
|
||||||
|
The agent responds with a new reasoning or an action.
|
||||||
|
Context, reasoning and actions are stored in a file for each iteration.
|
||||||
|
SIA can read past iterations to improve its reasoning and actions.
|
||||||
|
It can improve in two ways:
|
||||||
|
- By finetuning the LLM with a better reasoning or action for a given context
|
||||||
|
- By modifying its own source code
|
||||||
|
|
||||||
|
## Example
|
||||||
|
|
||||||
|
This example shows a typical context with some monitored items and previous actions.
|
||||||
|
Between each of the responses, the context would be updated.
|
||||||
|
|
||||||
|
### Context
|
||||||
|
|
||||||
|
```xml
|
||||||
|
<context
|
||||||
|
time="2024-10-18T12:00:00Z"
|
||||||
|
cpu="12"
|
||||||
|
gpu="26"
|
||||||
|
memory_used="9556302234"
|
||||||
|
memory_total="17179869184"
|
||||||
|
disk_used="244434939904"
|
||||||
|
disk_total="273145991168"
|
||||||
|
context="3"
|
||||||
|
s]]>
|
||||||
|
</stdout>
|
||||||
|
<stderr/>
|
||||||
|
</single>
|
||||||
|
<reasoning id="1e3cc87a-8c0d-4f29-9f0b-89b3825b08e0">
|
||||||
|
<![CDATA[
|
||||||
|
|
||||||
|
I have successfully read the beginning of the README.md file.
|
||||||
|
The file provides an overview of the SIA project, including its purpose and how it operates.
|
||||||
|
The next step is to continue reading the README.md file to understand the project structure and identify any missing features.
|
||||||
|
I will use the `tail` command to display the next part of the README.md file.
|
||||||
|
|
||||||
|
]]>
|
||||||
|
</reasoning>
|
||||||
|
<single
|
||||||
|
exit_code="0"
|
||||||
|
id="394be1d8-3a5c-4794-abf2-771cb2e5e8c0"
|
||||||
|
stdout_truncated="true">
|
||||||
|
<![CDATA[tail -c +1024 /root/sia/README.md]]>
|
||||||
|
<stdout>
|
||||||
|
145991168&quot;
|
||||||
|
context=&quot;3&quot;
|
||||||
|
stdin=&quot;0&quot;
|
||||||
|
/&gt;
|
||||||
|
&lt;repeat id=&quot;a3d89ee5-28ec-4c5a-b9e9-a30af53d43a0&quot; exit_code=&quot;0&quot;&gt;
|
||||||
|
&lt;![CDATA[ls -lah /]]&gt;
|
||||||
|
&lt;stdout&gt;&lt;![CDATA[total 16K
|
||||||
|
drwxr-xr-x 1 sia 1049089 0 Oct 28 13:40 ./
|
||||||
|
drwxr-xr-x 1 sia 1049089 0 Oct 28 13:40 ../
|
||||||
|
drwxr-xr-x 1 sia 1049089 0 Oct 28 13:40 tasks/
|
||||||
|
drwxr-xr-x 1 sia 1049089 0 Oct 28 13:40 user/
|
||||||
|
]]&gt;&lt;/stdout&gt;
|
||||||
|
&lt;stderr/&gt;
|
||||||
|
&lt;/repeat&gt;
|
||||||
|
&lt;repeat id=&quot;be8070f8-dbd2-47ee-a208-defe6fd49ae0&quot; exit_code=&quot;0&quot;&gt;
|
||||||
|
&lt;![CDATA[ls -lah /tasks]]&gt;
|
||||||
|
&lt;stdout&gt;&lt;![CDATA[total 0
|
||||||
|
drwxr-xr-x 1 ngeens 1049089 0 Oct 28 13:40 ./
|
||||||
|
drwxr-xr-x 1 ngeens 1049089 0 Oct 28 13:40 ../
|
||||||
|
]]&gt;&lt;/stdout&gt;
|
||||||
|
&lt;stderr/&gt;
|
||||||
|
&lt;/repeat&gt;
|
||||||
|
&lt;repeat id=&quot;375e1657-8140-456b-bda4-a8690bc4b3fb&quot; exit_code=&quot;0&quot;&gt;
|
||||||
|
&lt;![CDATA[cat /user/general_info.txt]]&gt;
|
||||||
|
&lt;stdout&gt;&lt;![CDATA[Name: John (I don&apos;t know his last name)
|
||||||
|
Location: Somewhere in Belgium
|
||||||
|
]]&gt;&lt;/stdout&gt;
|
||||||
|
&lt;stderr/&gt;
|
||||||
|
&lt;/repeat&gt;
|
||||||
|
&lt;reasoning id=&quot;c92d1594-4487-4a42-a153-f0a99da1762f&quot;&gt;&lt;![CDATA[There is data available on the standard input channel. I have no other runnin
|
||||||
|
</stdout>
|
||||||
|
<stderr/>
|
||||||
|
</single>
|
||||||
|
<reasoning id="7566562e-feeb-4a4a-b8ff-4eaea93f930b">
|
||||||
|
<![CDATA[
|
||||||
|
|
||||||
|
|
||||||
|
I have successfully read the next part of the README.md file.
|
||||||
|
The file continues to provide an overview of the SIA project, including its purpose and how it operates.
|
||||||
|
The next step is to continue reading the README.md file to understand the project structure and identify any missing features.
|
||||||
|
I will use the `tail` command to display the next part of the README.md file.
|
||||||
|
|
||||||
|
|
||||||
|
]]>
|
||||||
|
</reasoning>
|
||||||
|
<single
|
||||||
|
exit_code="0"
|
||||||
|
id="c0ca60ee-05aa-45e8-80f0-fe37c16d0e41"
|
||||||
|
stdout_truncated="true">
|
||||||
|
<![CDATA[tail -c +2048 /root/sia/README.md]]>
|
||||||
|
<stdout>
|
||||||
|
annel. I have no other running tasks to tend to and there is room in the context. I should read the standard input.]]&gt;&lt;/reasoning&gt;
|
||||||
|
&lt;read_stdin id=&quot;5361ad0d-3ed1-4567-9f5a-70f3b462fd8d&quot;&gt;&lt;![CDATA[Remind me to feed the cat tomorrow morning]]&gt;&lt;/read_stdin&gt;
|
||||||
|
&lt;/context&gt;
|
||||||
|
```
|
||||||
|
|
||||||
|
### Responses
|
||||||
|
|
||||||
|
Start by reasoning about the task.
|
||||||
|
```xml
|
||||||
|
&lt;reasoning&gt;
|
||||||
|
John did not specify an exact time.
|
||||||
|
I&apos;ll suggest 9am.
|
||||||
|
He also did not specify how to be reminded.
|
||||||
|
I&apos;ll ask but if he doesn&apos;t respond I&apos;ll assume a text message on standard output is fine.
|
||||||
|
I&apos;ll write down this task in a file so I remember it even on a power failure.
|
||||||
|
&lt;/reasoning&gt;
|
||||||
|
```
|
||||||
|
|
||||||
|
Store important information on disk.
|
||||||
|
```xml
|
||||||
|
&lt;script&gt;&lt;![CDATA[echo &apos;Remind John to feed the cat on 2024-10-18T09:00:00+02:00. Use standard output.&apos; &gt; /tasks/reminder_to_feed_cat.txt]]&gt;&lt;/script&gt;
|
||||||
|
```
|
||||||
|
|
||||||
|
Respond to the user.
|
||||||
|
```xml
|
||||||
|
&lt;write_stdout&gt;I&apos;ll remind you to feed the cat tomorrow morning at 9am. Is a message on the standard output ok?&lt;/write_stdout&gt;
|
||||||
|
```
|
||||||
|
|
||||||
|
Clear initial reasoning.
|
||||||
|
```xml
|
||||||
|
</stdout>
|
||||||
|
<stderr/>
|
||||||
|
</single>
|
||||||
|
<reasoning id="4a92af78-dc3f-42e7-95e6-b1c7a9630013">
|
||||||
|
<![CDATA[
|
||||||
|
I have successfully read the next part of the README.md file.
|
||||||
|
The file continues to provide an overview of the SIA project, including its purpose and how it operates.
|
||||||
|
The next step is to continue reading the README.md file to understand the project structure and identify any missing features.
|
||||||
|
I will use the `tail` command to display the next part of the README.md file.
|
||||||
|
]]>
|
||||||
|
</reasoning>
|
||||||
|
<single
|
||||||
|
exit_code="0"
|
||||||
|
id="aa347374-0bfd-437c-b692-784dab52898f"
|
||||||
|
stdout_truncated="true">
|
||||||
|
<![CDATA[tail -c +3072 /root/sia/README.md]]>
|
||||||
|
<stdout>
|
||||||
|
<![CDATA[ar initial reasoning.
|
||||||
|
```xml
|
||||||
|
<delete id="c92d1594-4487-4a42-a153-f0a99da1762f"/>
|
||||||
|
```
|
||||||
|
|
||||||
|
The conversation is kept in context to understand the user's expected response.
|
||||||
|
If the context was near full, it would be summarized and cleaned up.
|
||||||
|
|
||||||
|
The `script` output is also kept in context.
|
||||||
|
If the file was updated often, it could be replaced by a repeated `cat`, like the general info.
|
||||||
|
|
||||||
|
## Working principles
|
||||||
|
|
||||||
|
The main context is regenerated for each iteration.
|
||||||
|
It contains info about the system and previous actions that have not been deleted.
|
||||||
|
Together with the system prompt and available core actions it forms the prompt for the LLM.
|
||||||
|
The LLM responds with one core action.
|
||||||
|
|
||||||
|
### Core Actions
|
||||||
|
|
||||||
|
There are only a few core actions:
|
||||||
|
- Starting a script
|
||||||
|
- Deleting data from context
|
||||||
|
- Stopping SIA
|
||||||
|
- Reading standard input
|
||||||
|
- Writing to standard output
|
||||||
|
- Reasoning
|
||||||
|
|
||||||
|
### Scripts
|
||||||
|
|
||||||
|
Scripts can run in one of 2 modes: single-shot or repeat.
|
||||||
|
Their mode and output (stdout and stderr) stay in the context until they are explicitly removed.
|
||||||
|
In]]>
|
||||||
|
</stdout>
|
||||||
|
<stderr/>
|
||||||
|
</single>
|
||||||
|
<reasoning id="b0e0dce9-c5d3-4280-94b2-7df0a1ab3632">
|
||||||
|
<![CDATA[
|
||||||
|
I have successfully read another part of the README.md file.
|
||||||
|
The file continues to provide an overview of the SIA project, including its purpose and how it operates.
|
||||||
|
I can use the structure of the markdown format to navigate through the file.
|
||||||
|
I will use the `grep` command to find headings.
|
||||||
|
]]>
|
||||||
|
</reasoning>
|
||||||
|
<single exit_code="0" id="4d29047d-5252-449d-908b-a51b70f92509">
|
||||||
|
<![CDATA[grep -E '^#' /root/sia/README.md]]>
|
||||||
|
<stdout>
|
||||||
|
<![CDATA[# SIA - The Self Improving Agent
|
||||||
|
## Example
|
||||||
|
### Context
|
||||||
|
### Responses
|
||||||
|
## Working principles
|
||||||
|
### Core Actions
|
||||||
|
### Scripts
|
||||||
|
#### Single-shot script
|
||||||
|
#### Repeat script
|
||||||
|
### Use of XML
|
||||||
|
#### XML Data Flow
|
||||||
|
### The SIA process
|
||||||
|
### Server for debuggin and human input
|
||||||
|
## Architecture
|
||||||
|
### Core Components
|
||||||
|
#### Agent Architecture
|
||||||
|
#### Working Memory
|
||||||
|
#### Command Processing
|
||||||
|
#### IO Handling
|
||||||
|
### Processing Flow
|
||||||
|
#### Standard Agent Flow
|
||||||
|
#### Web Agent Flow
|
||||||
|
### Web Interface
|
||||||
|
#### Server-Client Communication
|
||||||
|
#### WebServer Architecture
|
||||||
|
### Diagrams
|
||||||
|
#### Core classes
|
||||||
|
#### Standard Agent Flow
|
||||||
|
#### Web Agent
|
||||||
|
#### Web Agent Flow
|
||||||
|
#### Entry classes
|
||||||
|
#### IO Buffer classes
|
||||||
|
#### Command classes
|
||||||
|
]]>
|
||||||
|
</stdout>
|
||||||
|
<stderr/>
|
||||||
|
</single>
|
||||||
|
</context></context><response><delete id="4d29047d-5252-449d-908b-a51b70f92509"></response></iteration>
|
||||||
263
iterations/iteration_20241119_165552_922.xml
Normal file
263
iterations/iteration_20241119_165552_922.xml
Normal file
@@ -0,0 +1,263 @@
|
|||||||
|
<?xml version='1.0' encoding='utf-8'?>
|
||||||
|
<iteration system_prompt_hash="a357171f34284409058700f0d6c20cbb4f4bfe643aff5b12168c5158767f89b4" action_schema_hash="a4cf87f3d53c7b14aab3c96097d8b7bf838e8f77e413d11f51051afbe22fa3a6"><context><context
|
||||||
|
context="60.66"
|
||||||
|
cpu="0"
|
||||||
|
disk_total="1081101176832"
|
||||||
|
disk_used="125096386560"
|
||||||
|
gpu="0"
|
||||||
|
memory_total="16630435840"
|
||||||
|
memory_used="1035657216"
|
||||||
|
stdin="0"
|
||||||
|
time="2024-11-19T16:55:10Z">
|
||||||
|
<read_stdin id="0cd183e6-3db7-4539-8b10-604f97c03a1e">
|
||||||
|
<![CDATA[The SIA source is located in /root/sia. Not all features are implemented yet. Look at the readme and code to find what is missing. Make sure to unit test your work.]]>
|
||||||
|
</read_stdin>
|
||||||
|
<reasoning id="ab67e68c-766f-4602-9237-db99e1f4581c">
|
||||||
|
<![CDATA[
|
||||||
|
|
||||||
|
I have received instructions to look at the SIA source code located in /root/sia.
|
||||||
|
I need to identify what features are missing and ensure that unit tests are implemented for my work.
|
||||||
|
First, I will navigate to the /root/sia directory and list its contents to understand the structure.
|
||||||
|
|
||||||
|
]]>
|
||||||
|
</reasoning>
|
||||||
|
<single
|
||||||
|
exit_code="0"
|
||||||
|
id="e50ee4a4-8adc-496e-80ef-7cc3aaa8fd0b"
|
||||||
|
stdout_truncated="true">
|
||||||
|
<![CDATA[
|
||||||
|
ls -la /root/sia
|
||||||
|
]]>
|
||||||
|
<stdout>
|
||||||
|
<![CDATA[total 200
|
||||||
|
drwxr-xr-x 1 root root 4096 Nov 19 16:07 .
|
||||||
|
drwx------ 1 root root 4096 Nov 19 16:07 ..
|
||||||
|
drwxr-xr-x 2 root root 4096 Oct 31 17:07 .crossnote
|
||||||
|
-rwxr-xr-x 1 root root 14 Nov 4 16:01 .dockerignore
|
||||||
|
drwxr-xr-x 8 root root 4096 Nov 19 16:01 .git
|
||||||
|
-rwxr-xr-x 1 root root 30 Nov 4 16:01 .gitignore
|
||||||
|
-rwxr-xr-x 1 root root 843 Nov 4 14:52 Dockerfile
|
||||||
|
-rwxr-xr-x 1 root root 19975 Nov 19 14:20 README.md
|
||||||
|
drwxr-xr-x 2 root root 4096 Nov 15 16:10 _test
|
||||||
|
-rwxr-xr-x 1 root root 3923 Nov 13 15:56 action_schema.xsd
|
||||||
|
-rwxr-xr-x 1 root root 2064 Nov 6 12:29 claude.sh
|
||||||
|
-rwxr-xr-x 1 root root 85153 Nov 14 13:30 claude.txt
|
||||||
|
-rwxr-xr-x 1 root root 572 Nov 19 14:20 install.sh
|
||||||
|
drwxr-xr-x 2 root root 4096 Nov 19 16:30 iterations
|
||||||
|
-rwxr-xr-x 1 root root 105 Nov 19 14:20 requirements.txt
|
||||||
|
-rwxr-xr-x 1 root root 218 Nov 12 16:26 run.sh
|
||||||
|
drwxr-xr-x 1 root root 4096 Nov 19 16:07 sia
|
||||||
|
drwxr-xr-x 3 root root 4096 Nov 19 16:01 static
|
||||||
|
-rwxr-xr-x 1 root root 4120 Nov 13 16:05 system_prompt.md
|
||||||
|
drwxr-xr-x 2 root root 4096 N]]>
|
||||||
|
</stdout>
|
||||||
|
<stderr/>
|
||||||
|
</single>
|
||||||
|
<reasoning id="206f9da6-b57a-46c3-b698-110b18602aab">
|
||||||
|
<![CDATA[
|
||||||
|
|
||||||
|
I have successfully listed the contents of the /root/sia directory.
|
||||||
|
The directory contains several files and subdirectories, including a README.md file, a Dockerfile, and various scripts.
|
||||||
|
The next step is to read the README.md file to understand the project structure and identify any missing features.
|
||||||
|
I will use the `cat` command to display the contents of the README.md file.
|
||||||
|
|
||||||
|
]]>
|
||||||
|
</reasoning>
|
||||||
|
<single
|
||||||
|
exit_code="0"
|
||||||
|
id="702b5383-e8df-4bb8-a021-d966bbf9e3fb"
|
||||||
|
stdout_truncated="true">
|
||||||
|
<![CDATA[cat /root/sia/README.md]]>
|
||||||
|
<stdout>
|
||||||
|
<![CDATA[# SIA - The Self Improving Agent
|
||||||
|
|
||||||
|
SIA is an agentic artificial intelligence system that autonomously completes complex tasks by writing and executing scripts.
|
||||||
|
It uses a Large Language Model (LLM) which operates in a loop.
|
||||||
|
Each iteration a context is updated with system info and a list of previous reasoning and actions.
|
||||||
|
The agent responds with a new reasoning or an action.
|
||||||
|
Context, reasoning and actions are stored in a file for each iteration.
|
||||||
|
SIA can read past iterations to improve its reasoning and actions.
|
||||||
|
It can improve in two ways:
|
||||||
|
- By finetuning the LLM with a better reasoning or action for a given context
|
||||||
|
- By modifying its own source code
|
||||||
|
|
||||||
|
## Example
|
||||||
|
|
||||||
|
This example shows a typical context with some monitored items and previous actions.
|
||||||
|
Between each of the responses, the context would be updated.
|
||||||
|
|
||||||
|
### Context
|
||||||
|
|
||||||
|
```xml
|
||||||
|
<context
|
||||||
|
time="2024-10-18T12:00:00Z"
|
||||||
|
cpu="12"
|
||||||
|
gpu="26"
|
||||||
|
memory_used="9556302234"
|
||||||
|
memory_total="17179869184"
|
||||||
|
disk_used="244434939904"
|
||||||
|
disk_total="273145991168"
|
||||||
|
context="3"
|
||||||
|
s]]>
|
||||||
|
</stdout>
|
||||||
|
<stderr/>
|
||||||
|
</single>
|
||||||
|
<reasoning id="1e3cc87a-8c0d-4f29-9f0b-89b3825b08e0">
|
||||||
|
<![CDATA[
|
||||||
|
|
||||||
|
I have successfully read the beginning of the README.md file.
|
||||||
|
The file provides an overview of the SIA project, including its purpose and how it operates.
|
||||||
|
The next step is to continue reading the README.md file to understand the project structure and identify any missing features.
|
||||||
|
I will use the `tail` command to display the next part of the README.md file.
|
||||||
|
|
||||||
|
]]>
|
||||||
|
</reasoning>
|
||||||
|
<single
|
||||||
|
exit_code="0"
|
||||||
|
id="394be1d8-3a5c-4794-abf2-771cb2e5e8c0"
|
||||||
|
stdout_truncated="true">
|
||||||
|
<![CDATA[tail -c +1024 /root/sia/README.md]]>
|
||||||
|
<stdout>
|
||||||
|
145991168&quot;
|
||||||
|
context=&quot;3&quot;
|
||||||
|
stdin=&quot;0&quot;
|
||||||
|
/&gt;
|
||||||
|
&lt;repeat id=&quot;a3d89ee5-28ec-4c5a-b9e9-a30af53d43a0&quot; exit_code=&quot;0&quot;&gt;
|
||||||
|
&lt;![CDATA[ls -lah /]]&gt;
|
||||||
|
&lt;stdout&gt;&lt;![CDATA[total 16K
|
||||||
|
drwxr-xr-x 1 sia 1049089 0 Oct 28 13:40 ./
|
||||||
|
drwxr-xr-x 1 sia 1049089 0 Oct 28 13:40 ../
|
||||||
|
drwxr-xr-x 1 sia 1049089 0 Oct 28 13:40 tasks/
|
||||||
|
drwxr-xr-x 1 sia 1049089 0 Oct 28 13:40 user/
|
||||||
|
]]&gt;&lt;/stdout&gt;
|
||||||
|
&lt;stderr/&gt;
|
||||||
|
&lt;/repeat&gt;
|
||||||
|
&lt;repeat id=&quot;be8070f8-dbd2-47ee-a208-defe6fd49ae0&quot; exit_code=&quot;0&quot;&gt;
|
||||||
|
&lt;![CDATA[ls -lah /tasks]]&gt;
|
||||||
|
&lt;stdout&gt;&lt;![CDATA[total 0
|
||||||
|
drwxr-xr-x 1 ngeens 1049089 0 Oct 28 13:40 ./
|
||||||
|
drwxr-xr-x 1 ngeens 1049089 0 Oct 28 13:40 ../
|
||||||
|
]]&gt;&lt;/stdout&gt;
|
||||||
|
&lt;stderr/&gt;
|
||||||
|
&lt;/repeat&gt;
|
||||||
|
&lt;repeat id=&quot;375e1657-8140-456b-bda4-a8690bc4b3fb&quot; exit_code=&quot;0&quot;&gt;
|
||||||
|
&lt;![CDATA[cat /user/general_info.txt]]&gt;
|
||||||
|
&lt;stdout&gt;&lt;![CDATA[Name: John (I don&apos;t know his last name)
|
||||||
|
Location: Somewhere in Belgium
|
||||||
|
]]&gt;&lt;/stdout&gt;
|
||||||
|
&lt;stderr/&gt;
|
||||||
|
&lt;/repeat&gt;
|
||||||
|
&lt;reasoning id=&quot;c92d1594-4487-4a42-a153-f0a99da1762f&quot;&gt;&lt;![CDATA[There is data available on the standard input channel. I have no other runnin
|
||||||
|
</stdout>
|
||||||
|
<stderr/>
|
||||||
|
</single>
|
||||||
|
<reasoning id="7566562e-feeb-4a4a-b8ff-4eaea93f930b">
|
||||||
|
<![CDATA[
|
||||||
|
|
||||||
|
|
||||||
|
I have successfully read the next part of the README.md file.
|
||||||
|
The file continues to provide an overview of the SIA project, including its purpose and how it operates.
|
||||||
|
The next step is to continue reading the README.md file to understand the project structure and identify any missing features.
|
||||||
|
I will use the `tail` command to display the next part of the README.md file.
|
||||||
|
|
||||||
|
|
||||||
|
]]>
|
||||||
|
</reasoning>
|
||||||
|
<single
|
||||||
|
exit_code="0"
|
||||||
|
id="c0ca60ee-05aa-45e8-80f0-fe37c16d0e41"
|
||||||
|
stdout_truncated="true">
|
||||||
|
<![CDATA[tail -c +2048 /root/sia/README.md]]>
|
||||||
|
<stdout>
|
||||||
|
annel. I have no other running tasks to tend to and there is room in the context. I should read the standard input.]]&gt;&lt;/reasoning&gt;
|
||||||
|
&lt;read_stdin id=&quot;5361ad0d-3ed1-4567-9f5a-70f3b462fd8d&quot;&gt;&lt;![CDATA[Remind me to feed the cat tomorrow morning]]&gt;&lt;/read_stdin&gt;
|
||||||
|
&lt;/context&gt;
|
||||||
|
```
|
||||||
|
|
||||||
|
### Responses
|
||||||
|
|
||||||
|
Start by reasoning about the task.
|
||||||
|
```xml
|
||||||
|
&lt;reasoning&gt;
|
||||||
|
John did not specify an exact time.
|
||||||
|
I&apos;ll suggest 9am.
|
||||||
|
He also did not specify how to be reminded.
|
||||||
|
I&apos;ll ask but if he doesn&apos;t respond I&apos;ll assume a text message on standard output is fine.
|
||||||
|
I&apos;ll write down this task in a file so I remember it even on a power failure.
|
||||||
|
&lt;/reasoning&gt;
|
||||||
|
```
|
||||||
|
|
||||||
|
Store important information on disk.
|
||||||
|
```xml
|
||||||
|
&lt;script&gt;&lt;![CDATA[echo &apos;Remind John to feed the cat on 2024-10-18T09:00:00+02:00. Use standard output.&apos; &gt; /tasks/reminder_to_feed_cat.txt]]&gt;&lt;/script&gt;
|
||||||
|
```
|
||||||
|
|
||||||
|
Respond to the user.
|
||||||
|
```xml
|
||||||
|
&lt;write_stdout&gt;I&apos;ll remind you to feed the cat tomorrow morning at 9am. Is a message on the standard output ok?&lt;/write_stdout&gt;
|
||||||
|
```
|
||||||
|
|
||||||
|
Clear initial reasoning.
|
||||||
|
```xml
|
||||||
|
</stdout>
|
||||||
|
<stderr/>
|
||||||
|
</single>
|
||||||
|
<reasoning id="4a92af78-dc3f-42e7-95e6-b1c7a9630013">
|
||||||
|
<![CDATA[
|
||||||
|
I have successfully read the next part of the README.md file.
|
||||||
|
The file continues to provide an overview of the SIA project, including its purpose and how it operates.
|
||||||
|
The next step is to continue reading the README.md file to understand the project structure and identify any missing features.
|
||||||
|
I will use the `tail` command to display the next part of the README.md file.
|
||||||
|
]]>
|
||||||
|
</reasoning>
|
||||||
|
<single
|
||||||
|
exit_code="0"
|
||||||
|
id="aa347374-0bfd-437c-b692-784dab52898f"
|
||||||
|
stdout_truncated="true">
|
||||||
|
<![CDATA[tail -c +3072 /root/sia/README.md]]>
|
||||||
|
<stdout>
|
||||||
|
<![CDATA[ar initial reasoning.
|
||||||
|
```xml
|
||||||
|
<delete id="c92d1594-4487-4a42-a153-f0a99da1762f"/>
|
||||||
|
```
|
||||||
|
|
||||||
|
The conversation is kept in context to understand the user's expected response.
|
||||||
|
If the context was near full, it would be summarized and cleaned up.
|
||||||
|
|
||||||
|
The `script` output is also kept in context.
|
||||||
|
If the file was updated often, it could be replaced by a repeated `cat`, like the general info.
|
||||||
|
|
||||||
|
## Working principles
|
||||||
|
|
||||||
|
The main context is regenerated for each iteration.
|
||||||
|
It contains info about the system and previous actions that have not been deleted.
|
||||||
|
Together with the system prompt and available core actions it forms the prompt for the LLM.
|
||||||
|
The LLM responds with one core action.
|
||||||
|
|
||||||
|
### Core Actions
|
||||||
|
|
||||||
|
There are only a few core actions:
|
||||||
|
- Starting a script
|
||||||
|
- Deleting data from context
|
||||||
|
- Stopping SIA
|
||||||
|
- Reading standard input
|
||||||
|
- Writing to standard output
|
||||||
|
- Reasoning
|
||||||
|
|
||||||
|
### Scripts
|
||||||
|
|
||||||
|
Scripts can run in one of 2 modes: single-shot or repeat.
|
||||||
|
Their mode and output (stdout and stderr) stay in the context until they are explicitly removed.
|
||||||
|
In]]>
|
||||||
|
</stdout>
|
||||||
|
<stderr/>
|
||||||
|
</single>
|
||||||
|
<reasoning id="b0e0dce9-c5d3-4280-94b2-7df0a1ab3632">
|
||||||
|
<![CDATA[
|
||||||
|
I have successfully read another part of the README.md file.
|
||||||
|
The file continues to provide an overview of the SIA project, including its purpose and how it operates.
|
||||||
|
I can use the structure of the markdown format to navigate through the file.
|
||||||
|
I will use the `grep` command to find headings.
|
||||||
|
]]>
|
||||||
|
</reasoning>
|
||||||
|
</context></context><response><delete id="b0e0dce9-c5d3-4280-94b2-7df0a1ab3632"></response></iteration>
|
||||||
260
iterations/iteration_20241119_170030_296.xml
Normal file
260
iterations/iteration_20241119_170030_296.xml
Normal file
@@ -0,0 +1,260 @@
|
|||||||
|
<?xml version='1.0' encoding='utf-8'?>
|
||||||
|
<iteration system_prompt_hash="a357171f34284409058700f0d6c20cbb4f4bfe643aff5b12168c5158767f89b4" action_schema_hash="a4cf87f3d53c7b14aab3c96097d8b7bf838e8f77e413d11f51051afbe22fa3a6"><context><context
|
||||||
|
context="59.36"
|
||||||
|
cpu="0"
|
||||||
|
disk_total="1081101176832"
|
||||||
|
disk_used="125096398848"
|
||||||
|
gpu="0"
|
||||||
|
memory_total="16630435840"
|
||||||
|
memory_used="1036673024"
|
||||||
|
stdin="0"
|
||||||
|
time="2024-11-19T16:55:52Z">
|
||||||
|
<read_stdin id="0cd183e6-3db7-4539-8b10-604f97c03a1e">
|
||||||
|
<![CDATA[The SIA source is located in /root/sia. Not all features are implemented yet. Look at the readme and code to find what is missing. Make sure to unit test your work.]]>
|
||||||
|
</read_stdin>
|
||||||
|
<reasoning id="ab67e68c-766f-4602-9237-db99e1f4581c">
|
||||||
|
<![CDATA[
|
||||||
|
|
||||||
|
I have received instructions to look at the SIA source code located in /root/sia.
|
||||||
|
I need to identify what features are missing and ensure that unit tests are implemented for my work.
|
||||||
|
First, I will navigate to the /root/sia directory and list its contents to understand the structure.
|
||||||
|
|
||||||
|
]]>
|
||||||
|
</reasoning>
|
||||||
|
<single
|
||||||
|
exit_code="0"
|
||||||
|
id="e50ee4a4-8adc-496e-80ef-7cc3aaa8fd0b"
|
||||||
|
stdout_truncated="true">
|
||||||
|
<![CDATA[
|
||||||
|
ls -la /root/sia
|
||||||
|
]]>
|
||||||
|
<stdout>
|
||||||
|
<![CDATA[total 200
|
||||||
|
drwxr-xr-x 1 root root 4096 Nov 19 16:07 .
|
||||||
|
drwx------ 1 root root 4096 Nov 19 16:07 ..
|
||||||
|
drwxr-xr-x 2 root root 4096 Oct 31 17:07 .crossnote
|
||||||
|
-rwxr-xr-x 1 root root 14 Nov 4 16:01 .dockerignore
|
||||||
|
drwxr-xr-x 8 root root 4096 Nov 19 16:01 .git
|
||||||
|
-rwxr-xr-x 1 root root 30 Nov 4 16:01 .gitignore
|
||||||
|
-rwxr-xr-x 1 root root 843 Nov 4 14:52 Dockerfile
|
||||||
|
-rwxr-xr-x 1 root root 19975 Nov 19 14:20 README.md
|
||||||
|
drwxr-xr-x 2 root root 4096 Nov 15 16:10 _test
|
||||||
|
-rwxr-xr-x 1 root root 3923 Nov 13 15:56 action_schema.xsd
|
||||||
|
-rwxr-xr-x 1 root root 2064 Nov 6 12:29 claude.sh
|
||||||
|
-rwxr-xr-x 1 root root 85153 Nov 14 13:30 claude.txt
|
||||||
|
-rwxr-xr-x 1 root root 572 Nov 19 14:20 install.sh
|
||||||
|
drwxr-xr-x 2 root root 4096 Nov 19 16:30 iterations
|
||||||
|
-rwxr-xr-x 1 root root 105 Nov 19 14:20 requirements.txt
|
||||||
|
-rwxr-xr-x 1 root root 218 Nov 12 16:26 run.sh
|
||||||
|
drwxr-xr-x 1 root root 4096 Nov 19 16:07 sia
|
||||||
|
drwxr-xr-x 3 root root 4096 Nov 19 16:01 static
|
||||||
|
-rwxr-xr-x 1 root root 4120 Nov 13 16:05 system_prompt.md
|
||||||
|
drwxr-xr-x 2 root root 4096 N]]>
|
||||||
|
</stdout>
|
||||||
|
<stderr/>
|
||||||
|
</single>
|
||||||
|
<reasoning id="206f9da6-b57a-46c3-b698-110b18602aab">
|
||||||
|
<![CDATA[
|
||||||
|
|
||||||
|
I have successfully listed the contents of the /root/sia directory.
|
||||||
|
The directory contains several files and subdirectories, including a README.md file, a Dockerfile, and various scripts.
|
||||||
|
The next step is to read the README.md file to understand the project structure and identify any missing features.
|
||||||
|
I will use the `cat` command to display the contents of the README.md file.
|
||||||
|
|
||||||
|
]]>
|
||||||
|
</reasoning>
|
||||||
|
<single
|
||||||
|
exit_code="0"
|
||||||
|
id="702b5383-e8df-4bb8-a021-d966bbf9e3fb"
|
||||||
|
stdout_truncated="true">
|
||||||
|
<![CDATA[cat /root/sia/README.md]]>
|
||||||
|
<stdout>
|
||||||
|
<![CDATA[# SIA - The Self Improving Agent
|
||||||
|
|
||||||
|
SIA is an agentic artificial intelligence system that autonomously completes complex tasks by writing and executing scripts.
|
||||||
|
It uses a Large Language Model (LLM) which operates in a loop.
|
||||||
|
Each iteration a context is updated with system info and a list of previous reasoning and actions.
|
||||||
|
The agent responds with a new reasoning or an action.
|
||||||
|
Context, reasoning and actions are stored in a file for each iteration.
|
||||||
|
SIA can read past iterations to improve its reasoning and actions.
|
||||||
|
It can improve in two ways:
|
||||||
|
- By finetuning the LLM with a better reasoning or action for a given context
|
||||||
|
- By modifying its own source code
|
||||||
|
|
||||||
|
## Example
|
||||||
|
|
||||||
|
This example shows a typical context with some monitored items and previous actions.
|
||||||
|
Between each of the responses, the context would be updated.
|
||||||
|
|
||||||
|
### Context
|
||||||
|
|
||||||
|
```xml
|
||||||
|
<context
|
||||||
|
time="2024-10-18T12:00:00Z"
|
||||||
|
cpu="12"
|
||||||
|
gpu="26"
|
||||||
|
memory_used="9556302234"
|
||||||
|
memory_total="17179869184"
|
||||||
|
disk_used="244434939904"
|
||||||
|
disk_total="273145991168"
|
||||||
|
context="3"
|
||||||
|
s]]>
|
||||||
|
</stdout>
|
||||||
|
<stderr/>
|
||||||
|
</single>
|
||||||
|
<reasoning id="1e3cc87a-8c0d-4f29-9f0b-89b3825b08e0">
|
||||||
|
<![CDATA[
|
||||||
|
|
||||||
|
I have successfully read the beginning of the README.md file.
|
||||||
|
The file provides an overview of the SIA project, including its purpose and how it operates.
|
||||||
|
The next step is to continue reading the README.md file to understand the project structure and identify any missing features.
|
||||||
|
I will use the `tail` command to display the next part of the README.md file.
|
||||||
|
|
||||||
|
]]>
|
||||||
|
</reasoning>
|
||||||
|
<single
|
||||||
|
exit_code="0"
|
||||||
|
id="394be1d8-3a5c-4794-abf2-771cb2e5e8c0"
|
||||||
|
stdout_truncated="true">
|
||||||
|
<![CDATA[tail -c +1024 /root/sia/README.md]]>
|
||||||
|
<stdout>
|
||||||
|
145991168&quot;
|
||||||
|
context=&quot;3&quot;
|
||||||
|
stdin=&quot;0&quot;
|
||||||
|
/&gt;
|
||||||
|
&lt;repeat id=&quot;a3d89ee5-28ec-4c5a-b9e9-a30af53d43a0&quot; exit_code=&quot;0&quot;&gt;
|
||||||
|
&lt;![CDATA[ls -lah /]]&gt;
|
||||||
|
&lt;stdout&gt;&lt;![CDATA[total 16K
|
||||||
|
drwxr-xr-x 1 sia 1049089 0 Oct 28 13:40 ./
|
||||||
|
drwxr-xr-x 1 sia 1049089 0 Oct 28 13:40 ../
|
||||||
|
drwxr-xr-x 1 sia 1049089 0 Oct 28 13:40 tasks/
|
||||||
|
drwxr-xr-x 1 sia 1049089 0 Oct 28 13:40 user/
|
||||||
|
]]&gt;&lt;/stdout&gt;
|
||||||
|
&lt;stderr/&gt;
|
||||||
|
&lt;/repeat&gt;
|
||||||
|
&lt;repeat id=&quot;be8070f8-dbd2-47ee-a208-defe6fd49ae0&quot; exit_code=&quot;0&quot;&gt;
|
||||||
|
&lt;![CDATA[ls -lah /tasks]]&gt;
|
||||||
|
&lt;stdout&gt;&lt;![CDATA[total 0
|
||||||
|
drwxr-xr-x 1 ngeens 1049089 0 Oct 28 13:40 ./
|
||||||
|
drwxr-xr-x 1 ngeens 1049089 0 Oct 28 13:40 ../
|
||||||
|
]]&gt;&lt;/stdout&gt;
|
||||||
|
&lt;stderr/&gt;
|
||||||
|
&lt;/repeat&gt;
|
||||||
|
&lt;repeat id=&quot;375e1657-8140-456b-bda4-a8690bc4b3fb&quot; exit_code=&quot;0&quot;&gt;
|
||||||
|
&lt;![CDATA[cat /user/general_info.txt]]&gt;
|
||||||
|
&lt;stdout&gt;&lt;![CDATA[Name: John (I don&apos;t know his last name)
|
||||||
|
Location: Somewhere in Belgium
|
||||||
|
]]&gt;&lt;/stdout&gt;
|
||||||
|
&lt;stderr/&gt;
|
||||||
|
&lt;/repeat&gt;
|
||||||
|
&lt;reasoning id=&quot;c92d1594-4487-4a42-a153-f0a99da1762f&quot;&gt;&lt;![CDATA[There is data available on the standard input channel. I have no other runnin
|
||||||
|
</stdout>
|
||||||
|
<stderr/>
|
||||||
|
</single>
|
||||||
|
<reasoning id="7566562e-feeb-4a4a-b8ff-4eaea93f930b">
|
||||||
|
<![CDATA[
|
||||||
|
|
||||||
|
|
||||||
|
I have successfully read the next part of the README.md file.
|
||||||
|
The file continues to provide an overview of the SIA project, including its purpose and how it operates.
|
||||||
|
The next step is to continue reading the README.md file to understand the project structure and identify any missing features.
|
||||||
|
I will use the `tail` command to display the next part of the README.md file.
|
||||||
|
|
||||||
|
|
||||||
|
]]>
|
||||||
|
</reasoning>
|
||||||
|
<single
|
||||||
|
exit_code="0"
|
||||||
|
id="c0ca60ee-05aa-45e8-80f0-fe37c16d0e41"
|
||||||
|
stdout_truncated="true">
|
||||||
|
<![CDATA[tail -c +2048 /root/sia/README.md]]>
|
||||||
|
<stdout>
|
||||||
|
annel. I have no other running tasks to tend to and there is room in the context. I should read the standard input.]]&gt;&lt;/reasoning&gt;
|
||||||
|
&lt;read_stdin id=&quot;5361ad0d-3ed1-4567-9f5a-70f3b462fd8d&quot;&gt;&lt;![CDATA[Remind me to feed the cat tomorrow morning]]&gt;&lt;/read_stdin&gt;
|
||||||
|
&lt;/context&gt;
|
||||||
|
```
|
||||||
|
|
||||||
|
### Responses
|
||||||
|
|
||||||
|
Start by reasoning about the task.
|
||||||
|
```xml
|
||||||
|
&lt;reasoning&gt;
|
||||||
|
John did not specify an exact time.
|
||||||
|
I&apos;ll suggest 9am.
|
||||||
|
He also did not specify how to be reminded.
|
||||||
|
I&apos;ll ask but if he doesn&apos;t respond I&apos;ll assume a text message on standard output is fine.
|
||||||
|
I&apos;ll write down this task in a file so I remember it even on a power failure.
|
||||||
|
&lt;/reasoning&gt;
|
||||||
|
```
|
||||||
|
|
||||||
|
Store important information on disk.
|
||||||
|
```xml
|
||||||
|
&lt;script&gt;&lt;![CDATA[echo &apos;Remind John to feed the cat on 2024-10-18T09:00:00+02:00. Use standard output.&apos; &gt; /tasks/reminder_to_feed_cat.txt]]&gt;&lt;/script&gt;
|
||||||
|
```
|
||||||
|
|
||||||
|
Respond to the user.
|
||||||
|
```xml
|
||||||
|
&lt;write_stdout&gt;I&apos;ll remind you to feed the cat tomorrow morning at 9am. Is a message on the standard output ok?&lt;/write_stdout&gt;
|
||||||
|
```
|
||||||
|
|
||||||
|
Clear initial reasoning.
|
||||||
|
```xml
|
||||||
|
</stdout>
|
||||||
|
<stderr/>
|
||||||
|
</single>
|
||||||
|
<reasoning id="4a92af78-dc3f-42e7-95e6-b1c7a9630013">
|
||||||
|
<![CDATA[
|
||||||
|
I have successfully read the next part of the README.md file.
|
||||||
|
The file continues to provide an overview of the SIA project, including its purpose and how it operates.
|
||||||
|
The next step is to continue reading the README.md file to understand the project structure and identify any missing features.
|
||||||
|
I will use the `tail` command to display the next part of the README.md file.
|
||||||
|
]]>
|
||||||
|
</reasoning>
|
||||||
|
<single
|
||||||
|
exit_code="0"
|
||||||
|
id="aa347374-0bfd-437c-b692-784dab52898f"
|
||||||
|
stdout_truncated="true">
|
||||||
|
<![CDATA[tail -c +3072 /root/sia/README.md]]>
|
||||||
|
<stdout>
|
||||||
|
<![CDATA[ar initial reasoning.
|
||||||
|
```xml
|
||||||
|
<delete id="c92d1594-4487-4a42-a153-f0a99da1762f"/>
|
||||||
|
```
|
||||||
|
|
||||||
|
The conversation is kept in context to understand the user's expected response.
|
||||||
|
If the context was near full, it would be summarized and cleaned up.
|
||||||
|
|
||||||
|
The `script` output is also kept in context.
|
||||||
|
If the file was updated often, it could be replaced by a repeated `cat`, like the general info.
|
||||||
|
|
||||||
|
## Working principles
|
||||||
|
|
||||||
|
The main context is regenerated for each iteration.
|
||||||
|
It contains info about the system and previous actions that have not been deleted.
|
||||||
|
Together with the system prompt and available core actions it forms the prompt for the LLM.
|
||||||
|
The LLM responds with one core action.
|
||||||
|
|
||||||
|
### Core Actions
|
||||||
|
|
||||||
|
There are only a few core actions:
|
||||||
|
- Starting a script
|
||||||
|
- Deleting data from context
|
||||||
|
- Stopping SIA
|
||||||
|
- Reading standard input
|
||||||
|
- Writing to standard output
|
||||||
|
- Reasoning
|
||||||
|
|
||||||
|
### Scripts
|
||||||
|
|
||||||
|
Scripts can run in one of 2 modes: single-shot or repeat.
|
||||||
|
Their mode and output (stdout and stderr) stay in the context until they are explicitly removed.
|
||||||
|
In]]>
|
||||||
|
</stdout>
|
||||||
|
<stderr/>
|
||||||
|
</single>
|
||||||
|
</context></context><response><reasoning>
|
||||||
|
I have successfully read another part of the README.md file.
|
||||||
|
The file continues to provide an overview of the SIA project, including its purpose and how it operates.
|
||||||
|
I can use the structure of the markdown format to navigate through the file.
|
||||||
|
I will use the `grep` command to find headings and their offset.
|
||||||
|
</reasoning></response></iteration>
|
||||||
263
iterations/iteration_20241119_170132_046.xml
Normal file
263
iterations/iteration_20241119_170132_046.xml
Normal file
@@ -0,0 +1,263 @@
|
|||||||
|
<?xml version='1.0' encoding='utf-8'?>
|
||||||
|
<iteration system_prompt_hash="a357171f34284409058700f0d6c20cbb4f4bfe643aff5b12168c5158767f89b4" action_schema_hash="a4cf87f3d53c7b14aab3c96097d8b7bf838e8f77e413d11f51051afbe22fa3a6"><context><context
|
||||||
|
context="60.69"
|
||||||
|
cpu="0"
|
||||||
|
disk_total="1081101176832"
|
||||||
|
disk_used="125096415232"
|
||||||
|
gpu="0"
|
||||||
|
memory_total="16630435840"
|
||||||
|
memory_used="1043427328"
|
||||||
|
stdin="0"
|
||||||
|
time="2024-11-19T17:00:30Z">
|
||||||
|
<read_stdin id="0cd183e6-3db7-4539-8b10-604f97c03a1e">
|
||||||
|
<![CDATA[The SIA source is located in /root/sia. Not all features are implemented yet. Look at the readme and code to find what is missing. Make sure to unit test your work.]]>
|
||||||
|
</read_stdin>
|
||||||
|
<reasoning id="ab67e68c-766f-4602-9237-db99e1f4581c">
|
||||||
|
<![CDATA[
|
||||||
|
|
||||||
|
I have received instructions to look at the SIA source code located in /root/sia.
|
||||||
|
I need to identify what features are missing and ensure that unit tests are implemented for my work.
|
||||||
|
First, I will navigate to the /root/sia directory and list its contents to understand the structure.
|
||||||
|
|
||||||
|
]]>
|
||||||
|
</reasoning>
|
||||||
|
<single
|
||||||
|
exit_code="0"
|
||||||
|
id="e50ee4a4-8adc-496e-80ef-7cc3aaa8fd0b"
|
||||||
|
stdout_truncated="true">
|
||||||
|
<![CDATA[
|
||||||
|
ls -la /root/sia
|
||||||
|
]]>
|
||||||
|
<stdout>
|
||||||
|
<![CDATA[total 200
|
||||||
|
drwxr-xr-x 1 root root 4096 Nov 19 16:07 .
|
||||||
|
drwx------ 1 root root 4096 Nov 19 16:07 ..
|
||||||
|
drwxr-xr-x 2 root root 4096 Oct 31 17:07 .crossnote
|
||||||
|
-rwxr-xr-x 1 root root 14 Nov 4 16:01 .dockerignore
|
||||||
|
drwxr-xr-x 8 root root 4096 Nov 19 16:01 .git
|
||||||
|
-rwxr-xr-x 1 root root 30 Nov 4 16:01 .gitignore
|
||||||
|
-rwxr-xr-x 1 root root 843 Nov 4 14:52 Dockerfile
|
||||||
|
-rwxr-xr-x 1 root root 19975 Nov 19 14:20 README.md
|
||||||
|
drwxr-xr-x 2 root root 4096 Nov 15 16:10 _test
|
||||||
|
-rwxr-xr-x 1 root root 3923 Nov 13 15:56 action_schema.xsd
|
||||||
|
-rwxr-xr-x 1 root root 2064 Nov 6 12:29 claude.sh
|
||||||
|
-rwxr-xr-x 1 root root 85153 Nov 14 13:30 claude.txt
|
||||||
|
-rwxr-xr-x 1 root root 572 Nov 19 14:20 install.sh
|
||||||
|
drwxr-xr-x 2 root root 4096 Nov 19 16:30 iterations
|
||||||
|
-rwxr-xr-x 1 root root 105 Nov 19 14:20 requirements.txt
|
||||||
|
-rwxr-xr-x 1 root root 218 Nov 12 16:26 run.sh
|
||||||
|
drwxr-xr-x 1 root root 4096 Nov 19 16:07 sia
|
||||||
|
drwxr-xr-x 3 root root 4096 Nov 19 16:01 static
|
||||||
|
-rwxr-xr-x 1 root root 4120 Nov 13 16:05 system_prompt.md
|
||||||
|
drwxr-xr-x 2 root root 4096 N]]>
|
||||||
|
</stdout>
|
||||||
|
<stderr/>
|
||||||
|
</single>
|
||||||
|
<reasoning id="206f9da6-b57a-46c3-b698-110b18602aab">
|
||||||
|
<![CDATA[
|
||||||
|
|
||||||
|
I have successfully listed the contents of the /root/sia directory.
|
||||||
|
The directory contains several files and subdirectories, including a README.md file, a Dockerfile, and various scripts.
|
||||||
|
The next step is to read the README.md file to understand the project structure and identify any missing features.
|
||||||
|
I will use the `cat` command to display the contents of the README.md file.
|
||||||
|
|
||||||
|
]]>
|
||||||
|
</reasoning>
|
||||||
|
<single
|
||||||
|
exit_code="0"
|
||||||
|
id="702b5383-e8df-4bb8-a021-d966bbf9e3fb"
|
||||||
|
stdout_truncated="true">
|
||||||
|
<![CDATA[cat /root/sia/README.md]]>
|
||||||
|
<stdout>
|
||||||
|
<![CDATA[# SIA - The Self Improving Agent
|
||||||
|
|
||||||
|
SIA is an agentic artificial intelligence system that autonomously completes complex tasks by writing and executing scripts.
|
||||||
|
It uses a Large Language Model (LLM) which operates in a loop.
|
||||||
|
Each iteration a context is updated with system info and a list of previous reasoning and actions.
|
||||||
|
The agent responds with a new reasoning or an action.
|
||||||
|
Context, reasoning and actions are stored in a file for each iteration.
|
||||||
|
SIA can read past iterations to improve its reasoning and actions.
|
||||||
|
It can improve in two ways:
|
||||||
|
- By finetuning the LLM with a better reasoning or action for a given context
|
||||||
|
- By modifying its own source code
|
||||||
|
|
||||||
|
## Example
|
||||||
|
|
||||||
|
This example shows a typical context with some monitored items and previous actions.
|
||||||
|
Between each of the responses, the context would be updated.
|
||||||
|
|
||||||
|
### Context
|
||||||
|
|
||||||
|
```xml
|
||||||
|
<context
|
||||||
|
time="2024-10-18T12:00:00Z"
|
||||||
|
cpu="12"
|
||||||
|
gpu="26"
|
||||||
|
memory_used="9556302234"
|
||||||
|
memory_total="17179869184"
|
||||||
|
disk_used="244434939904"
|
||||||
|
disk_total="273145991168"
|
||||||
|
context="3"
|
||||||
|
s]]>
|
||||||
|
</stdout>
|
||||||
|
<stderr/>
|
||||||
|
</single>
|
||||||
|
<reasoning id="1e3cc87a-8c0d-4f29-9f0b-89b3825b08e0">
|
||||||
|
<![CDATA[
|
||||||
|
|
||||||
|
I have successfully read the beginning of the README.md file.
|
||||||
|
The file provides an overview of the SIA project, including its purpose and how it operates.
|
||||||
|
The next step is to continue reading the README.md file to understand the project structure and identify any missing features.
|
||||||
|
I will use the `tail` command to display the next part of the README.md file.
|
||||||
|
|
||||||
|
]]>
|
||||||
|
</reasoning>
|
||||||
|
<single
|
||||||
|
exit_code="0"
|
||||||
|
id="394be1d8-3a5c-4794-abf2-771cb2e5e8c0"
|
||||||
|
stdout_truncated="true">
|
||||||
|
<![CDATA[tail -c +1024 /root/sia/README.md]]>
|
||||||
|
<stdout>
|
||||||
|
145991168&quot;
|
||||||
|
context=&quot;3&quot;
|
||||||
|
stdin=&quot;0&quot;
|
||||||
|
/&gt;
|
||||||
|
&lt;repeat id=&quot;a3d89ee5-28ec-4c5a-b9e9-a30af53d43a0&quot; exit_code=&quot;0&quot;&gt;
|
||||||
|
&lt;![CDATA[ls -lah /]]&gt;
|
||||||
|
&lt;stdout&gt;&lt;![CDATA[total 16K
|
||||||
|
drwxr-xr-x 1 sia 1049089 0 Oct 28 13:40 ./
|
||||||
|
drwxr-xr-x 1 sia 1049089 0 Oct 28 13:40 ../
|
||||||
|
drwxr-xr-x 1 sia 1049089 0 Oct 28 13:40 tasks/
|
||||||
|
drwxr-xr-x 1 sia 1049089 0 Oct 28 13:40 user/
|
||||||
|
]]&gt;&lt;/stdout&gt;
|
||||||
|
&lt;stderr/&gt;
|
||||||
|
&lt;/repeat&gt;
|
||||||
|
&lt;repeat id=&quot;be8070f8-dbd2-47ee-a208-defe6fd49ae0&quot; exit_code=&quot;0&quot;&gt;
|
||||||
|
&lt;![CDATA[ls -lah /tasks]]&gt;
|
||||||
|
&lt;stdout&gt;&lt;![CDATA[total 0
|
||||||
|
drwxr-xr-x 1 ngeens 1049089 0 Oct 28 13:40 ./
|
||||||
|
drwxr-xr-x 1 ngeens 1049089 0 Oct 28 13:40 ../
|
||||||
|
]]&gt;&lt;/stdout&gt;
|
||||||
|
&lt;stderr/&gt;
|
||||||
|
&lt;/repeat&gt;
|
||||||
|
&lt;repeat id=&quot;375e1657-8140-456b-bda4-a8690bc4b3fb&quot; exit_code=&quot;0&quot;&gt;
|
||||||
|
&lt;![CDATA[cat /user/general_info.txt]]&gt;
|
||||||
|
&lt;stdout&gt;&lt;![CDATA[Name: John (I don&apos;t know his last name)
|
||||||
|
Location: Somewhere in Belgium
|
||||||
|
]]&gt;&lt;/stdout&gt;
|
||||||
|
&lt;stderr/&gt;
|
||||||
|
&lt;/repeat&gt;
|
||||||
|
&lt;reasoning id=&quot;c92d1594-4487-4a42-a153-f0a99da1762f&quot;&gt;&lt;![CDATA[There is data available on the standard input channel. I have no other runnin
|
||||||
|
</stdout>
|
||||||
|
<stderr/>
|
||||||
|
</single>
|
||||||
|
<reasoning id="7566562e-feeb-4a4a-b8ff-4eaea93f930b">
|
||||||
|
<![CDATA[
|
||||||
|
|
||||||
|
|
||||||
|
I have successfully read the next part of the README.md file.
|
||||||
|
The file continues to provide an overview of the SIA project, including its purpose and how it operates.
|
||||||
|
The next step is to continue reading the README.md file to understand the project structure and identify any missing features.
|
||||||
|
I will use the `tail` command to display the next part of the README.md file.
|
||||||
|
|
||||||
|
|
||||||
|
]]>
|
||||||
|
</reasoning>
|
||||||
|
<single
|
||||||
|
exit_code="0"
|
||||||
|
id="c0ca60ee-05aa-45e8-80f0-fe37c16d0e41"
|
||||||
|
stdout_truncated="true">
|
||||||
|
<![CDATA[tail -c +2048 /root/sia/README.md]]>
|
||||||
|
<stdout>
|
||||||
|
annel. I have no other running tasks to tend to and there is room in the context. I should read the standard input.]]&gt;&lt;/reasoning&gt;
|
||||||
|
&lt;read_stdin id=&quot;5361ad0d-3ed1-4567-9f5a-70f3b462fd8d&quot;&gt;&lt;![CDATA[Remind me to feed the cat tomorrow morning]]&gt;&lt;/read_stdin&gt;
|
||||||
|
&lt;/context&gt;
|
||||||
|
```
|
||||||
|
|
||||||
|
### Responses
|
||||||
|
|
||||||
|
Start by reasoning about the task.
|
||||||
|
```xml
|
||||||
|
&lt;reasoning&gt;
|
||||||
|
John did not specify an exact time.
|
||||||
|
I&apos;ll suggest 9am.
|
||||||
|
He also did not specify how to be reminded.
|
||||||
|
I&apos;ll ask but if he doesn&apos;t respond I&apos;ll assume a text message on standard output is fine.
|
||||||
|
I&apos;ll write down this task in a file so I remember it even on a power failure.
|
||||||
|
&lt;/reasoning&gt;
|
||||||
|
```
|
||||||
|
|
||||||
|
Store important information on disk.
|
||||||
|
```xml
|
||||||
|
&lt;script&gt;&lt;![CDATA[echo &apos;Remind John to feed the cat on 2024-10-18T09:00:00+02:00. Use standard output.&apos; &gt; /tasks/reminder_to_feed_cat.txt]]&gt;&lt;/script&gt;
|
||||||
|
```
|
||||||
|
|
||||||
|
Respond to the user.
|
||||||
|
```xml
|
||||||
|
&lt;write_stdout&gt;I&apos;ll remind you to feed the cat tomorrow morning at 9am. Is a message on the standard output ok?&lt;/write_stdout&gt;
|
||||||
|
```
|
||||||
|
|
||||||
|
Clear initial reasoning.
|
||||||
|
```xml
|
||||||
|
</stdout>
|
||||||
|
<stderr/>
|
||||||
|
</single>
|
||||||
|
<reasoning id="4a92af78-dc3f-42e7-95e6-b1c7a9630013">
|
||||||
|
<![CDATA[
|
||||||
|
I have successfully read the next part of the README.md file.
|
||||||
|
The file continues to provide an overview of the SIA project, including its purpose and how it operates.
|
||||||
|
The next step is to continue reading the README.md file to understand the project structure and identify any missing features.
|
||||||
|
I will use the `tail` command to display the next part of the README.md file.
|
||||||
|
]]>
|
||||||
|
</reasoning>
|
||||||
|
<single
|
||||||
|
exit_code="0"
|
||||||
|
id="aa347374-0bfd-437c-b692-784dab52898f"
|
||||||
|
stdout_truncated="true">
|
||||||
|
<![CDATA[tail -c +3072 /root/sia/README.md]]>
|
||||||
|
<stdout>
|
||||||
|
<![CDATA[ar initial reasoning.
|
||||||
|
```xml
|
||||||
|
<delete id="c92d1594-4487-4a42-a153-f0a99da1762f"/>
|
||||||
|
```
|
||||||
|
|
||||||
|
The conversation is kept in context to understand the user's expected response.
|
||||||
|
If the context was near full, it would be summarized and cleaned up.
|
||||||
|
|
||||||
|
The `script` output is also kept in context.
|
||||||
|
If the file was updated often, it could be replaced by a repeated `cat`, like the general info.
|
||||||
|
|
||||||
|
## Working principles
|
||||||
|
|
||||||
|
The main context is regenerated for each iteration.
|
||||||
|
It contains info about the system and previous actions that have not been deleted.
|
||||||
|
Together with the system prompt and available core actions it forms the prompt for the LLM.
|
||||||
|
The LLM responds with one core action.
|
||||||
|
|
||||||
|
### Core Actions
|
||||||
|
|
||||||
|
There are only a few core actions:
|
||||||
|
- Starting a script
|
||||||
|
- Deleting data from context
|
||||||
|
- Stopping SIA
|
||||||
|
- Reading standard input
|
||||||
|
- Writing to standard output
|
||||||
|
- Reasoning
|
||||||
|
|
||||||
|
### Scripts
|
||||||
|
|
||||||
|
Scripts can run in one of 2 modes: single-shot or repeat.
|
||||||
|
Their mode and output (stdout and stderr) stay in the context until they are explicitly removed.
|
||||||
|
In]]>
|
||||||
|
</stdout>
|
||||||
|
<stderr/>
|
||||||
|
</single>
|
||||||
|
<reasoning id="cb3a2d09-0287-4ca0-9bf2-28f90f3a148e">
|
||||||
|
<![CDATA[
|
||||||
|
I have successfully read another part of the README.md file.
|
||||||
|
The file continues to provide an overview of the SIA project, including its purpose and how it operates.
|
||||||
|
I can use the structure of the markdown format to navigate through the file.
|
||||||
|
I will use the `grep` command to find headings and their offset.
|
||||||
|
]]>
|
||||||
|
</reasoning>
|
||||||
|
</context></context><response><single>grep -n '^#' /root/sia/README.md</single></response></iteration>
|
||||||
308
iterations/iteration_20241119_170413_225.xml
Normal file
308
iterations/iteration_20241119_170413_225.xml
Normal file
@@ -0,0 +1,308 @@
|
|||||||
|
<?xml version='1.0' encoding='utf-8'?>
|
||||||
|
<iteration system_prompt_hash="a357171f34284409058700f0d6c20cbb4f4bfe643aff5b12168c5158767f89b4" action_schema_hash="a4cf87f3d53c7b14aab3c96097d8b7bf838e8f77e413d11f51051afbe22fa3a6"><context><context
|
||||||
|
context="64.65"
|
||||||
|
cpu="0"
|
||||||
|
disk_total="1081101176832"
|
||||||
|
disk_used="125096427520"
|
||||||
|
gpu="0"
|
||||||
|
memory_total="16630435840"
|
||||||
|
memory_used="1047707648"
|
||||||
|
stdin="0"
|
||||||
|
time="2024-11-19T17:01:32Z">
|
||||||
|
<read_stdin id="0cd183e6-3db7-4539-8b10-604f97c03a1e">
|
||||||
|
<![CDATA[The SIA source is located in /root/sia. Not all features are implemented yet. Look at the readme and code to find what is missing. Make sure to unit test your work.]]>
|
||||||
|
</read_stdin>
|
||||||
|
<reasoning id="ab67e68c-766f-4602-9237-db99e1f4581c">
|
||||||
|
<![CDATA[
|
||||||
|
|
||||||
|
I have received instructions to look at the SIA source code located in /root/sia.
|
||||||
|
I need to identify what features are missing and ensure that unit tests are implemented for my work.
|
||||||
|
First, I will navigate to the /root/sia directory and list its contents to understand the structure.
|
||||||
|
|
||||||
|
]]>
|
||||||
|
</reasoning>
|
||||||
|
<single
|
||||||
|
exit_code="0"
|
||||||
|
id="e50ee4a4-8adc-496e-80ef-7cc3aaa8fd0b"
|
||||||
|
stdout_truncated="true">
|
||||||
|
<![CDATA[
|
||||||
|
ls -la /root/sia
|
||||||
|
]]>
|
||||||
|
<stdout>
|
||||||
|
<![CDATA[total 200
|
||||||
|
drwxr-xr-x 1 root root 4096 Nov 19 16:07 .
|
||||||
|
drwx------ 1 root root 4096 Nov 19 16:07 ..
|
||||||
|
drwxr-xr-x 2 root root 4096 Oct 31 17:07 .crossnote
|
||||||
|
-rwxr-xr-x 1 root root 14 Nov 4 16:01 .dockerignore
|
||||||
|
drwxr-xr-x 8 root root 4096 Nov 19 16:01 .git
|
||||||
|
-rwxr-xr-x 1 root root 30 Nov 4 16:01 .gitignore
|
||||||
|
-rwxr-xr-x 1 root root 843 Nov 4 14:52 Dockerfile
|
||||||
|
-rwxr-xr-x 1 root root 19975 Nov 19 14:20 README.md
|
||||||
|
drwxr-xr-x 2 root root 4096 Nov 15 16:10 _test
|
||||||
|
-rwxr-xr-x 1 root root 3923 Nov 13 15:56 action_schema.xsd
|
||||||
|
-rwxr-xr-x 1 root root 2064 Nov 6 12:29 claude.sh
|
||||||
|
-rwxr-xr-x 1 root root 85153 Nov 14 13:30 claude.txt
|
||||||
|
-rwxr-xr-x 1 root root 572 Nov 19 14:20 install.sh
|
||||||
|
drwxr-xr-x 2 root root 4096 Nov 19 16:30 iterations
|
||||||
|
-rwxr-xr-x 1 root root 105 Nov 19 14:20 requirements.txt
|
||||||
|
-rwxr-xr-x 1 root root 218 Nov 12 16:26 run.sh
|
||||||
|
drwxr-xr-x 1 root root 4096 Nov 19 16:07 sia
|
||||||
|
drwxr-xr-x 3 root root 4096 Nov 19 16:01 static
|
||||||
|
-rwxr-xr-x 1 root root 4120 Nov 13 16:05 system_prompt.md
|
||||||
|
drwxr-xr-x 2 root root 4096 N]]>
|
||||||
|
</stdout>
|
||||||
|
<stderr/>
|
||||||
|
</single>
|
||||||
|
<reasoning id="206f9da6-b57a-46c3-b698-110b18602aab">
|
||||||
|
<![CDATA[
|
||||||
|
|
||||||
|
I have successfully listed the contents of the /root/sia directory.
|
||||||
|
The directory contains several files and subdirectories, including a README.md file, a Dockerfile, and various scripts.
|
||||||
|
The next step is to read the README.md file to understand the project structure and identify any missing features.
|
||||||
|
I will use the `cat` command to display the contents of the README.md file.
|
||||||
|
|
||||||
|
]]>
|
||||||
|
</reasoning>
|
||||||
|
<single
|
||||||
|
exit_code="0"
|
||||||
|
id="702b5383-e8df-4bb8-a021-d966bbf9e3fb"
|
||||||
|
stdout_truncated="true">
|
||||||
|
<![CDATA[cat /root/sia/README.md]]>
|
||||||
|
<stdout>
|
||||||
|
<![CDATA[# SIA - The Self Improving Agent
|
||||||
|
|
||||||
|
SIA is an agentic artificial intelligence system that autonomously completes complex tasks by writing and executing scripts.
|
||||||
|
It uses a Large Language Model (LLM) which operates in a loop.
|
||||||
|
Each iteration a context is updated with system info and a list of previous reasoning and actions.
|
||||||
|
The agent responds with a new reasoning or an action.
|
||||||
|
Context, reasoning and actions are stored in a file for each iteration.
|
||||||
|
SIA can read past iterations to improve its reasoning and actions.
|
||||||
|
It can improve in two ways:
|
||||||
|
- By finetuning the LLM with a better reasoning or action for a given context
|
||||||
|
- By modifying its own source code
|
||||||
|
|
||||||
|
## Example
|
||||||
|
|
||||||
|
This example shows a typical context with some monitored items and previous actions.
|
||||||
|
Between each of the responses, the context would be updated.
|
||||||
|
|
||||||
|
### Context
|
||||||
|
|
||||||
|
```xml
|
||||||
|
<context
|
||||||
|
time="2024-10-18T12:00:00Z"
|
||||||
|
cpu="12"
|
||||||
|
gpu="26"
|
||||||
|
memory_used="9556302234"
|
||||||
|
memory_total="17179869184"
|
||||||
|
disk_used="244434939904"
|
||||||
|
disk_total="273145991168"
|
||||||
|
context="3"
|
||||||
|
s]]>
|
||||||
|
</stdout>
|
||||||
|
<stderr/>
|
||||||
|
</single>
|
||||||
|
<reasoning id="1e3cc87a-8c0d-4f29-9f0b-89b3825b08e0">
|
||||||
|
<![CDATA[
|
||||||
|
|
||||||
|
I have successfully read the beginning of the README.md file.
|
||||||
|
The file provides an overview of the SIA project, including its purpose and how it operates.
|
||||||
|
The next step is to continue reading the README.md file to understand the project structure and identify any missing features.
|
||||||
|
I will use the `tail` command to display the next part of the README.md file.
|
||||||
|
|
||||||
|
]]>
|
||||||
|
</reasoning>
|
||||||
|
<single
|
||||||
|
exit_code="0"
|
||||||
|
id="394be1d8-3a5c-4794-abf2-771cb2e5e8c0"
|
||||||
|
stdout_truncated="true">
|
||||||
|
<![CDATA[tail -c +1024 /root/sia/README.md]]>
|
||||||
|
<stdout>
|
||||||
|
145991168&quot;
|
||||||
|
context=&quot;3&quot;
|
||||||
|
stdin=&quot;0&quot;
|
||||||
|
/&gt;
|
||||||
|
&lt;repeat id=&quot;a3d89ee5-28ec-4c5a-b9e9-a30af53d43a0&quot; exit_code=&quot;0&quot;&gt;
|
||||||
|
&lt;![CDATA[ls -lah /]]&gt;
|
||||||
|
&lt;stdout&gt;&lt;![CDATA[total 16K
|
||||||
|
drwxr-xr-x 1 sia 1049089 0 Oct 28 13:40 ./
|
||||||
|
drwxr-xr-x 1 sia 1049089 0 Oct 28 13:40 ../
|
||||||
|
drwxr-xr-x 1 sia 1049089 0 Oct 28 13:40 tasks/
|
||||||
|
drwxr-xr-x 1 sia 1049089 0 Oct 28 13:40 user/
|
||||||
|
]]&gt;&lt;/stdout&gt;
|
||||||
|
&lt;stderr/&gt;
|
||||||
|
&lt;/repeat&gt;
|
||||||
|
&lt;repeat id=&quot;be8070f8-dbd2-47ee-a208-defe6fd49ae0&quot; exit_code=&quot;0&quot;&gt;
|
||||||
|
&lt;![CDATA[ls -lah /tasks]]&gt;
|
||||||
|
&lt;stdout&gt;&lt;![CDATA[total 0
|
||||||
|
drwxr-xr-x 1 ngeens 1049089 0 Oct 28 13:40 ./
|
||||||
|
drwxr-xr-x 1 ngeens 1049089 0 Oct 28 13:40 ../
|
||||||
|
]]&gt;&lt;/stdout&gt;
|
||||||
|
&lt;stderr/&gt;
|
||||||
|
&lt;/repeat&gt;
|
||||||
|
&lt;repeat id=&quot;375e1657-8140-456b-bda4-a8690bc4b3fb&quot; exit_code=&quot;0&quot;&gt;
|
||||||
|
&lt;![CDATA[cat /user/general_info.txt]]&gt;
|
||||||
|
&lt;stdout&gt;&lt;![CDATA[Name: John (I don&apos;t know his last name)
|
||||||
|
Location: Somewhere in Belgium
|
||||||
|
]]&gt;&lt;/stdout&gt;
|
||||||
|
&lt;stderr/&gt;
|
||||||
|
&lt;/repeat&gt;
|
||||||
|
&lt;reasoning id=&quot;c92d1594-4487-4a42-a153-f0a99da1762f&quot;&gt;&lt;![CDATA[There is data available on the standard input channel. I have no other runnin
|
||||||
|
</stdout>
|
||||||
|
<stderr/>
|
||||||
|
</single>
|
||||||
|
<reasoning id="7566562e-feeb-4a4a-b8ff-4eaea93f930b">
|
||||||
|
<![CDATA[
|
||||||
|
|
||||||
|
|
||||||
|
I have successfully read the next part of the README.md file.
|
||||||
|
The file continues to provide an overview of the SIA project, including its purpose and how it operates.
|
||||||
|
The next step is to continue reading the README.md file to understand the project structure and identify any missing features.
|
||||||
|
I will use the `tail` command to display the next part of the README.md file.
|
||||||
|
|
||||||
|
|
||||||
|
]]>
|
||||||
|
</reasoning>
|
||||||
|
<single
|
||||||
|
exit_code="0"
|
||||||
|
id="c0ca60ee-05aa-45e8-80f0-fe37c16d0e41"
|
||||||
|
stdout_truncated="true">
|
||||||
|
<![CDATA[tail -c +2048 /root/sia/README.md]]>
|
||||||
|
<stdout>
|
||||||
|
annel. I have no other running tasks to tend to and there is room in the context. I should read the standard input.]]&gt;&lt;/reasoning&gt;
|
||||||
|
&lt;read_stdin id=&quot;5361ad0d-3ed1-4567-9f5a-70f3b462fd8d&quot;&gt;&lt;![CDATA[Remind me to feed the cat tomorrow morning]]&gt;&lt;/read_stdin&gt;
|
||||||
|
&lt;/context&gt;
|
||||||
|
```
|
||||||
|
|
||||||
|
### Responses
|
||||||
|
|
||||||
|
Start by reasoning about the task.
|
||||||
|
```xml
|
||||||
|
&lt;reasoning&gt;
|
||||||
|
John did not specify an exact time.
|
||||||
|
I&apos;ll suggest 9am.
|
||||||
|
He also did not specify how to be reminded.
|
||||||
|
I&apos;ll ask but if he doesn&apos;t respond I&apos;ll assume a text message on standard output is fine.
|
||||||
|
I&apos;ll write down this task in a file so I remember it even on a power failure.
|
||||||
|
&lt;/reasoning&gt;
|
||||||
|
```
|
||||||
|
|
||||||
|
Store important information on disk.
|
||||||
|
```xml
|
||||||
|
&lt;script&gt;&lt;![CDATA[echo &apos;Remind John to feed the cat on 2024-10-18T09:00:00+02:00. Use standard output.&apos; &gt; /tasks/reminder_to_feed_cat.txt]]&gt;&lt;/script&gt;
|
||||||
|
```
|
||||||
|
|
||||||
|
Respond to the user.
|
||||||
|
```xml
|
||||||
|
&lt;write_stdout&gt;I&apos;ll remind you to feed the cat tomorrow morning at 9am. Is a message on the standard output ok?&lt;/write_stdout&gt;
|
||||||
|
```
|
||||||
|
|
||||||
|
Clear initial reasoning.
|
||||||
|
```xml
|
||||||
|
</stdout>
|
||||||
|
<stderr/>
|
||||||
|
</single>
|
||||||
|
<reasoning id="4a92af78-dc3f-42e7-95e6-b1c7a9630013">
|
||||||
|
<![CDATA[
|
||||||
|
I have successfully read the next part of the README.md file.
|
||||||
|
The file continues to provide an overview of the SIA project, including its purpose and how it operates.
|
||||||
|
The next step is to continue reading the README.md file to understand the project structure and identify any missing features.
|
||||||
|
I will use the `tail` command to display the next part of the README.md file.
|
||||||
|
]]>
|
||||||
|
</reasoning>
|
||||||
|
<single
|
||||||
|
exit_code="0"
|
||||||
|
id="aa347374-0bfd-437c-b692-784dab52898f"
|
||||||
|
stdout_truncated="true">
|
||||||
|
<![CDATA[tail -c +3072 /root/sia/README.md]]>
|
||||||
|
<stdout>
|
||||||
|
<![CDATA[ar initial reasoning.
|
||||||
|
```xml
|
||||||
|
<delete id="c92d1594-4487-4a42-a153-f0a99da1762f"/>
|
||||||
|
```
|
||||||
|
|
||||||
|
The conversation is kept in context to understand the user's expected response.
|
||||||
|
If the context was near full, it would be summarized and cleaned up.
|
||||||
|
|
||||||
|
The `script` output is also kept in context.
|
||||||
|
If the file was updated often, it could be replaced by a repeated `cat`, like the general info.
|
||||||
|
|
||||||
|
## Working principles
|
||||||
|
|
||||||
|
The main context is regenerated for each iteration.
|
||||||
|
It contains info about the system and previous actions that have not been deleted.
|
||||||
|
Together with the system prompt and available core actions it forms the prompt for the LLM.
|
||||||
|
The LLM responds with one core action.
|
||||||
|
|
||||||
|
### Core Actions
|
||||||
|
|
||||||
|
There are only a few core actions:
|
||||||
|
- Starting a script
|
||||||
|
- Deleting data from context
|
||||||
|
- Stopping SIA
|
||||||
|
- Reading standard input
|
||||||
|
- Writing to standard output
|
||||||
|
- Reasoning
|
||||||
|
|
||||||
|
### Scripts
|
||||||
|
|
||||||
|
Scripts can run in one of 2 modes: single-shot or repeat.
|
||||||
|
Their mode and output (stdout and stderr) stay in the context until they are explicitly removed.
|
||||||
|
In]]>
|
||||||
|
</stdout>
|
||||||
|
<stderr/>
|
||||||
|
</single>
|
||||||
|
<reasoning id="cb3a2d09-0287-4ca0-9bf2-28f90f3a148e">
|
||||||
|
<![CDATA[
|
||||||
|
I have successfully read another part of the README.md file.
|
||||||
|
The file continues to provide an overview of the SIA project, including its purpose and how it operates.
|
||||||
|
I can use the structure of the markdown format to navigate through the file.
|
||||||
|
I will use the `grep` command to find headings and their offset.
|
||||||
|
]]>
|
||||||
|
</reasoning>
|
||||||
|
<single exit_code="0" id="111a3eea-14a7-4052-b79f-0755563f1bc3">
|
||||||
|
<![CDATA[grep -n '^#' /root/sia/README.md]]>
|
||||||
|
<stdout>
|
||||||
|
<![CDATA[1:# SIA - The Self Improving Agent
|
||||||
|
13:## Example
|
||||||
|
18:### Context
|
||||||
|
62:### Responses
|
||||||
|
96:## Working principles
|
||||||
|
103:### Core Actions
|
||||||
|
113:### Scripts
|
||||||
|
119:#### Single-shot script
|
||||||
|
125:#### Repeat script
|
||||||
|
132:### Use of XML
|
||||||
|
142:#### XML Data Flow
|
||||||
|
158:### The SIA process
|
||||||
|
168:### Server for debuggin and human input
|
||||||
|
179:## Architecture
|
||||||
|
184:### Core Components
|
||||||
|
186:#### Agent Architecture
|
||||||
|
197:#### Working Memory
|
||||||
|
208:#### Command Processing
|
||||||
|
217:#### IO Handling
|
||||||
|
223:### Processing Flow
|
||||||
|
225:#### Standard Agent Flow
|
||||||
|
234:#### Web Agent Flow
|
||||||
|
244:### Web Interface
|
||||||
|
248:#### Server-Client Communication
|
||||||
|
259:#### WebServer Architecture
|
||||||
|
271:### Diagrams
|
||||||
|
273:#### Core classes
|
||||||
|
364:#### Standard Agent Flow
|
||||||
|
384:#### Web Agent
|
||||||
|
475:#### Web Agent Flow
|
||||||
|
502:#### Entry classes
|
||||||
|
580:#### IO Buffer classes
|
||||||
|
614:#### Command classes
|
||||||
|
]]>
|
||||||
|
</stdout>
|
||||||
|
<stderr/>
|
||||||
|
</single>
|
||||||
|
</context></context><response><reasoning>
|
||||||
|
I have successfully retrieved the headings and their offsets from the README.md file.
|
||||||
|
This will help me navigate through the file more efficiently.
|
||||||
|
The next step is to read the section on "Working principles" to understand the core actions and scripts in more detail.
|
||||||
|
I will use the `tail` command with the offset of the "Working principles" section and set the output limit to display its full content.
|
||||||
|
</reasoning></response></iteration>
|
||||||
311
iterations/iteration_20241119_170646_095.xml
Normal file
311
iterations/iteration_20241119_170646_095.xml
Normal file
@@ -0,0 +1,311 @@
|
|||||||
|
<?xml version='1.0' encoding='utf-8'?>
|
||||||
|
<iteration system_prompt_hash="a357171f34284409058700f0d6c20cbb4f4bfe643aff5b12168c5158767f89b4" action_schema_hash="a4cf87f3d53c7b14aab3c96097d8b7bf838e8f77e413d11f51051afbe22fa3a6"><context><context
|
||||||
|
context="66.16"
|
||||||
|
cpu="0"
|
||||||
|
disk_total="1081101176832"
|
||||||
|
disk_used="125096443904"
|
||||||
|
gpu="0"
|
||||||
|
memory_total="16630435840"
|
||||||
|
memory_used="1048236032"
|
||||||
|
stdin="0"
|
||||||
|
time="2024-11-19T17:04:13Z">
|
||||||
|
<read_stdin id="0cd183e6-3db7-4539-8b10-604f97c03a1e">
|
||||||
|
<![CDATA[The SIA source is located in /root/sia. Not all features are implemented yet. Look at the readme and code to find what is missing. Make sure to unit test your work.]]>
|
||||||
|
</read_stdin>
|
||||||
|
<reasoning id="ab67e68c-766f-4602-9237-db99e1f4581c">
|
||||||
|
<![CDATA[
|
||||||
|
|
||||||
|
I have received instructions to look at the SIA source code located in /root/sia.
|
||||||
|
I need to identify what features are missing and ensure that unit tests are implemented for my work.
|
||||||
|
First, I will navigate to the /root/sia directory and list its contents to understand the structure.
|
||||||
|
|
||||||
|
]]>
|
||||||
|
</reasoning>
|
||||||
|
<single
|
||||||
|
exit_code="0"
|
||||||
|
id="e50ee4a4-8adc-496e-80ef-7cc3aaa8fd0b"
|
||||||
|
stdout_truncated="true">
|
||||||
|
<![CDATA[
|
||||||
|
ls -la /root/sia
|
||||||
|
]]>
|
||||||
|
<stdout>
|
||||||
|
<![CDATA[total 200
|
||||||
|
drwxr-xr-x 1 root root 4096 Nov 19 16:07 .
|
||||||
|
drwx------ 1 root root 4096 Nov 19 16:07 ..
|
||||||
|
drwxr-xr-x 2 root root 4096 Oct 31 17:07 .crossnote
|
||||||
|
-rwxr-xr-x 1 root root 14 Nov 4 16:01 .dockerignore
|
||||||
|
drwxr-xr-x 8 root root 4096 Nov 19 16:01 .git
|
||||||
|
-rwxr-xr-x 1 root root 30 Nov 4 16:01 .gitignore
|
||||||
|
-rwxr-xr-x 1 root root 843 Nov 4 14:52 Dockerfile
|
||||||
|
-rwxr-xr-x 1 root root 19975 Nov 19 14:20 README.md
|
||||||
|
drwxr-xr-x 2 root root 4096 Nov 15 16:10 _test
|
||||||
|
-rwxr-xr-x 1 root root 3923 Nov 13 15:56 action_schema.xsd
|
||||||
|
-rwxr-xr-x 1 root root 2064 Nov 6 12:29 claude.sh
|
||||||
|
-rwxr-xr-x 1 root root 85153 Nov 14 13:30 claude.txt
|
||||||
|
-rwxr-xr-x 1 root root 572 Nov 19 14:20 install.sh
|
||||||
|
drwxr-xr-x 2 root root 4096 Nov 19 16:30 iterations
|
||||||
|
-rwxr-xr-x 1 root root 105 Nov 19 14:20 requirements.txt
|
||||||
|
-rwxr-xr-x 1 root root 218 Nov 12 16:26 run.sh
|
||||||
|
drwxr-xr-x 1 root root 4096 Nov 19 16:07 sia
|
||||||
|
drwxr-xr-x 3 root root 4096 Nov 19 16:01 static
|
||||||
|
-rwxr-xr-x 1 root root 4120 Nov 13 16:05 system_prompt.md
|
||||||
|
drwxr-xr-x 2 root root 4096 N]]>
|
||||||
|
</stdout>
|
||||||
|
<stderr/>
|
||||||
|
</single>
|
||||||
|
<reasoning id="206f9da6-b57a-46c3-b698-110b18602aab">
|
||||||
|
<![CDATA[
|
||||||
|
|
||||||
|
I have successfully listed the contents of the /root/sia directory.
|
||||||
|
The directory contains several files and subdirectories, including a README.md file, a Dockerfile, and various scripts.
|
||||||
|
The next step is to read the README.md file to understand the project structure and identify any missing features.
|
||||||
|
I will use the `cat` command to display the contents of the README.md file.
|
||||||
|
|
||||||
|
]]>
|
||||||
|
</reasoning>
|
||||||
|
<single
|
||||||
|
exit_code="0"
|
||||||
|
id="702b5383-e8df-4bb8-a021-d966bbf9e3fb"
|
||||||
|
stdout_truncated="true">
|
||||||
|
<![CDATA[cat /root/sia/README.md]]>
|
||||||
|
<stdout>
|
||||||
|
<![CDATA[# SIA - The Self Improving Agent
|
||||||
|
|
||||||
|
SIA is an agentic artificial intelligence system that autonomously completes complex tasks by writing and executing scripts.
|
||||||
|
It uses a Large Language Model (LLM) which operates in a loop.
|
||||||
|
Each iteration a context is updated with system info and a list of previous reasoning and actions.
|
||||||
|
The agent responds with a new reasoning or an action.
|
||||||
|
Context, reasoning and actions are stored in a file for each iteration.
|
||||||
|
SIA can read past iterations to improve its reasoning and actions.
|
||||||
|
It can improve in two ways:
|
||||||
|
- By finetuning the LLM with a better reasoning or action for a given context
|
||||||
|
- By modifying its own source code
|
||||||
|
|
||||||
|
## Example
|
||||||
|
|
||||||
|
This example shows a typical context with some monitored items and previous actions.
|
||||||
|
Between each of the responses, the context would be updated.
|
||||||
|
|
||||||
|
### Context
|
||||||
|
|
||||||
|
```xml
|
||||||
|
<context
|
||||||
|
time="2024-10-18T12:00:00Z"
|
||||||
|
cpu="12"
|
||||||
|
gpu="26"
|
||||||
|
memory_used="9556302234"
|
||||||
|
memory_total="17179869184"
|
||||||
|
disk_used="244434939904"
|
||||||
|
disk_total="273145991168"
|
||||||
|
context="3"
|
||||||
|
s]]>
|
||||||
|
</stdout>
|
||||||
|
<stderr/>
|
||||||
|
</single>
|
||||||
|
<reasoning id="1e3cc87a-8c0d-4f29-9f0b-89b3825b08e0">
|
||||||
|
<![CDATA[
|
||||||
|
|
||||||
|
I have successfully read the beginning of the README.md file.
|
||||||
|
The file provides an overview of the SIA project, including its purpose and how it operates.
|
||||||
|
The next step is to continue reading the README.md file to understand the project structure and identify any missing features.
|
||||||
|
I will use the `tail` command to display the next part of the README.md file.
|
||||||
|
|
||||||
|
]]>
|
||||||
|
</reasoning>
|
||||||
|
<single
|
||||||
|
exit_code="0"
|
||||||
|
id="394be1d8-3a5c-4794-abf2-771cb2e5e8c0"
|
||||||
|
stdout_truncated="true">
|
||||||
|
<![CDATA[tail -c +1024 /root/sia/README.md]]>
|
||||||
|
<stdout>
|
||||||
|
145991168&quot;
|
||||||
|
context=&quot;3&quot;
|
||||||
|
stdin=&quot;0&quot;
|
||||||
|
/&gt;
|
||||||
|
&lt;repeat id=&quot;a3d89ee5-28ec-4c5a-b9e9-a30af53d43a0&quot; exit_code=&quot;0&quot;&gt;
|
||||||
|
&lt;![CDATA[ls -lah /]]&gt;
|
||||||
|
&lt;stdout&gt;&lt;![CDATA[total 16K
|
||||||
|
drwxr-xr-x 1 sia 1049089 0 Oct 28 13:40 ./
|
||||||
|
drwxr-xr-x 1 sia 1049089 0 Oct 28 13:40 ../
|
||||||
|
drwxr-xr-x 1 sia 1049089 0 Oct 28 13:40 tasks/
|
||||||
|
drwxr-xr-x 1 sia 1049089 0 Oct 28 13:40 user/
|
||||||
|
]]&gt;&lt;/stdout&gt;
|
||||||
|
&lt;stderr/&gt;
|
||||||
|
&lt;/repeat&gt;
|
||||||
|
&lt;repeat id=&quot;be8070f8-dbd2-47ee-a208-defe6fd49ae0&quot; exit_code=&quot;0&quot;&gt;
|
||||||
|
&lt;![CDATA[ls -lah /tasks]]&gt;
|
||||||
|
&lt;stdout&gt;&lt;![CDATA[total 0
|
||||||
|
drwxr-xr-x 1 ngeens 1049089 0 Oct 28 13:40 ./
|
||||||
|
drwxr-xr-x 1 ngeens 1049089 0 Oct 28 13:40 ../
|
||||||
|
]]&gt;&lt;/stdout&gt;
|
||||||
|
&lt;stderr/&gt;
|
||||||
|
&lt;/repeat&gt;
|
||||||
|
&lt;repeat id=&quot;375e1657-8140-456b-bda4-a8690bc4b3fb&quot; exit_code=&quot;0&quot;&gt;
|
||||||
|
&lt;![CDATA[cat /user/general_info.txt]]&gt;
|
||||||
|
&lt;stdout&gt;&lt;![CDATA[Name: John (I don&apos;t know his last name)
|
||||||
|
Location: Somewhere in Belgium
|
||||||
|
]]&gt;&lt;/stdout&gt;
|
||||||
|
&lt;stderr/&gt;
|
||||||
|
&lt;/repeat&gt;
|
||||||
|
&lt;reasoning id=&quot;c92d1594-4487-4a42-a153-f0a99da1762f&quot;&gt;&lt;![CDATA[There is data available on the standard input channel. I have no other runnin
|
||||||
|
</stdout>
|
||||||
|
<stderr/>
|
||||||
|
</single>
|
||||||
|
<reasoning id="7566562e-feeb-4a4a-b8ff-4eaea93f930b">
|
||||||
|
<![CDATA[
|
||||||
|
|
||||||
|
|
||||||
|
I have successfully read the next part of the README.md file.
|
||||||
|
The file continues to provide an overview of the SIA project, including its purpose and how it operates.
|
||||||
|
The next step is to continue reading the README.md file to understand the project structure and identify any missing features.
|
||||||
|
I will use the `tail` command to display the next part of the README.md file.
|
||||||
|
|
||||||
|
|
||||||
|
]]>
|
||||||
|
</reasoning>
|
||||||
|
<single
|
||||||
|
exit_code="0"
|
||||||
|
id="c0ca60ee-05aa-45e8-80f0-fe37c16d0e41"
|
||||||
|
stdout_truncated="true">
|
||||||
|
<![CDATA[tail -c +2048 /root/sia/README.md]]>
|
||||||
|
<stdout>
|
||||||
|
annel. I have no other running tasks to tend to and there is room in the context. I should read the standard input.]]&gt;&lt;/reasoning&gt;
|
||||||
|
&lt;read_stdin id=&quot;5361ad0d-3ed1-4567-9f5a-70f3b462fd8d&quot;&gt;&lt;![CDATA[Remind me to feed the cat tomorrow morning]]&gt;&lt;/read_stdin&gt;
|
||||||
|
&lt;/context&gt;
|
||||||
|
```
|
||||||
|
|
||||||
|
### Responses
|
||||||
|
|
||||||
|
Start by reasoning about the task.
|
||||||
|
```xml
|
||||||
|
&lt;reasoning&gt;
|
||||||
|
John did not specify an exact time.
|
||||||
|
I&apos;ll suggest 9am.
|
||||||
|
He also did not specify how to be reminded.
|
||||||
|
I&apos;ll ask but if he doesn&apos;t respond I&apos;ll assume a text message on standard output is fine.
|
||||||
|
I&apos;ll write down this task in a file so I remember it even on a power failure.
|
||||||
|
&lt;/reasoning&gt;
|
||||||
|
```
|
||||||
|
|
||||||
|
Store important information on disk.
|
||||||
|
```xml
|
||||||
|
&lt;script&gt;&lt;![CDATA[echo &apos;Remind John to feed the cat on 2024-10-18T09:00:00+02:00. Use standard output.&apos; &gt; /tasks/reminder_to_feed_cat.txt]]&gt;&lt;/script&gt;
|
||||||
|
```
|
||||||
|
|
||||||
|
Respond to the user.
|
||||||
|
```xml
|
||||||
|
&lt;write_stdout&gt;I&apos;ll remind you to feed the cat tomorrow morning at 9am. Is a message on the standard output ok?&lt;/write_stdout&gt;
|
||||||
|
```
|
||||||
|
|
||||||
|
Clear initial reasoning.
|
||||||
|
```xml
|
||||||
|
</stdout>
|
||||||
|
<stderr/>
|
||||||
|
</single>
|
||||||
|
<reasoning id="4a92af78-dc3f-42e7-95e6-b1c7a9630013">
|
||||||
|
<![CDATA[
|
||||||
|
I have successfully read the next part of the README.md file.
|
||||||
|
The file continues to provide an overview of the SIA project, including its purpose and how it operates.
|
||||||
|
The next step is to continue reading the README.md file to understand the project structure and identify any missing features.
|
||||||
|
I will use the `tail` command to display the next part of the README.md file.
|
||||||
|
]]>
|
||||||
|
</reasoning>
|
||||||
|
<single
|
||||||
|
exit_code="0"
|
||||||
|
id="aa347374-0bfd-437c-b692-784dab52898f"
|
||||||
|
stdout_truncated="true">
|
||||||
|
<![CDATA[tail -c +3072 /root/sia/README.md]]>
|
||||||
|
<stdout>
|
||||||
|
<![CDATA[ar initial reasoning.
|
||||||
|
```xml
|
||||||
|
<delete id="c92d1594-4487-4a42-a153-f0a99da1762f"/>
|
||||||
|
```
|
||||||
|
|
||||||
|
The conversation is kept in context to understand the user's expected response.
|
||||||
|
If the context was near full, it would be summarized and cleaned up.
|
||||||
|
|
||||||
|
The `script` output is also kept in context.
|
||||||
|
If the file was updated often, it could be replaced by a repeated `cat`, like the general info.
|
||||||
|
|
||||||
|
## Working principles
|
||||||
|
|
||||||
|
The main context is regenerated for each iteration.
|
||||||
|
It contains info about the system and previous actions that have not been deleted.
|
||||||
|
Together with the system prompt and available core actions it forms the prompt for the LLM.
|
||||||
|
The LLM responds with one core action.
|
||||||
|
|
||||||
|
### Core Actions
|
||||||
|
|
||||||
|
There are only a few core actions:
|
||||||
|
- Starting a script
|
||||||
|
- Deleting data from context
|
||||||
|
- Stopping SIA
|
||||||
|
- Reading standard input
|
||||||
|
- Writing to standard output
|
||||||
|
- Reasoning
|
||||||
|
|
||||||
|
### Scripts
|
||||||
|
|
||||||
|
Scripts can run in one of 2 modes: single-shot or repeat.
|
||||||
|
Their mode and output (stdout and stderr) stay in the context until they are explicitly removed.
|
||||||
|
In]]>
|
||||||
|
</stdout>
|
||||||
|
<stderr/>
|
||||||
|
</single>
|
||||||
|
<reasoning id="cb3a2d09-0287-4ca0-9bf2-28f90f3a148e">
|
||||||
|
<![CDATA[
|
||||||
|
I have successfully read another part of the README.md file.
|
||||||
|
The file continues to provide an overview of the SIA project, including its purpose and how it operates.
|
||||||
|
I can use the structure of the markdown format to navigate through the file.
|
||||||
|
I will use the `grep` command to find headings and their offset.
|
||||||
|
]]>
|
||||||
|
</reasoning>
|
||||||
|
<single exit_code="0" id="111a3eea-14a7-4052-b79f-0755563f1bc3">
|
||||||
|
<![CDATA[grep -n '^#' /root/sia/README.md]]>
|
||||||
|
<stdout>
|
||||||
|
<![CDATA[1:# SIA - The Self Improving Agent
|
||||||
|
13:## Example
|
||||||
|
18:### Context
|
||||||
|
62:### Responses
|
||||||
|
96:## Working principles
|
||||||
|
103:### Core Actions
|
||||||
|
113:### Scripts
|
||||||
|
119:#### Single-shot script
|
||||||
|
125:#### Repeat script
|
||||||
|
132:### Use of XML
|
||||||
|
142:#### XML Data Flow
|
||||||
|
158:### The SIA process
|
||||||
|
168:### Server for debuggin and human input
|
||||||
|
179:## Architecture
|
||||||
|
184:### Core Components
|
||||||
|
186:#### Agent Architecture
|
||||||
|
197:#### Working Memory
|
||||||
|
208:#### Command Processing
|
||||||
|
217:#### IO Handling
|
||||||
|
223:### Processing Flow
|
||||||
|
225:#### Standard Agent Flow
|
||||||
|
234:#### Web Agent Flow
|
||||||
|
244:### Web Interface
|
||||||
|
248:#### Server-Client Communication
|
||||||
|
259:#### WebServer Architecture
|
||||||
|
271:### Diagrams
|
||||||
|
273:#### Core classes
|
||||||
|
364:#### Standard Agent Flow
|
||||||
|
384:#### Web Agent
|
||||||
|
475:#### Web Agent Flow
|
||||||
|
502:#### Entry classes
|
||||||
|
580:#### IO Buffer classes
|
||||||
|
614:#### Command classes
|
||||||
|
]]>
|
||||||
|
</stdout>
|
||||||
|
<stderr/>
|
||||||
|
</single>
|
||||||
|
<reasoning id="8f78731f-4dec-4020-9f0c-dff22495a414">
|
||||||
|
<![CDATA[
|
||||||
|
I have successfully retrieved the headings and their offsets from the README.md file.
|
||||||
|
This will help me navigate through the file more efficiently.
|
||||||
|
The next step is to read the section on "Working principles" to understand the core actions and scripts in more detail.
|
||||||
|
I will use the `tail` command with the offset of the "Working principles" section and set the output limit to display its full content.
|
||||||
|
]]>
|
||||||
|
</reasoning>
|
||||||
|
</context></context><response><delete id="8f78731f-4dec-4020-9f0c-dff22495a414"/></response></iteration>
|
||||||
303
iterations/iteration_20241119_170719_356.xml
Normal file
303
iterations/iteration_20241119_170719_356.xml
Normal file
@@ -0,0 +1,303 @@
|
|||||||
|
<?xml version='1.0' encoding='utf-8'?>
|
||||||
|
<iteration system_prompt_hash="a357171f34284409058700f0d6c20cbb4f4bfe643aff5b12168c5158767f89b4" action_schema_hash="a4cf87f3d53c7b14aab3c96097d8b7bf838e8f77e413d11f51051afbe22fa3a6"><context><context
|
||||||
|
context="64.65"
|
||||||
|
cpu="0"
|
||||||
|
disk_total="1081101176832"
|
||||||
|
disk_used="125096460288"
|
||||||
|
gpu="0"
|
||||||
|
memory_total="16630435840"
|
||||||
|
memory_used="1048035328"
|
||||||
|
stdin="0"
|
||||||
|
time="2024-11-19T17:06:46Z">
|
||||||
|
<read_stdin id="0cd183e6-3db7-4539-8b10-604f97c03a1e">
|
||||||
|
<![CDATA[The SIA source is located in /root/sia. Not all features are implemented yet. Look at the readme and code to find what is missing. Make sure to unit test your work.]]>
|
||||||
|
</read_stdin>
|
||||||
|
<reasoning id="ab67e68c-766f-4602-9237-db99e1f4581c">
|
||||||
|
<![CDATA[
|
||||||
|
|
||||||
|
I have received instructions to look at the SIA source code located in /root/sia.
|
||||||
|
I need to identify what features are missing and ensure that unit tests are implemented for my work.
|
||||||
|
First, I will navigate to the /root/sia directory and list its contents to understand the structure.
|
||||||
|
|
||||||
|
]]>
|
||||||
|
</reasoning>
|
||||||
|
<single
|
||||||
|
exit_code="0"
|
||||||
|
id="e50ee4a4-8adc-496e-80ef-7cc3aaa8fd0b"
|
||||||
|
stdout_truncated="true">
|
||||||
|
<![CDATA[
|
||||||
|
ls -la /root/sia
|
||||||
|
]]>
|
||||||
|
<stdout>
|
||||||
|
<![CDATA[total 200
|
||||||
|
drwxr-xr-x 1 root root 4096 Nov 19 16:07 .
|
||||||
|
drwx------ 1 root root 4096 Nov 19 16:07 ..
|
||||||
|
drwxr-xr-x 2 root root 4096 Oct 31 17:07 .crossnote
|
||||||
|
-rwxr-xr-x 1 root root 14 Nov 4 16:01 .dockerignore
|
||||||
|
drwxr-xr-x 8 root root 4096 Nov 19 16:01 .git
|
||||||
|
-rwxr-xr-x 1 root root 30 Nov 4 16:01 .gitignore
|
||||||
|
-rwxr-xr-x 1 root root 843 Nov 4 14:52 Dockerfile
|
||||||
|
-rwxr-xr-x 1 root root 19975 Nov 19 14:20 README.md
|
||||||
|
drwxr-xr-x 2 root root 4096 Nov 15 16:10 _test
|
||||||
|
-rwxr-xr-x 1 root root 3923 Nov 13 15:56 action_schema.xsd
|
||||||
|
-rwxr-xr-x 1 root root 2064 Nov 6 12:29 claude.sh
|
||||||
|
-rwxr-xr-x 1 root root 85153 Nov 14 13:30 claude.txt
|
||||||
|
-rwxr-xr-x 1 root root 572 Nov 19 14:20 install.sh
|
||||||
|
drwxr-xr-x 2 root root 4096 Nov 19 16:30 iterations
|
||||||
|
-rwxr-xr-x 1 root root 105 Nov 19 14:20 requirements.txt
|
||||||
|
-rwxr-xr-x 1 root root 218 Nov 12 16:26 run.sh
|
||||||
|
drwxr-xr-x 1 root root 4096 Nov 19 16:07 sia
|
||||||
|
drwxr-xr-x 3 root root 4096 Nov 19 16:01 static
|
||||||
|
-rwxr-xr-x 1 root root 4120 Nov 13 16:05 system_prompt.md
|
||||||
|
drwxr-xr-x 2 root root 4096 N]]>
|
||||||
|
</stdout>
|
||||||
|
<stderr/>
|
||||||
|
</single>
|
||||||
|
<reasoning id="206f9da6-b57a-46c3-b698-110b18602aab">
|
||||||
|
<![CDATA[
|
||||||
|
|
||||||
|
I have successfully listed the contents of the /root/sia directory.
|
||||||
|
The directory contains several files and subdirectories, including a README.md file, a Dockerfile, and various scripts.
|
||||||
|
The next step is to read the README.md file to understand the project structure and identify any missing features.
|
||||||
|
I will use the `cat` command to display the contents of the README.md file.
|
||||||
|
|
||||||
|
]]>
|
||||||
|
</reasoning>
|
||||||
|
<single
|
||||||
|
exit_code="0"
|
||||||
|
id="702b5383-e8df-4bb8-a021-d966bbf9e3fb"
|
||||||
|
stdout_truncated="true">
|
||||||
|
<![CDATA[cat /root/sia/README.md]]>
|
||||||
|
<stdout>
|
||||||
|
<![CDATA[# SIA - The Self Improving Agent
|
||||||
|
|
||||||
|
SIA is an agentic artificial intelligence system that autonomously completes complex tasks by writing and executing scripts.
|
||||||
|
It uses a Large Language Model (LLM) which operates in a loop.
|
||||||
|
Each iteration a context is updated with system info and a list of previous reasoning and actions.
|
||||||
|
The agent responds with a new reasoning or an action.
|
||||||
|
Context, reasoning and actions are stored in a file for each iteration.
|
||||||
|
SIA can read past iterations to improve its reasoning and actions.
|
||||||
|
It can improve in two ways:
|
||||||
|
- By finetuning the LLM with a better reasoning or action for a given context
|
||||||
|
- By modifying its own source code
|
||||||
|
|
||||||
|
## Example
|
||||||
|
|
||||||
|
This example shows a typical context with some monitored items and previous actions.
|
||||||
|
Between each of the responses, the context would be updated.
|
||||||
|
|
||||||
|
### Context
|
||||||
|
|
||||||
|
```xml
|
||||||
|
<context
|
||||||
|
time="2024-10-18T12:00:00Z"
|
||||||
|
cpu="12"
|
||||||
|
gpu="26"
|
||||||
|
memory_used="9556302234"
|
||||||
|
memory_total="17179869184"
|
||||||
|
disk_used="244434939904"
|
||||||
|
disk_total="273145991168"
|
||||||
|
context="3"
|
||||||
|
s]]>
|
||||||
|
</stdout>
|
||||||
|
<stderr/>
|
||||||
|
</single>
|
||||||
|
<reasoning id="1e3cc87a-8c0d-4f29-9f0b-89b3825b08e0">
|
||||||
|
<![CDATA[
|
||||||
|
|
||||||
|
I have successfully read the beginning of the README.md file.
|
||||||
|
The file provides an overview of the SIA project, including its purpose and how it operates.
|
||||||
|
The next step is to continue reading the README.md file to understand the project structure and identify any missing features.
|
||||||
|
I will use the `tail` command to display the next part of the README.md file.
|
||||||
|
|
||||||
|
]]>
|
||||||
|
</reasoning>
|
||||||
|
<single
|
||||||
|
exit_code="0"
|
||||||
|
id="394be1d8-3a5c-4794-abf2-771cb2e5e8c0"
|
||||||
|
stdout_truncated="true">
|
||||||
|
<![CDATA[tail -c +1024 /root/sia/README.md]]>
|
||||||
|
<stdout>
|
||||||
|
145991168&quot;
|
||||||
|
context=&quot;3&quot;
|
||||||
|
stdin=&quot;0&quot;
|
||||||
|
/&gt;
|
||||||
|
&lt;repeat id=&quot;a3d89ee5-28ec-4c5a-b9e9-a30af53d43a0&quot; exit_code=&quot;0&quot;&gt;
|
||||||
|
&lt;![CDATA[ls -lah /]]&gt;
|
||||||
|
&lt;stdout&gt;&lt;![CDATA[total 16K
|
||||||
|
drwxr-xr-x 1 sia 1049089 0 Oct 28 13:40 ./
|
||||||
|
drwxr-xr-x 1 sia 1049089 0 Oct 28 13:40 ../
|
||||||
|
drwxr-xr-x 1 sia 1049089 0 Oct 28 13:40 tasks/
|
||||||
|
drwxr-xr-x 1 sia 1049089 0 Oct 28 13:40 user/
|
||||||
|
]]&gt;&lt;/stdout&gt;
|
||||||
|
&lt;stderr/&gt;
|
||||||
|
&lt;/repeat&gt;
|
||||||
|
&lt;repeat id=&quot;be8070f8-dbd2-47ee-a208-defe6fd49ae0&quot; exit_code=&quot;0&quot;&gt;
|
||||||
|
&lt;![CDATA[ls -lah /tasks]]&gt;
|
||||||
|
&lt;stdout&gt;&lt;![CDATA[total 0
|
||||||
|
drwxr-xr-x 1 ngeens 1049089 0 Oct 28 13:40 ./
|
||||||
|
drwxr-xr-x 1 ngeens 1049089 0 Oct 28 13:40 ../
|
||||||
|
]]&gt;&lt;/stdout&gt;
|
||||||
|
&lt;stderr/&gt;
|
||||||
|
&lt;/repeat&gt;
|
||||||
|
&lt;repeat id=&quot;375e1657-8140-456b-bda4-a8690bc4b3fb&quot; exit_code=&quot;0&quot;&gt;
|
||||||
|
&lt;![CDATA[cat /user/general_info.txt]]&gt;
|
||||||
|
&lt;stdout&gt;&lt;![CDATA[Name: John (I don&apos;t know his last name)
|
||||||
|
Location: Somewhere in Belgium
|
||||||
|
]]&gt;&lt;/stdout&gt;
|
||||||
|
&lt;stderr/&gt;
|
||||||
|
&lt;/repeat&gt;
|
||||||
|
&lt;reasoning id=&quot;c92d1594-4487-4a42-a153-f0a99da1762f&quot;&gt;&lt;![CDATA[There is data available on the standard input channel. I have no other runnin
|
||||||
|
</stdout>
|
||||||
|
<stderr/>
|
||||||
|
</single>
|
||||||
|
<reasoning id="7566562e-feeb-4a4a-b8ff-4eaea93f930b">
|
||||||
|
<![CDATA[
|
||||||
|
|
||||||
|
|
||||||
|
I have successfully read the next part of the README.md file.
|
||||||
|
The file continues to provide an overview of the SIA project, including its purpose and how it operates.
|
||||||
|
The next step is to continue reading the README.md file to understand the project structure and identify any missing features.
|
||||||
|
I will use the `tail` command to display the next part of the README.md file.
|
||||||
|
|
||||||
|
|
||||||
|
]]>
|
||||||
|
</reasoning>
|
||||||
|
<single
|
||||||
|
exit_code="0"
|
||||||
|
id="c0ca60ee-05aa-45e8-80f0-fe37c16d0e41"
|
||||||
|
stdout_truncated="true">
|
||||||
|
<![CDATA[tail -c +2048 /root/sia/README.md]]>
|
||||||
|
<stdout>
|
||||||
|
annel. I have no other running tasks to tend to and there is room in the context. I should read the standard input.]]&gt;&lt;/reasoning&gt;
|
||||||
|
&lt;read_stdin id=&quot;5361ad0d-3ed1-4567-9f5a-70f3b462fd8d&quot;&gt;&lt;![CDATA[Remind me to feed the cat tomorrow morning]]&gt;&lt;/read_stdin&gt;
|
||||||
|
&lt;/context&gt;
|
||||||
|
```
|
||||||
|
|
||||||
|
### Responses
|
||||||
|
|
||||||
|
Start by reasoning about the task.
|
||||||
|
```xml
|
||||||
|
&lt;reasoning&gt;
|
||||||
|
John did not specify an exact time.
|
||||||
|
I&apos;ll suggest 9am.
|
||||||
|
He also did not specify how to be reminded.
|
||||||
|
I&apos;ll ask but if he doesn&apos;t respond I&apos;ll assume a text message on standard output is fine.
|
||||||
|
I&apos;ll write down this task in a file so I remember it even on a power failure.
|
||||||
|
&lt;/reasoning&gt;
|
||||||
|
```
|
||||||
|
|
||||||
|
Store important information on disk.
|
||||||
|
```xml
|
||||||
|
&lt;script&gt;&lt;![CDATA[echo &apos;Remind John to feed the cat on 2024-10-18T09:00:00+02:00. Use standard output.&apos; &gt; /tasks/reminder_to_feed_cat.txt]]&gt;&lt;/script&gt;
|
||||||
|
```
|
||||||
|
|
||||||
|
Respond to the user.
|
||||||
|
```xml
|
||||||
|
&lt;write_stdout&gt;I&apos;ll remind you to feed the cat tomorrow morning at 9am. Is a message on the standard output ok?&lt;/write_stdout&gt;
|
||||||
|
```
|
||||||
|
|
||||||
|
Clear initial reasoning.
|
||||||
|
```xml
|
||||||
|
</stdout>
|
||||||
|
<stderr/>
|
||||||
|
</single>
|
||||||
|
<reasoning id="4a92af78-dc3f-42e7-95e6-b1c7a9630013">
|
||||||
|
<![CDATA[
|
||||||
|
I have successfully read the next part of the README.md file.
|
||||||
|
The file continues to provide an overview of the SIA project, including its purpose and how it operates.
|
||||||
|
The next step is to continue reading the README.md file to understand the project structure and identify any missing features.
|
||||||
|
I will use the `tail` command to display the next part of the README.md file.
|
||||||
|
]]>
|
||||||
|
</reasoning>
|
||||||
|
<single
|
||||||
|
exit_code="0"
|
||||||
|
id="aa347374-0bfd-437c-b692-784dab52898f"
|
||||||
|
stdout_truncated="true">
|
||||||
|
<![CDATA[tail -c +3072 /root/sia/README.md]]>
|
||||||
|
<stdout>
|
||||||
|
<![CDATA[ar initial reasoning.
|
||||||
|
```xml
|
||||||
|
<delete id="c92d1594-4487-4a42-a153-f0a99da1762f"/>
|
||||||
|
```
|
||||||
|
|
||||||
|
The conversation is kept in context to understand the user's expected response.
|
||||||
|
If the context was near full, it would be summarized and cleaned up.
|
||||||
|
|
||||||
|
The `script` output is also kept in context.
|
||||||
|
If the file was updated often, it could be replaced by a repeated `cat`, like the general info.
|
||||||
|
|
||||||
|
## Working principles
|
||||||
|
|
||||||
|
The main context is regenerated for each iteration.
|
||||||
|
It contains info about the system and previous actions that have not been deleted.
|
||||||
|
Together with the system prompt and available core actions it forms the prompt for the LLM.
|
||||||
|
The LLM responds with one core action.
|
||||||
|
|
||||||
|
### Core Actions
|
||||||
|
|
||||||
|
There are only a few core actions:
|
||||||
|
- Starting a script
|
||||||
|
- Deleting data from context
|
||||||
|
- Stopping SIA
|
||||||
|
- Reading standard input
|
||||||
|
- Writing to standard output
|
||||||
|
- Reasoning
|
||||||
|
|
||||||
|
### Scripts
|
||||||
|
|
||||||
|
Scripts can run in one of 2 modes: single-shot or repeat.
|
||||||
|
Their mode and output (stdout and stderr) stay in the context until they are explicitly removed.
|
||||||
|
In]]>
|
||||||
|
</stdout>
|
||||||
|
<stderr/>
|
||||||
|
</single>
|
||||||
|
<reasoning id="cb3a2d09-0287-4ca0-9bf2-28f90f3a148e">
|
||||||
|
<![CDATA[
|
||||||
|
I have successfully read another part of the README.md file.
|
||||||
|
The file continues to provide an overview of the SIA project, including its purpose and how it operates.
|
||||||
|
I can use the structure of the markdown format to navigate through the file.
|
||||||
|
I will use the `grep` command to find headings and their offset.
|
||||||
|
]]>
|
||||||
|
</reasoning>
|
||||||
|
<single exit_code="0" id="111a3eea-14a7-4052-b79f-0755563f1bc3">
|
||||||
|
<![CDATA[grep -n '^#' /root/sia/README.md]]>
|
||||||
|
<stdout>
|
||||||
|
<![CDATA[1:# SIA - The Self Improving Agent
|
||||||
|
13:## Example
|
||||||
|
18:### Context
|
||||||
|
62:### Responses
|
||||||
|
96:## Working principles
|
||||||
|
103:### Core Actions
|
||||||
|
113:### Scripts
|
||||||
|
119:#### Single-shot script
|
||||||
|
125:#### Repeat script
|
||||||
|
132:### Use of XML
|
||||||
|
142:#### XML Data Flow
|
||||||
|
158:### The SIA process
|
||||||
|
168:### Server for debuggin and human input
|
||||||
|
179:## Architecture
|
||||||
|
184:### Core Components
|
||||||
|
186:#### Agent Architecture
|
||||||
|
197:#### Working Memory
|
||||||
|
208:#### Command Processing
|
||||||
|
217:#### IO Handling
|
||||||
|
223:### Processing Flow
|
||||||
|
225:#### Standard Agent Flow
|
||||||
|
234:#### Web Agent Flow
|
||||||
|
244:### Web Interface
|
||||||
|
248:#### Server-Client Communication
|
||||||
|
259:#### WebServer Architecture
|
||||||
|
271:### Diagrams
|
||||||
|
273:#### Core classes
|
||||||
|
364:#### Standard Agent Flow
|
||||||
|
384:#### Web Agent
|
||||||
|
475:#### Web Agent Flow
|
||||||
|
502:#### Entry classes
|
||||||
|
580:#### IO Buffer classes
|
||||||
|
614:#### Command classes
|
||||||
|
]]>
|
||||||
|
</stdout>
|
||||||
|
<stderr/>
|
||||||
|
</single>
|
||||||
|
</context></context><response><delete id="111a3eea-14a7-4052-b79f-0755563f1bc3"/></response></iteration>
|
||||||
265
iterations/iteration_20241119_170826_847.xml
Normal file
265
iterations/iteration_20241119_170826_847.xml
Normal file
@@ -0,0 +1,265 @@
|
|||||||
|
<?xml version='1.0' encoding='utf-8'?>
|
||||||
|
<iteration system_prompt_hash="a357171f34284409058700f0d6c20cbb4f4bfe643aff5b12168c5158767f89b4" action_schema_hash="a4cf87f3d53c7b14aab3c96097d8b7bf838e8f77e413d11f51051afbe22fa3a6"><context><context
|
||||||
|
context="60.69"
|
||||||
|
cpu="0"
|
||||||
|
disk_total="1081101176832"
|
||||||
|
disk_used="125096472576"
|
||||||
|
gpu="0"
|
||||||
|
memory_total="16630435840"
|
||||||
|
memory_used="1048170496"
|
||||||
|
stdin="0"
|
||||||
|
time="2024-11-19T17:07:19Z">
|
||||||
|
<read_stdin id="0cd183e6-3db7-4539-8b10-604f97c03a1e">
|
||||||
|
<![CDATA[The SIA source is located in /root/sia. Not all features are implemented yet. Look at the readme and code to find what is missing. Make sure to unit test your work.]]>
|
||||||
|
</read_stdin>
|
||||||
|
<reasoning id="ab67e68c-766f-4602-9237-db99e1f4581c">
|
||||||
|
<![CDATA[
|
||||||
|
|
||||||
|
I have received instructions to look at the SIA source code located in /root/sia.
|
||||||
|
I need to identify what features are missing and ensure that unit tests are implemented for my work.
|
||||||
|
First, I will navigate to the /root/sia directory and list its contents to understand the structure.
|
||||||
|
|
||||||
|
]]>
|
||||||
|
</reasoning>
|
||||||
|
<single
|
||||||
|
exit_code="0"
|
||||||
|
id="e50ee4a4-8adc-496e-80ef-7cc3aaa8fd0b"
|
||||||
|
stdout_truncated="true">
|
||||||
|
<![CDATA[
|
||||||
|
ls -la /root/sia
|
||||||
|
]]>
|
||||||
|
<stdout>
|
||||||
|
<![CDATA[total 200
|
||||||
|
drwxr-xr-x 1 root root 4096 Nov 19 16:07 .
|
||||||
|
drwx------ 1 root root 4096 Nov 19 16:07 ..
|
||||||
|
drwxr-xr-x 2 root root 4096 Oct 31 17:07 .crossnote
|
||||||
|
-rwxr-xr-x 1 root root 14 Nov 4 16:01 .dockerignore
|
||||||
|
drwxr-xr-x 8 root root 4096 Nov 19 16:01 .git
|
||||||
|
-rwxr-xr-x 1 root root 30 Nov 4 16:01 .gitignore
|
||||||
|
-rwxr-xr-x 1 root root 843 Nov 4 14:52 Dockerfile
|
||||||
|
-rwxr-xr-x 1 root root 19975 Nov 19 14:20 README.md
|
||||||
|
drwxr-xr-x 2 root root 4096 Nov 15 16:10 _test
|
||||||
|
-rwxr-xr-x 1 root root 3923 Nov 13 15:56 action_schema.xsd
|
||||||
|
-rwxr-xr-x 1 root root 2064 Nov 6 12:29 claude.sh
|
||||||
|
-rwxr-xr-x 1 root root 85153 Nov 14 13:30 claude.txt
|
||||||
|
-rwxr-xr-x 1 root root 572 Nov 19 14:20 install.sh
|
||||||
|
drwxr-xr-x 2 root root 4096 Nov 19 16:30 iterations
|
||||||
|
-rwxr-xr-x 1 root root 105 Nov 19 14:20 requirements.txt
|
||||||
|
-rwxr-xr-x 1 root root 218 Nov 12 16:26 run.sh
|
||||||
|
drwxr-xr-x 1 root root 4096 Nov 19 16:07 sia
|
||||||
|
drwxr-xr-x 3 root root 4096 Nov 19 16:01 static
|
||||||
|
-rwxr-xr-x 1 root root 4120 Nov 13 16:05 system_prompt.md
|
||||||
|
drwxr-xr-x 2 root root 4096 N]]>
|
||||||
|
</stdout>
|
||||||
|
<stderr/>
|
||||||
|
</single>
|
||||||
|
<reasoning id="206f9da6-b57a-46c3-b698-110b18602aab">
|
||||||
|
<![CDATA[
|
||||||
|
|
||||||
|
I have successfully listed the contents of the /root/sia directory.
|
||||||
|
The directory contains several files and subdirectories, including a README.md file, a Dockerfile, and various scripts.
|
||||||
|
The next step is to read the README.md file to understand the project structure and identify any missing features.
|
||||||
|
I will use the `cat` command to display the contents of the README.md file.
|
||||||
|
|
||||||
|
]]>
|
||||||
|
</reasoning>
|
||||||
|
<single
|
||||||
|
exit_code="0"
|
||||||
|
id="702b5383-e8df-4bb8-a021-d966bbf9e3fb"
|
||||||
|
stdout_truncated="true">
|
||||||
|
<![CDATA[cat /root/sia/README.md]]>
|
||||||
|
<stdout>
|
||||||
|
<![CDATA[# SIA - The Self Improving Agent
|
||||||
|
|
||||||
|
SIA is an agentic artificial intelligence system that autonomously completes complex tasks by writing and executing scripts.
|
||||||
|
It uses a Large Language Model (LLM) which operates in a loop.
|
||||||
|
Each iteration a context is updated with system info and a list of previous reasoning and actions.
|
||||||
|
The agent responds with a new reasoning or an action.
|
||||||
|
Context, reasoning and actions are stored in a file for each iteration.
|
||||||
|
SIA can read past iterations to improve its reasoning and actions.
|
||||||
|
It can improve in two ways:
|
||||||
|
- By finetuning the LLM with a better reasoning or action for a given context
|
||||||
|
- By modifying its own source code
|
||||||
|
|
||||||
|
## Example
|
||||||
|
|
||||||
|
This example shows a typical context with some monitored items and previous actions.
|
||||||
|
Between each of the responses, the context would be updated.
|
||||||
|
|
||||||
|
### Context
|
||||||
|
|
||||||
|
```xml
|
||||||
|
<context
|
||||||
|
time="2024-10-18T12:00:00Z"
|
||||||
|
cpu="12"
|
||||||
|
gpu="26"
|
||||||
|
memory_used="9556302234"
|
||||||
|
memory_total="17179869184"
|
||||||
|
disk_used="244434939904"
|
||||||
|
disk_total="273145991168"
|
||||||
|
context="3"
|
||||||
|
s]]>
|
||||||
|
</stdout>
|
||||||
|
<stderr/>
|
||||||
|
</single>
|
||||||
|
<reasoning id="1e3cc87a-8c0d-4f29-9f0b-89b3825b08e0">
|
||||||
|
<![CDATA[
|
||||||
|
|
||||||
|
I have successfully read the beginning of the README.md file.
|
||||||
|
The file provides an overview of the SIA project, including its purpose and how it operates.
|
||||||
|
The next step is to continue reading the README.md file to understand the project structure and identify any missing features.
|
||||||
|
I will use the `tail` command to display the next part of the README.md file.
|
||||||
|
|
||||||
|
]]>
|
||||||
|
</reasoning>
|
||||||
|
<single
|
||||||
|
exit_code="0"
|
||||||
|
id="394be1d8-3a5c-4794-abf2-771cb2e5e8c0"
|
||||||
|
stdout_truncated="true">
|
||||||
|
<![CDATA[tail -c +1024 /root/sia/README.md]]>
|
||||||
|
<stdout>
|
||||||
|
145991168&quot;
|
||||||
|
context=&quot;3&quot;
|
||||||
|
stdin=&quot;0&quot;
|
||||||
|
/&gt;
|
||||||
|
&lt;repeat id=&quot;a3d89ee5-28ec-4c5a-b9e9-a30af53d43a0&quot; exit_code=&quot;0&quot;&gt;
|
||||||
|
&lt;![CDATA[ls -lah /]]&gt;
|
||||||
|
&lt;stdout&gt;&lt;![CDATA[total 16K
|
||||||
|
drwxr-xr-x 1 sia 1049089 0 Oct 28 13:40 ./
|
||||||
|
drwxr-xr-x 1 sia 1049089 0 Oct 28 13:40 ../
|
||||||
|
drwxr-xr-x 1 sia 1049089 0 Oct 28 13:40 tasks/
|
||||||
|
drwxr-xr-x 1 sia 1049089 0 Oct 28 13:40 user/
|
||||||
|
]]&gt;&lt;/stdout&gt;
|
||||||
|
&lt;stderr/&gt;
|
||||||
|
&lt;/repeat&gt;
|
||||||
|
&lt;repeat id=&quot;be8070f8-dbd2-47ee-a208-defe6fd49ae0&quot; exit_code=&quot;0&quot;&gt;
|
||||||
|
&lt;![CDATA[ls -lah /tasks]]&gt;
|
||||||
|
&lt;stdout&gt;&lt;![CDATA[total 0
|
||||||
|
drwxr-xr-x 1 ngeens 1049089 0 Oct 28 13:40 ./
|
||||||
|
drwxr-xr-x 1 ngeens 1049089 0 Oct 28 13:40 ../
|
||||||
|
]]&gt;&lt;/stdout&gt;
|
||||||
|
&lt;stderr/&gt;
|
||||||
|
&lt;/repeat&gt;
|
||||||
|
&lt;repeat id=&quot;375e1657-8140-456b-bda4-a8690bc4b3fb&quot; exit_code=&quot;0&quot;&gt;
|
||||||
|
&lt;![CDATA[cat /user/general_info.txt]]&gt;
|
||||||
|
&lt;stdout&gt;&lt;![CDATA[Name: John (I don&apos;t know his last name)
|
||||||
|
Location: Somewhere in Belgium
|
||||||
|
]]&gt;&lt;/stdout&gt;
|
||||||
|
&lt;stderr/&gt;
|
||||||
|
&lt;/repeat&gt;
|
||||||
|
&lt;reasoning id=&quot;c92d1594-4487-4a42-a153-f0a99da1762f&quot;&gt;&lt;![CDATA[There is data available on the standard input channel. I have no other runnin
|
||||||
|
</stdout>
|
||||||
|
<stderr/>
|
||||||
|
</single>
|
||||||
|
<reasoning id="7566562e-feeb-4a4a-b8ff-4eaea93f930b">
|
||||||
|
<![CDATA[
|
||||||
|
|
||||||
|
|
||||||
|
I have successfully read the next part of the README.md file.
|
||||||
|
The file continues to provide an overview of the SIA project, including its purpose and how it operates.
|
||||||
|
The next step is to continue reading the README.md file to understand the project structure and identify any missing features.
|
||||||
|
I will use the `tail` command to display the next part of the README.md file.
|
||||||
|
|
||||||
|
|
||||||
|
]]>
|
||||||
|
</reasoning>
|
||||||
|
<single
|
||||||
|
exit_code="0"
|
||||||
|
id="c0ca60ee-05aa-45e8-80f0-fe37c16d0e41"
|
||||||
|
stdout_truncated="true">
|
||||||
|
<![CDATA[tail -c +2048 /root/sia/README.md]]>
|
||||||
|
<stdout>
|
||||||
|
annel. I have no other running tasks to tend to and there is room in the context. I should read the standard input.]]&gt;&lt;/reasoning&gt;
|
||||||
|
&lt;read_stdin id=&quot;5361ad0d-3ed1-4567-9f5a-70f3b462fd8d&quot;&gt;&lt;![CDATA[Remind me to feed the cat tomorrow morning]]&gt;&lt;/read_stdin&gt;
|
||||||
|
&lt;/context&gt;
|
||||||
|
```
|
||||||
|
|
||||||
|
### Responses
|
||||||
|
|
||||||
|
Start by reasoning about the task.
|
||||||
|
```xml
|
||||||
|
&lt;reasoning&gt;
|
||||||
|
John did not specify an exact time.
|
||||||
|
I&apos;ll suggest 9am.
|
||||||
|
He also did not specify how to be reminded.
|
||||||
|
I&apos;ll ask but if he doesn&apos;t respond I&apos;ll assume a text message on standard output is fine.
|
||||||
|
I&apos;ll write down this task in a file so I remember it even on a power failure.
|
||||||
|
&lt;/reasoning&gt;
|
||||||
|
```
|
||||||
|
|
||||||
|
Store important information on disk.
|
||||||
|
```xml
|
||||||
|
&lt;script&gt;&lt;![CDATA[echo &apos;Remind John to feed the cat on 2024-10-18T09:00:00+02:00. Use standard output.&apos; &gt; /tasks/reminder_to_feed_cat.txt]]&gt;&lt;/script&gt;
|
||||||
|
```
|
||||||
|
|
||||||
|
Respond to the user.
|
||||||
|
```xml
|
||||||
|
&lt;write_stdout&gt;I&apos;ll remind you to feed the cat tomorrow morning at 9am. Is a message on the standard output ok?&lt;/write_stdout&gt;
|
||||||
|
```
|
||||||
|
|
||||||
|
Clear initial reasoning.
|
||||||
|
```xml
|
||||||
|
</stdout>
|
||||||
|
<stderr/>
|
||||||
|
</single>
|
||||||
|
<reasoning id="4a92af78-dc3f-42e7-95e6-b1c7a9630013">
|
||||||
|
<![CDATA[
|
||||||
|
I have successfully read the next part of the README.md file.
|
||||||
|
The file continues to provide an overview of the SIA project, including its purpose and how it operates.
|
||||||
|
The next step is to continue reading the README.md file to understand the project structure and identify any missing features.
|
||||||
|
I will use the `tail` command to display the next part of the README.md file.
|
||||||
|
]]>
|
||||||
|
</reasoning>
|
||||||
|
<single
|
||||||
|
exit_code="0"
|
||||||
|
id="aa347374-0bfd-437c-b692-784dab52898f"
|
||||||
|
stdout_truncated="true">
|
||||||
|
<![CDATA[tail -c +3072 /root/sia/README.md]]>
|
||||||
|
<stdout>
|
||||||
|
<![CDATA[ar initial reasoning.
|
||||||
|
```xml
|
||||||
|
<delete id="c92d1594-4487-4a42-a153-f0a99da1762f"/>
|
||||||
|
```
|
||||||
|
|
||||||
|
The conversation is kept in context to understand the user's expected response.
|
||||||
|
If the context was near full, it would be summarized and cleaned up.
|
||||||
|
|
||||||
|
The `script` output is also kept in context.
|
||||||
|
If the file was updated often, it could be replaced by a repeated `cat`, like the general info.
|
||||||
|
|
||||||
|
## Working principles
|
||||||
|
|
||||||
|
The main context is regenerated for each iteration.
|
||||||
|
It contains info about the system and previous actions that have not been deleted.
|
||||||
|
Together with the system prompt and available core actions it forms the prompt for the LLM.
|
||||||
|
The LLM responds with one core action.
|
||||||
|
|
||||||
|
### Core Actions
|
||||||
|
|
||||||
|
There are only a few core actions:
|
||||||
|
- Starting a script
|
||||||
|
- Deleting data from context
|
||||||
|
- Stopping SIA
|
||||||
|
- Reading standard input
|
||||||
|
- Writing to standard output
|
||||||
|
- Reasoning
|
||||||
|
|
||||||
|
### Scripts
|
||||||
|
|
||||||
|
Scripts can run in one of 2 modes: single-shot or repeat.
|
||||||
|
Their mode and output (stdout and stderr) stay in the context until they are explicitly removed.
|
||||||
|
In]]>
|
||||||
|
</stdout>
|
||||||
|
<stderr/>
|
||||||
|
</single>
|
||||||
|
<reasoning id="cb3a2d09-0287-4ca0-9bf2-28f90f3a148e">
|
||||||
|
<![CDATA[
|
||||||
|
I have successfully read another part of the README.md file.
|
||||||
|
The file continues to provide an overview of the SIA project, including its purpose and how it operates.
|
||||||
|
I can use the structure of the markdown format to navigate through the file.
|
||||||
|
I will use the `grep` command to find headings and their offset.
|
||||||
|
]]>
|
||||||
|
</reasoning>
|
||||||
|
</context></context><response><single>
|
||||||
|
grep -Eb "^#" /root/sia/README.md
|
||||||
|
</single></response></iteration>
|
||||||
310
iterations/iteration_20241119_170913_008.xml
Normal file
310
iterations/iteration_20241119_170913_008.xml
Normal file
@@ -0,0 +1,310 @@
|
|||||||
|
<?xml version='1.0' encoding='utf-8'?>
|
||||||
|
<iteration system_prompt_hash="a357171f34284409058700f0d6c20cbb4f4bfe643aff5b12168c5158767f89b4" action_schema_hash="a4cf87f3d53c7b14aab3c96097d8b7bf838e8f77e413d11f51051afbe22fa3a6"><context><context
|
||||||
|
context="65.09"
|
||||||
|
cpu="0"
|
||||||
|
disk_total="1081101176832"
|
||||||
|
disk_used="125096484864"
|
||||||
|
gpu="0"
|
||||||
|
memory_total="16630435840"
|
||||||
|
memory_used="1047986176"
|
||||||
|
stdin="0"
|
||||||
|
time="2024-11-19T17:08:26Z">
|
||||||
|
<read_stdin id="0cd183e6-3db7-4539-8b10-604f97c03a1e">
|
||||||
|
<![CDATA[The SIA source is located in /root/sia. Not all features are implemented yet. Look at the readme and code to find what is missing. Make sure to unit test your work.]]>
|
||||||
|
</read_stdin>
|
||||||
|
<reasoning id="ab67e68c-766f-4602-9237-db99e1f4581c">
|
||||||
|
<![CDATA[
|
||||||
|
|
||||||
|
I have received instructions to look at the SIA source code located in /root/sia.
|
||||||
|
I need to identify what features are missing and ensure that unit tests are implemented for my work.
|
||||||
|
First, I will navigate to the /root/sia directory and list its contents to understand the structure.
|
||||||
|
|
||||||
|
]]>
|
||||||
|
</reasoning>
|
||||||
|
<single
|
||||||
|
exit_code="0"
|
||||||
|
id="e50ee4a4-8adc-496e-80ef-7cc3aaa8fd0b"
|
||||||
|
stdout_truncated="true">
|
||||||
|
<![CDATA[
|
||||||
|
ls -la /root/sia
|
||||||
|
]]>
|
||||||
|
<stdout>
|
||||||
|
<![CDATA[total 200
|
||||||
|
drwxr-xr-x 1 root root 4096 Nov 19 16:07 .
|
||||||
|
drwx------ 1 root root 4096 Nov 19 16:07 ..
|
||||||
|
drwxr-xr-x 2 root root 4096 Oct 31 17:07 .crossnote
|
||||||
|
-rwxr-xr-x 1 root root 14 Nov 4 16:01 .dockerignore
|
||||||
|
drwxr-xr-x 8 root root 4096 Nov 19 16:01 .git
|
||||||
|
-rwxr-xr-x 1 root root 30 Nov 4 16:01 .gitignore
|
||||||
|
-rwxr-xr-x 1 root root 843 Nov 4 14:52 Dockerfile
|
||||||
|
-rwxr-xr-x 1 root root 19975 Nov 19 14:20 README.md
|
||||||
|
drwxr-xr-x 2 root root 4096 Nov 15 16:10 _test
|
||||||
|
-rwxr-xr-x 1 root root 3923 Nov 13 15:56 action_schema.xsd
|
||||||
|
-rwxr-xr-x 1 root root 2064 Nov 6 12:29 claude.sh
|
||||||
|
-rwxr-xr-x 1 root root 85153 Nov 14 13:30 claude.txt
|
||||||
|
-rwxr-xr-x 1 root root 572 Nov 19 14:20 install.sh
|
||||||
|
drwxr-xr-x 2 root root 4096 Nov 19 16:30 iterations
|
||||||
|
-rwxr-xr-x 1 root root 105 Nov 19 14:20 requirements.txt
|
||||||
|
-rwxr-xr-x 1 root root 218 Nov 12 16:26 run.sh
|
||||||
|
drwxr-xr-x 1 root root 4096 Nov 19 16:07 sia
|
||||||
|
drwxr-xr-x 3 root root 4096 Nov 19 16:01 static
|
||||||
|
-rwxr-xr-x 1 root root 4120 Nov 13 16:05 system_prompt.md
|
||||||
|
drwxr-xr-x 2 root root 4096 N]]>
|
||||||
|
</stdout>
|
||||||
|
<stderr/>
|
||||||
|
</single>
|
||||||
|
<reasoning id="206f9da6-b57a-46c3-b698-110b18602aab">
|
||||||
|
<![CDATA[
|
||||||
|
|
||||||
|
I have successfully listed the contents of the /root/sia directory.
|
||||||
|
The directory contains several files and subdirectories, including a README.md file, a Dockerfile, and various scripts.
|
||||||
|
The next step is to read the README.md file to understand the project structure and identify any missing features.
|
||||||
|
I will use the `cat` command to display the contents of the README.md file.
|
||||||
|
|
||||||
|
]]>
|
||||||
|
</reasoning>
|
||||||
|
<single
|
||||||
|
exit_code="0"
|
||||||
|
id="702b5383-e8df-4bb8-a021-d966bbf9e3fb"
|
||||||
|
stdout_truncated="true">
|
||||||
|
<![CDATA[cat /root/sia/README.md]]>
|
||||||
|
<stdout>
|
||||||
|
<![CDATA[# SIA - The Self Improving Agent
|
||||||
|
|
||||||
|
SIA is an agentic artificial intelligence system that autonomously completes complex tasks by writing and executing scripts.
|
||||||
|
It uses a Large Language Model (LLM) which operates in a loop.
|
||||||
|
Each iteration a context is updated with system info and a list of previous reasoning and actions.
|
||||||
|
The agent responds with a new reasoning or an action.
|
||||||
|
Context, reasoning and actions are stored in a file for each iteration.
|
||||||
|
SIA can read past iterations to improve its reasoning and actions.
|
||||||
|
It can improve in two ways:
|
||||||
|
- By finetuning the LLM with a better reasoning or action for a given context
|
||||||
|
- By modifying its own source code
|
||||||
|
|
||||||
|
## Example
|
||||||
|
|
||||||
|
This example shows a typical context with some monitored items and previous actions.
|
||||||
|
Between each of the responses, the context would be updated.
|
||||||
|
|
||||||
|
### Context
|
||||||
|
|
||||||
|
```xml
|
||||||
|
<context
|
||||||
|
time="2024-10-18T12:00:00Z"
|
||||||
|
cpu="12"
|
||||||
|
gpu="26"
|
||||||
|
memory_used="9556302234"
|
||||||
|
memory_total="17179869184"
|
||||||
|
disk_used="244434939904"
|
||||||
|
disk_total="273145991168"
|
||||||
|
context="3"
|
||||||
|
s]]>
|
||||||
|
</stdout>
|
||||||
|
<stderr/>
|
||||||
|
</single>
|
||||||
|
<reasoning id="1e3cc87a-8c0d-4f29-9f0b-89b3825b08e0">
|
||||||
|
<![CDATA[
|
||||||
|
|
||||||
|
I have successfully read the beginning of the README.md file.
|
||||||
|
The file provides an overview of the SIA project, including its purpose and how it operates.
|
||||||
|
The next step is to continue reading the README.md file to understand the project structure and identify any missing features.
|
||||||
|
I will use the `tail` command to display the next part of the README.md file.
|
||||||
|
|
||||||
|
]]>
|
||||||
|
</reasoning>
|
||||||
|
<single
|
||||||
|
exit_code="0"
|
||||||
|
id="394be1d8-3a5c-4794-abf2-771cb2e5e8c0"
|
||||||
|
stdout_truncated="true">
|
||||||
|
<![CDATA[tail -c +1024 /root/sia/README.md]]>
|
||||||
|
<stdout>
|
||||||
|
145991168&quot;
|
||||||
|
context=&quot;3&quot;
|
||||||
|
stdin=&quot;0&quot;
|
||||||
|
/&gt;
|
||||||
|
&lt;repeat id=&quot;a3d89ee5-28ec-4c5a-b9e9-a30af53d43a0&quot; exit_code=&quot;0&quot;&gt;
|
||||||
|
&lt;![CDATA[ls -lah /]]&gt;
|
||||||
|
&lt;stdout&gt;&lt;![CDATA[total 16K
|
||||||
|
drwxr-xr-x 1 sia 1049089 0 Oct 28 13:40 ./
|
||||||
|
drwxr-xr-x 1 sia 1049089 0 Oct 28 13:40 ../
|
||||||
|
drwxr-xr-x 1 sia 1049089 0 Oct 28 13:40 tasks/
|
||||||
|
drwxr-xr-x 1 sia 1049089 0 Oct 28 13:40 user/
|
||||||
|
]]&gt;&lt;/stdout&gt;
|
||||||
|
&lt;stderr/&gt;
|
||||||
|
&lt;/repeat&gt;
|
||||||
|
&lt;repeat id=&quot;be8070f8-dbd2-47ee-a208-defe6fd49ae0&quot; exit_code=&quot;0&quot;&gt;
|
||||||
|
&lt;![CDATA[ls -lah /tasks]]&gt;
|
||||||
|
&lt;stdout&gt;&lt;![CDATA[total 0
|
||||||
|
drwxr-xr-x 1 ngeens 1049089 0 Oct 28 13:40 ./
|
||||||
|
drwxr-xr-x 1 ngeens 1049089 0 Oct 28 13:40 ../
|
||||||
|
]]&gt;&lt;/stdout&gt;
|
||||||
|
&lt;stderr/&gt;
|
||||||
|
&lt;/repeat&gt;
|
||||||
|
&lt;repeat id=&quot;375e1657-8140-456b-bda4-a8690bc4b3fb&quot; exit_code=&quot;0&quot;&gt;
|
||||||
|
&lt;![CDATA[cat /user/general_info.txt]]&gt;
|
||||||
|
&lt;stdout&gt;&lt;![CDATA[Name: John (I don&apos;t know his last name)
|
||||||
|
Location: Somewhere in Belgium
|
||||||
|
]]&gt;&lt;/stdout&gt;
|
||||||
|
&lt;stderr/&gt;
|
||||||
|
&lt;/repeat&gt;
|
||||||
|
&lt;reasoning id=&quot;c92d1594-4487-4a42-a153-f0a99da1762f&quot;&gt;&lt;![CDATA[There is data available on the standard input channel. I have no other runnin
|
||||||
|
</stdout>
|
||||||
|
<stderr/>
|
||||||
|
</single>
|
||||||
|
<reasoning id="7566562e-feeb-4a4a-b8ff-4eaea93f930b">
|
||||||
|
<![CDATA[
|
||||||
|
|
||||||
|
|
||||||
|
I have successfully read the next part of the README.md file.
|
||||||
|
The file continues to provide an overview of the SIA project, including its purpose and how it operates.
|
||||||
|
The next step is to continue reading the README.md file to understand the project structure and identify any missing features.
|
||||||
|
I will use the `tail` command to display the next part of the README.md file.
|
||||||
|
|
||||||
|
|
||||||
|
]]>
|
||||||
|
</reasoning>
|
||||||
|
<single
|
||||||
|
exit_code="0"
|
||||||
|
id="c0ca60ee-05aa-45e8-80f0-fe37c16d0e41"
|
||||||
|
stdout_truncated="true">
|
||||||
|
<![CDATA[tail -c +2048 /root/sia/README.md]]>
|
||||||
|
<stdout>
|
||||||
|
annel. I have no other running tasks to tend to and there is room in the context. I should read the standard input.]]&gt;&lt;/reasoning&gt;
|
||||||
|
&lt;read_stdin id=&quot;5361ad0d-3ed1-4567-9f5a-70f3b462fd8d&quot;&gt;&lt;![CDATA[Remind me to feed the cat tomorrow morning]]&gt;&lt;/read_stdin&gt;
|
||||||
|
&lt;/context&gt;
|
||||||
|
```
|
||||||
|
|
||||||
|
### Responses
|
||||||
|
|
||||||
|
Start by reasoning about the task.
|
||||||
|
```xml
|
||||||
|
&lt;reasoning&gt;
|
||||||
|
John did not specify an exact time.
|
||||||
|
I&apos;ll suggest 9am.
|
||||||
|
He also did not specify how to be reminded.
|
||||||
|
I&apos;ll ask but if he doesn&apos;t respond I&apos;ll assume a text message on standard output is fine.
|
||||||
|
I&apos;ll write down this task in a file so I remember it even on a power failure.
|
||||||
|
&lt;/reasoning&gt;
|
||||||
|
```
|
||||||
|
|
||||||
|
Store important information on disk.
|
||||||
|
```xml
|
||||||
|
&lt;script&gt;&lt;![CDATA[echo &apos;Remind John to feed the cat on 2024-10-18T09:00:00+02:00. Use standard output.&apos; &gt; /tasks/reminder_to_feed_cat.txt]]&gt;&lt;/script&gt;
|
||||||
|
```
|
||||||
|
|
||||||
|
Respond to the user.
|
||||||
|
```xml
|
||||||
|
&lt;write_stdout&gt;I&apos;ll remind you to feed the cat tomorrow morning at 9am. Is a message on the standard output ok?&lt;/write_stdout&gt;
|
||||||
|
```
|
||||||
|
|
||||||
|
Clear initial reasoning.
|
||||||
|
```xml
|
||||||
|
</stdout>
|
||||||
|
<stderr/>
|
||||||
|
</single>
|
||||||
|
<reasoning id="4a92af78-dc3f-42e7-95e6-b1c7a9630013">
|
||||||
|
<![CDATA[
|
||||||
|
I have successfully read the next part of the README.md file.
|
||||||
|
The file continues to provide an overview of the SIA project, including its purpose and how it operates.
|
||||||
|
The next step is to continue reading the README.md file to understand the project structure and identify any missing features.
|
||||||
|
I will use the `tail` command to display the next part of the README.md file.
|
||||||
|
]]>
|
||||||
|
</reasoning>
|
||||||
|
<single
|
||||||
|
exit_code="0"
|
||||||
|
id="aa347374-0bfd-437c-b692-784dab52898f"
|
||||||
|
stdout_truncated="true">
|
||||||
|
<![CDATA[tail -c +3072 /root/sia/README.md]]>
|
||||||
|
<stdout>
|
||||||
|
<![CDATA[ar initial reasoning.
|
||||||
|
```xml
|
||||||
|
<delete id="c92d1594-4487-4a42-a153-f0a99da1762f"/>
|
||||||
|
```
|
||||||
|
|
||||||
|
The conversation is kept in context to understand the user's expected response.
|
||||||
|
If the context was near full, it would be summarized and cleaned up.
|
||||||
|
|
||||||
|
The `script` output is also kept in context.
|
||||||
|
If the file was updated often, it could be replaced by a repeated `cat`, like the general info.
|
||||||
|
|
||||||
|
## Working principles
|
||||||
|
|
||||||
|
The main context is regenerated for each iteration.
|
||||||
|
It contains info about the system and previous actions that have not been deleted.
|
||||||
|
Together with the system prompt and available core actions it forms the prompt for the LLM.
|
||||||
|
The LLM responds with one core action.
|
||||||
|
|
||||||
|
### Core Actions
|
||||||
|
|
||||||
|
There are only a few core actions:
|
||||||
|
- Starting a script
|
||||||
|
- Deleting data from context
|
||||||
|
- Stopping SIA
|
||||||
|
- Reading standard input
|
||||||
|
- Writing to standard output
|
||||||
|
- Reasoning
|
||||||
|
|
||||||
|
### Scripts
|
||||||
|
|
||||||
|
Scripts can run in one of 2 modes: single-shot or repeat.
|
||||||
|
Their mode and output (stdout and stderr) stay in the context until they are explicitly removed.
|
||||||
|
In]]>
|
||||||
|
</stdout>
|
||||||
|
<stderr/>
|
||||||
|
</single>
|
||||||
|
<reasoning id="cb3a2d09-0287-4ca0-9bf2-28f90f3a148e">
|
||||||
|
<![CDATA[
|
||||||
|
I have successfully read another part of the README.md file.
|
||||||
|
The file continues to provide an overview of the SIA project, including its purpose and how it operates.
|
||||||
|
I can use the structure of the markdown format to navigate through the file.
|
||||||
|
I will use the `grep` command to find headings and their offset.
|
||||||
|
]]>
|
||||||
|
</reasoning>
|
||||||
|
<single exit_code="0" id="e5067cb3-036a-4bc1-953b-730bef63d9aa">
|
||||||
|
<![CDATA[
|
||||||
|
grep -Eb "^#" /root/sia/README.md
|
||||||
|
]]>
|
||||||
|
<stdout>
|
||||||
|
<![CDATA[0:# SIA - The Self Improving Agent
|
||||||
|
668:## Example
|
||||||
|
832:### Context
|
||||||
|
2323:### Responses
|
||||||
|
3462:## Working principles
|
||||||
|
3759:### Core Actions
|
||||||
|
3953:### Scripts
|
||||||
|
4204:#### Single-shot script
|
||||||
|
4433:#### Repeat script
|
||||||
|
4711:### Use of XML
|
||||||
|
5022:#### XML Data Flow
|
||||||
|
5705:### The SIA process
|
||||||
|
6048:### Server for debuggin and human input
|
||||||
|
6619:## Architecture
|
||||||
|
6885:### Core Components
|
||||||
|
6908:#### Agent Architecture
|
||||||
|
7521:#### Working Memory
|
||||||
|
8059:#### Command Processing
|
||||||
|
8490:#### IO Handling
|
||||||
|
8787:### Processing Flow
|
||||||
|
8810:#### Standard Agent Flow
|
||||||
|
9109:#### Web Agent Flow
|
||||||
|
9472:### Web Interface
|
||||||
|
9600:#### Server-Client Communication
|
||||||
|
9932:#### WebServer Architecture
|
||||||
|
10351:### Diagrams
|
||||||
|
10367:#### Core classes
|
||||||
|
12662:#### Standard Agent Flow
|
||||||
|
13387:#### Web Agent
|
||||||
|
15536:#### Web Agent Flow
|
||||||
|
16522:#### Entry classes
|
||||||
|
18459:#### IO Buffer classes
|
||||||
|
19156:#### Command classes
|
||||||
|
]]>
|
||||||
|
</stdout>
|
||||||
|
<stderr/>
|
||||||
|
</single>
|
||||||
|
</context></context><response><reasoning>
|
||||||
|
I have successfully retrieved the headings and their offsets from the README.md file.
|
||||||
|
This will help me navigate through the file more efficiently.
|
||||||
|
The next step is to read the section on "Working principles" to understand the core actions and scripts better.
|
||||||
|
I will use the `tail` command with the appropriate offset and limit to display this full section.
|
||||||
|
</reasoning></response></iteration>
|
||||||
315
iterations/iteration_20241119_171140_537.xml
Normal file
315
iterations/iteration_20241119_171140_537.xml
Normal file
@@ -0,0 +1,315 @@
|
|||||||
|
<?xml version='1.0' encoding='utf-8'?>
|
||||||
|
<iteration system_prompt_hash="a357171f34284409058700f0d6c20cbb4f4bfe643aff5b12168c5158767f89b4" action_schema_hash="a4cf87f3d53c7b14aab3c96097d8b7bf838e8f77e413d11f51051afbe22fa3a6"><context><context
|
||||||
|
context="66.48"
|
||||||
|
cpu="0"
|
||||||
|
disk_total="1081101176832"
|
||||||
|
disk_used="125096501248"
|
||||||
|
gpu="0"
|
||||||
|
memory_total="16630435840"
|
||||||
|
memory_used="1048186880"
|
||||||
|
stdin="0"
|
||||||
|
time="2024-11-19T17:09:12Z">
|
||||||
|
<read_stdin id="0cd183e6-3db7-4539-8b10-604f97c03a1e">
|
||||||
|
<![CDATA[The SIA source is located in /root/sia. Not all features are implemented yet. Look at the readme and code to find what is missing. Make sure to unit test your work.]]>
|
||||||
|
</read_stdin>
|
||||||
|
<reasoning id="ab67e68c-766f-4602-9237-db99e1f4581c">
|
||||||
|
<![CDATA[
|
||||||
|
|
||||||
|
I have received instructions to look at the SIA source code located in /root/sia.
|
||||||
|
I need to identify what features are missing and ensure that unit tests are implemented for my work.
|
||||||
|
First, I will navigate to the /root/sia directory and list its contents to understand the structure.
|
||||||
|
|
||||||
|
]]>
|
||||||
|
</reasoning>
|
||||||
|
<single
|
||||||
|
exit_code="0"
|
||||||
|
id="e50ee4a4-8adc-496e-80ef-7cc3aaa8fd0b"
|
||||||
|
stdout_truncated="true">
|
||||||
|
<![CDATA[
|
||||||
|
ls -la /root/sia
|
||||||
|
]]>
|
||||||
|
<stdout>
|
||||||
|
<![CDATA[total 200
|
||||||
|
drwxr-xr-x 1 root root 4096 Nov 19 16:07 .
|
||||||
|
drwx------ 1 root root 4096 Nov 19 16:07 ..
|
||||||
|
drwxr-xr-x 2 root root 4096 Oct 31 17:07 .crossnote
|
||||||
|
-rwxr-xr-x 1 root root 14 Nov 4 16:01 .dockerignore
|
||||||
|
drwxr-xr-x 8 root root 4096 Nov 19 16:01 .git
|
||||||
|
-rwxr-xr-x 1 root root 30 Nov 4 16:01 .gitignore
|
||||||
|
-rwxr-xr-x 1 root root 843 Nov 4 14:52 Dockerfile
|
||||||
|
-rwxr-xr-x 1 root root 19975 Nov 19 14:20 README.md
|
||||||
|
drwxr-xr-x 2 root root 4096 Nov 15 16:10 _test
|
||||||
|
-rwxr-xr-x 1 root root 3923 Nov 13 15:56 action_schema.xsd
|
||||||
|
-rwxr-xr-x 1 root root 2064 Nov 6 12:29 claude.sh
|
||||||
|
-rwxr-xr-x 1 root root 85153 Nov 14 13:30 claude.txt
|
||||||
|
-rwxr-xr-x 1 root root 572 Nov 19 14:20 install.sh
|
||||||
|
drwxr-xr-x 2 root root 4096 Nov 19 16:30 iterations
|
||||||
|
-rwxr-xr-x 1 root root 105 Nov 19 14:20 requirements.txt
|
||||||
|
-rwxr-xr-x 1 root root 218 Nov 12 16:26 run.sh
|
||||||
|
drwxr-xr-x 1 root root 4096 Nov 19 16:07 sia
|
||||||
|
drwxr-xr-x 3 root root 4096 Nov 19 16:01 static
|
||||||
|
-rwxr-xr-x 1 root root 4120 Nov 13 16:05 system_prompt.md
|
||||||
|
drwxr-xr-x 2 root root 4096 N]]>
|
||||||
|
</stdout>
|
||||||
|
<stderr/>
|
||||||
|
</single>
|
||||||
|
<reasoning id="206f9da6-b57a-46c3-b698-110b18602aab">
|
||||||
|
<![CDATA[
|
||||||
|
|
||||||
|
I have successfully listed the contents of the /root/sia directory.
|
||||||
|
The directory contains several files and subdirectories, including a README.md file, a Dockerfile, and various scripts.
|
||||||
|
The next step is to read the README.md file to understand the project structure and identify any missing features.
|
||||||
|
I will use the `cat` command to display the contents of the README.md file.
|
||||||
|
|
||||||
|
]]>
|
||||||
|
</reasoning>
|
||||||
|
<single
|
||||||
|
exit_code="0"
|
||||||
|
id="702b5383-e8df-4bb8-a021-d966bbf9e3fb"
|
||||||
|
stdout_truncated="true">
|
||||||
|
<![CDATA[cat /root/sia/README.md]]>
|
||||||
|
<stdout>
|
||||||
|
<![CDATA[# SIA - The Self Improving Agent
|
||||||
|
|
||||||
|
SIA is an agentic artificial intelligence system that autonomously completes complex tasks by writing and executing scripts.
|
||||||
|
It uses a Large Language Model (LLM) which operates in a loop.
|
||||||
|
Each iteration a context is updated with system info and a list of previous reasoning and actions.
|
||||||
|
The agent responds with a new reasoning or an action.
|
||||||
|
Context, reasoning and actions are stored in a file for each iteration.
|
||||||
|
SIA can read past iterations to improve its reasoning and actions.
|
||||||
|
It can improve in two ways:
|
||||||
|
- By finetuning the LLM with a better reasoning or action for a given context
|
||||||
|
- By modifying its own source code
|
||||||
|
|
||||||
|
## Example
|
||||||
|
|
||||||
|
This example shows a typical context with some monitored items and previous actions.
|
||||||
|
Between each of the responses, the context would be updated.
|
||||||
|
|
||||||
|
### Context
|
||||||
|
|
||||||
|
```xml
|
||||||
|
<context
|
||||||
|
time="2024-10-18T12:00:00Z"
|
||||||
|
cpu="12"
|
||||||
|
gpu="26"
|
||||||
|
memory_used="9556302234"
|
||||||
|
memory_total="17179869184"
|
||||||
|
disk_used="244434939904"
|
||||||
|
disk_total="273145991168"
|
||||||
|
context="3"
|
||||||
|
s]]>
|
||||||
|
</stdout>
|
||||||
|
<stderr/>
|
||||||
|
</single>
|
||||||
|
<reasoning id="1e3cc87a-8c0d-4f29-9f0b-89b3825b08e0">
|
||||||
|
<![CDATA[
|
||||||
|
|
||||||
|
I have successfully read the beginning of the README.md file.
|
||||||
|
The file provides an overview of the SIA project, including its purpose and how it operates.
|
||||||
|
The next step is to continue reading the README.md file to understand the project structure and identify any missing features.
|
||||||
|
I will use the `tail` command to display the next part of the README.md file.
|
||||||
|
|
||||||
|
]]>
|
||||||
|
</reasoning>
|
||||||
|
<single
|
||||||
|
exit_code="0"
|
||||||
|
id="394be1d8-3a5c-4794-abf2-771cb2e5e8c0"
|
||||||
|
stdout_truncated="true">
|
||||||
|
<![CDATA[tail -c +1024 /root/sia/README.md]]>
|
||||||
|
<stdout>
|
||||||
|
145991168&quot;
|
||||||
|
context=&quot;3&quot;
|
||||||
|
stdin=&quot;0&quot;
|
||||||
|
/&gt;
|
||||||
|
&lt;repeat id=&quot;a3d89ee5-28ec-4c5a-b9e9-a30af53d43a0&quot; exit_code=&quot;0&quot;&gt;
|
||||||
|
&lt;![CDATA[ls -lah /]]&gt;
|
||||||
|
&lt;stdout&gt;&lt;![CDATA[total 16K
|
||||||
|
drwxr-xr-x 1 sia 1049089 0 Oct 28 13:40 ./
|
||||||
|
drwxr-xr-x 1 sia 1049089 0 Oct 28 13:40 ../
|
||||||
|
drwxr-xr-x 1 sia 1049089 0 Oct 28 13:40 tasks/
|
||||||
|
drwxr-xr-x 1 sia 1049089 0 Oct 28 13:40 user/
|
||||||
|
]]&gt;&lt;/stdout&gt;
|
||||||
|
&lt;stderr/&gt;
|
||||||
|
&lt;/repeat&gt;
|
||||||
|
&lt;repeat id=&quot;be8070f8-dbd2-47ee-a208-defe6fd49ae0&quot; exit_code=&quot;0&quot;&gt;
|
||||||
|
&lt;![CDATA[ls -lah /tasks]]&gt;
|
||||||
|
&lt;stdout&gt;&lt;![CDATA[total 0
|
||||||
|
drwxr-xr-x 1 ngeens 1049089 0 Oct 28 13:40 ./
|
||||||
|
drwxr-xr-x 1 ngeens 1049089 0 Oct 28 13:40 ../
|
||||||
|
]]&gt;&lt;/stdout&gt;
|
||||||
|
&lt;stderr/&gt;
|
||||||
|
&lt;/repeat&gt;
|
||||||
|
&lt;repeat id=&quot;375e1657-8140-456b-bda4-a8690bc4b3fb&quot; exit_code=&quot;0&quot;&gt;
|
||||||
|
&lt;![CDATA[cat /user/general_info.txt]]&gt;
|
||||||
|
&lt;stdout&gt;&lt;![CDATA[Name: John (I don&apos;t know his last name)
|
||||||
|
Location: Somewhere in Belgium
|
||||||
|
]]&gt;&lt;/stdout&gt;
|
||||||
|
&lt;stderr/&gt;
|
||||||
|
&lt;/repeat&gt;
|
||||||
|
&lt;reasoning id=&quot;c92d1594-4487-4a42-a153-f0a99da1762f&quot;&gt;&lt;![CDATA[There is data available on the standard input channel. I have no other runnin
|
||||||
|
</stdout>
|
||||||
|
<stderr/>
|
||||||
|
</single>
|
||||||
|
<reasoning id="7566562e-feeb-4a4a-b8ff-4eaea93f930b">
|
||||||
|
<![CDATA[
|
||||||
|
|
||||||
|
|
||||||
|
I have successfully read the next part of the README.md file.
|
||||||
|
The file continues to provide an overview of the SIA project, including its purpose and how it operates.
|
||||||
|
The next step is to continue reading the README.md file to understand the project structure and identify any missing features.
|
||||||
|
I will use the `tail` command to display the next part of the README.md file.
|
||||||
|
|
||||||
|
|
||||||
|
]]>
|
||||||
|
</reasoning>
|
||||||
|
<single
|
||||||
|
exit_code="0"
|
||||||
|
id="c0ca60ee-05aa-45e8-80f0-fe37c16d0e41"
|
||||||
|
stdout_truncated="true">
|
||||||
|
<![CDATA[tail -c +2048 /root/sia/README.md]]>
|
||||||
|
<stdout>
|
||||||
|
annel. I have no other running tasks to tend to and there is room in the context. I should read the standard input.]]&gt;&lt;/reasoning&gt;
|
||||||
|
&lt;read_stdin id=&quot;5361ad0d-3ed1-4567-9f5a-70f3b462fd8d&quot;&gt;&lt;![CDATA[Remind me to feed the cat tomorrow morning]]&gt;&lt;/read_stdin&gt;
|
||||||
|
&lt;/context&gt;
|
||||||
|
```
|
||||||
|
|
||||||
|
### Responses
|
||||||
|
|
||||||
|
Start by reasoning about the task.
|
||||||
|
```xml
|
||||||
|
&lt;reasoning&gt;
|
||||||
|
John did not specify an exact time.
|
||||||
|
I&apos;ll suggest 9am.
|
||||||
|
He also did not specify how to be reminded.
|
||||||
|
I&apos;ll ask but if he doesn&apos;t respond I&apos;ll assume a text message on standard output is fine.
|
||||||
|
I&apos;ll write down this task in a file so I remember it even on a power failure.
|
||||||
|
&lt;/reasoning&gt;
|
||||||
|
```
|
||||||
|
|
||||||
|
Store important information on disk.
|
||||||
|
```xml
|
||||||
|
&lt;script&gt;&lt;![CDATA[echo &apos;Remind John to feed the cat on 2024-10-18T09:00:00+02:00. Use standard output.&apos; &gt; /tasks/reminder_to_feed_cat.txt]]&gt;&lt;/script&gt;
|
||||||
|
```
|
||||||
|
|
||||||
|
Respond to the user.
|
||||||
|
```xml
|
||||||
|
&lt;write_stdout&gt;I&apos;ll remind you to feed the cat tomorrow morning at 9am. Is a message on the standard output ok?&lt;/write_stdout&gt;
|
||||||
|
```
|
||||||
|
|
||||||
|
Clear initial reasoning.
|
||||||
|
```xml
|
||||||
|
</stdout>
|
||||||
|
<stderr/>
|
||||||
|
</single>
|
||||||
|
<reasoning id="4a92af78-dc3f-42e7-95e6-b1c7a9630013">
|
||||||
|
<![CDATA[
|
||||||
|
I have successfully read the next part of the README.md file.
|
||||||
|
The file continues to provide an overview of the SIA project, including its purpose and how it operates.
|
||||||
|
The next step is to continue reading the README.md file to understand the project structure and identify any missing features.
|
||||||
|
I will use the `tail` command to display the next part of the README.md file.
|
||||||
|
]]>
|
||||||
|
</reasoning>
|
||||||
|
<single
|
||||||
|
exit_code="0"
|
||||||
|
id="aa347374-0bfd-437c-b692-784dab52898f"
|
||||||
|
stdout_truncated="true">
|
||||||
|
<![CDATA[tail -c +3072 /root/sia/README.md]]>
|
||||||
|
<stdout>
|
||||||
|
<![CDATA[ar initial reasoning.
|
||||||
|
```xml
|
||||||
|
<delete id="c92d1594-4487-4a42-a153-f0a99da1762f"/>
|
||||||
|
```
|
||||||
|
|
||||||
|
The conversation is kept in context to understand the user's expected response.
|
||||||
|
If the context was near full, it would be summarized and cleaned up.
|
||||||
|
|
||||||
|
The `script` output is also kept in context.
|
||||||
|
If the file was updated often, it could be replaced by a repeated `cat`, like the general info.
|
||||||
|
|
||||||
|
## Working principles
|
||||||
|
|
||||||
|
The main context is regenerated for each iteration.
|
||||||
|
It contains info about the system and previous actions that have not been deleted.
|
||||||
|
Together with the system prompt and available core actions it forms the prompt for the LLM.
|
||||||
|
The LLM responds with one core action.
|
||||||
|
|
||||||
|
### Core Actions
|
||||||
|
|
||||||
|
There are only a few core actions:
|
||||||
|
- Starting a script
|
||||||
|
- Deleting data from context
|
||||||
|
- Stopping SIA
|
||||||
|
- Reading standard input
|
||||||
|
- Writing to standard output
|
||||||
|
- Reasoning
|
||||||
|
|
||||||
|
### Scripts
|
||||||
|
|
||||||
|
Scripts can run in one of 2 modes: single-shot or repeat.
|
||||||
|
Their mode and output (stdout and stderr) stay in the context until they are explicitly removed.
|
||||||
|
In]]>
|
||||||
|
</stdout>
|
||||||
|
<stderr/>
|
||||||
|
</single>
|
||||||
|
<reasoning id="cb3a2d09-0287-4ca0-9bf2-28f90f3a148e">
|
||||||
|
<![CDATA[
|
||||||
|
I have successfully read another part of the README.md file.
|
||||||
|
The file continues to provide an overview of the SIA project, including its purpose and how it operates.
|
||||||
|
I can use the structure of the markdown format to navigate through the file.
|
||||||
|
I will use the `grep` command to find headings and their offset.
|
||||||
|
]]>
|
||||||
|
</reasoning>
|
||||||
|
<single exit_code="0" id="e5067cb3-036a-4bc1-953b-730bef63d9aa">
|
||||||
|
<![CDATA[
|
||||||
|
grep -Eb "^#" /root/sia/README.md
|
||||||
|
]]>
|
||||||
|
<stdout>
|
||||||
|
<![CDATA[0:# SIA - The Self Improving Agent
|
||||||
|
668:## Example
|
||||||
|
832:### Context
|
||||||
|
2323:### Responses
|
||||||
|
3462:## Working principles
|
||||||
|
3759:### Core Actions
|
||||||
|
3953:### Scripts
|
||||||
|
4204:#### Single-shot script
|
||||||
|
4433:#### Repeat script
|
||||||
|
4711:### Use of XML
|
||||||
|
5022:#### XML Data Flow
|
||||||
|
5705:### The SIA process
|
||||||
|
6048:### Server for debuggin and human input
|
||||||
|
6619:## Architecture
|
||||||
|
6885:### Core Components
|
||||||
|
6908:#### Agent Architecture
|
||||||
|
7521:#### Working Memory
|
||||||
|
8059:#### Command Processing
|
||||||
|
8490:#### IO Handling
|
||||||
|
8787:### Processing Flow
|
||||||
|
8810:#### Standard Agent Flow
|
||||||
|
9109:#### Web Agent Flow
|
||||||
|
9472:### Web Interface
|
||||||
|
9600:#### Server-Client Communication
|
||||||
|
9932:#### WebServer Architecture
|
||||||
|
10351:### Diagrams
|
||||||
|
10367:#### Core classes
|
||||||
|
12662:#### Standard Agent Flow
|
||||||
|
13387:#### Web Agent
|
||||||
|
15536:#### Web Agent Flow
|
||||||
|
16522:#### Entry classes
|
||||||
|
18459:#### IO Buffer classes
|
||||||
|
19156:#### Command classes
|
||||||
|
]]>
|
||||||
|
</stdout>
|
||||||
|
<stderr/>
|
||||||
|
</single>
|
||||||
|
<reasoning id="9140a160-c687-4d5d-91c0-cca847d1ce9a">
|
||||||
|
<![CDATA[
|
||||||
|
I have successfully retrieved the headings and their offsets from the README.md file.
|
||||||
|
This will help me navigate through the file more efficiently.
|
||||||
|
The next step is to read the section on "Working principles" to understand the core actions and scripts better.
|
||||||
|
I will use the `tail` command with the appropriate offset and limit to display this full section.
|
||||||
|
]]>
|
||||||
|
</reasoning>
|
||||||
|
</context></context><response><single limit="3157">
|
||||||
|
tail -c +3462 /root/sia/README.md
|
||||||
|
</single></response></iteration>
|
||||||
418
iterations/iteration_20241119_172645_984.xml
Normal file
418
iterations/iteration_20241119_172645_984.xml
Normal file
@@ -0,0 +1,418 @@
|
|||||||
|
<?xml version='1.0' encoding='utf-8'?>
|
||||||
|
<iteration system_prompt_hash="a357171f34284409058700f0d6c20cbb4f4bfe643aff5b12168c5158767f89b4" action_schema_hash="a4cf87f3d53c7b14aab3c96097d8b7bf838e8f77e413d11f51051afbe22fa3a6"><context><context
|
||||||
|
context="75.41"
|
||||||
|
cpu="0"
|
||||||
|
disk_total="1081101176832"
|
||||||
|
disk_used="125096517632"
|
||||||
|
gpu="0"
|
||||||
|
memory_total="16630435840"
|
||||||
|
memory_used="1049075712"
|
||||||
|
stdin="0"
|
||||||
|
time="2024-11-19T17:11:40Z">
|
||||||
|
<read_stdin id="0cd183e6-3db7-4539-8b10-604f97c03a1e">
|
||||||
|
<![CDATA[The SIA source is located in /root/sia. Not all features are implemented yet. Look at the readme and code to find what is missing. Make sure to unit test your work.]]>
|
||||||
|
</read_stdin>
|
||||||
|
<reasoning id="ab67e68c-766f-4602-9237-db99e1f4581c">
|
||||||
|
<![CDATA[
|
||||||
|
|
||||||
|
I have received instructions to look at the SIA source code located in /root/sia.
|
||||||
|
I need to identify what features are missing and ensure that unit tests are implemented for my work.
|
||||||
|
First, I will navigate to the /root/sia directory and list its contents to understand the structure.
|
||||||
|
|
||||||
|
]]>
|
||||||
|
</reasoning>
|
||||||
|
<single
|
||||||
|
exit_code="0"
|
||||||
|
id="e50ee4a4-8adc-496e-80ef-7cc3aaa8fd0b"
|
||||||
|
stdout_truncated="true">
|
||||||
|
<![CDATA[
|
||||||
|
ls -la /root/sia
|
||||||
|
]]>
|
||||||
|
<stdout>
|
||||||
|
<![CDATA[total 200
|
||||||
|
drwxr-xr-x 1 root root 4096 Nov 19 16:07 .
|
||||||
|
drwx------ 1 root root 4096 Nov 19 16:07 ..
|
||||||
|
drwxr-xr-x 2 root root 4096 Oct 31 17:07 .crossnote
|
||||||
|
-rwxr-xr-x 1 root root 14 Nov 4 16:01 .dockerignore
|
||||||
|
drwxr-xr-x 8 root root 4096 Nov 19 16:01 .git
|
||||||
|
-rwxr-xr-x 1 root root 30 Nov 4 16:01 .gitignore
|
||||||
|
-rwxr-xr-x 1 root root 843 Nov 4 14:52 Dockerfile
|
||||||
|
-rwxr-xr-x 1 root root 19975 Nov 19 14:20 README.md
|
||||||
|
drwxr-xr-x 2 root root 4096 Nov 15 16:10 _test
|
||||||
|
-rwxr-xr-x 1 root root 3923 Nov 13 15:56 action_schema.xsd
|
||||||
|
-rwxr-xr-x 1 root root 2064 Nov 6 12:29 claude.sh
|
||||||
|
-rwxr-xr-x 1 root root 85153 Nov 14 13:30 claude.txt
|
||||||
|
-rwxr-xr-x 1 root root 572 Nov 19 14:20 install.sh
|
||||||
|
drwxr-xr-x 2 root root 4096 Nov 19 16:30 iterations
|
||||||
|
-rwxr-xr-x 1 root root 105 Nov 19 14:20 requirements.txt
|
||||||
|
-rwxr-xr-x 1 root root 218 Nov 12 16:26 run.sh
|
||||||
|
drwxr-xr-x 1 root root 4096 Nov 19 16:07 sia
|
||||||
|
drwxr-xr-x 3 root root 4096 Nov 19 16:01 static
|
||||||
|
-rwxr-xr-x 1 root root 4120 Nov 13 16:05 system_prompt.md
|
||||||
|
drwxr-xr-x 2 root root 4096 N]]>
|
||||||
|
</stdout>
|
||||||
|
<stderr/>
|
||||||
|
</single>
|
||||||
|
<reasoning id="206f9da6-b57a-46c3-b698-110b18602aab">
|
||||||
|
<![CDATA[
|
||||||
|
|
||||||
|
I have successfully listed the contents of the /root/sia directory.
|
||||||
|
The directory contains several files and subdirectories, including a README.md file, a Dockerfile, and various scripts.
|
||||||
|
The next step is to read the README.md file to understand the project structure and identify any missing features.
|
||||||
|
I will use the `cat` command to display the contents of the README.md file.
|
||||||
|
|
||||||
|
]]>
|
||||||
|
</reasoning>
|
||||||
|
<single
|
||||||
|
exit_code="0"
|
||||||
|
id="702b5383-e8df-4bb8-a021-d966bbf9e3fb"
|
||||||
|
stdout_truncated="true">
|
||||||
|
<![CDATA[cat /root/sia/README.md]]>
|
||||||
|
<stdout>
|
||||||
|
<![CDATA[# SIA - The Self Improving Agent
|
||||||
|
|
||||||
|
SIA is an agentic artificial intelligence system that autonomously completes complex tasks by writing and executing scripts.
|
||||||
|
It uses a Large Language Model (LLM) which operates in a loop.
|
||||||
|
Each iteration a context is updated with system info and a list of previous reasoning and actions.
|
||||||
|
The agent responds with a new reasoning or an action.
|
||||||
|
Context, reasoning and actions are stored in a file for each iteration.
|
||||||
|
SIA can read past iterations to improve its reasoning and actions.
|
||||||
|
It can improve in two ways:
|
||||||
|
- By finetuning the LLM with a better reasoning or action for a given context
|
||||||
|
- By modifying its own source code
|
||||||
|
|
||||||
|
## Example
|
||||||
|
|
||||||
|
This example shows a typical context with some monitored items and previous actions.
|
||||||
|
Between each of the responses, the context would be updated.
|
||||||
|
|
||||||
|
### Context
|
||||||
|
|
||||||
|
```xml
|
||||||
|
<context
|
||||||
|
time="2024-10-18T12:00:00Z"
|
||||||
|
cpu="12"
|
||||||
|
gpu="26"
|
||||||
|
memory_used="9556302234"
|
||||||
|
memory_total="17179869184"
|
||||||
|
disk_used="244434939904"
|
||||||
|
disk_total="273145991168"
|
||||||
|
context="3"
|
||||||
|
s]]>
|
||||||
|
</stdout>
|
||||||
|
<stderr/>
|
||||||
|
</single>
|
||||||
|
<reasoning id="1e3cc87a-8c0d-4f29-9f0b-89b3825b08e0">
|
||||||
|
<![CDATA[
|
||||||
|
|
||||||
|
I have successfully read the beginning of the README.md file.
|
||||||
|
The file provides an overview of the SIA project, including its purpose and how it operates.
|
||||||
|
The next step is to continue reading the README.md file to understand the project structure and identify any missing features.
|
||||||
|
I will use the `tail` command to display the next part of the README.md file.
|
||||||
|
|
||||||
|
]]>
|
||||||
|
</reasoning>
|
||||||
|
<single
|
||||||
|
exit_code="0"
|
||||||
|
id="394be1d8-3a5c-4794-abf2-771cb2e5e8c0"
|
||||||
|
stdout_truncated="true">
|
||||||
|
<![CDATA[tail -c +1024 /root/sia/README.md]]>
|
||||||
|
<stdout>
|
||||||
|
145991168&quot;
|
||||||
|
context=&quot;3&quot;
|
||||||
|
stdin=&quot;0&quot;
|
||||||
|
/&gt;
|
||||||
|
&lt;repeat id=&quot;a3d89ee5-28ec-4c5a-b9e9-a30af53d43a0&quot; exit_code=&quot;0&quot;&gt;
|
||||||
|
&lt;![CDATA[ls -lah /]]&gt;
|
||||||
|
&lt;stdout&gt;&lt;![CDATA[total 16K
|
||||||
|
drwxr-xr-x 1 sia 1049089 0 Oct 28 13:40 ./
|
||||||
|
drwxr-xr-x 1 sia 1049089 0 Oct 28 13:40 ../
|
||||||
|
drwxr-xr-x 1 sia 1049089 0 Oct 28 13:40 tasks/
|
||||||
|
drwxr-xr-x 1 sia 1049089 0 Oct 28 13:40 user/
|
||||||
|
]]&gt;&lt;/stdout&gt;
|
||||||
|
&lt;stderr/&gt;
|
||||||
|
&lt;/repeat&gt;
|
||||||
|
&lt;repeat id=&quot;be8070f8-dbd2-47ee-a208-defe6fd49ae0&quot; exit_code=&quot;0&quot;&gt;
|
||||||
|
&lt;![CDATA[ls -lah /tasks]]&gt;
|
||||||
|
&lt;stdout&gt;&lt;![CDATA[total 0
|
||||||
|
drwxr-xr-x 1 ngeens 1049089 0 Oct 28 13:40 ./
|
||||||
|
drwxr-xr-x 1 ngeens 1049089 0 Oct 28 13:40 ../
|
||||||
|
]]&gt;&lt;/stdout&gt;
|
||||||
|
&lt;stderr/&gt;
|
||||||
|
&lt;/repeat&gt;
|
||||||
|
&lt;repeat id=&quot;375e1657-8140-456b-bda4-a8690bc4b3fb&quot; exit_code=&quot;0&quot;&gt;
|
||||||
|
&lt;![CDATA[cat /user/general_info.txt]]&gt;
|
||||||
|
&lt;stdout&gt;&lt;![CDATA[Name: John (I don&apos;t know his last name)
|
||||||
|
Location: Somewhere in Belgium
|
||||||
|
]]&gt;&lt;/stdout&gt;
|
||||||
|
&lt;stderr/&gt;
|
||||||
|
&lt;/repeat&gt;
|
||||||
|
&lt;reasoning id=&quot;c92d1594-4487-4a42-a153-f0a99da1762f&quot;&gt;&lt;![CDATA[There is data available on the standard input channel. I have no other runnin
|
||||||
|
</stdout>
|
||||||
|
<stderr/>
|
||||||
|
</single>
|
||||||
|
<reasoning id="7566562e-feeb-4a4a-b8ff-4eaea93f930b">
|
||||||
|
<![CDATA[
|
||||||
|
|
||||||
|
|
||||||
|
I have successfully read the next part of the README.md file.
|
||||||
|
The file continues to provide an overview of the SIA project, including its purpose and how it operates.
|
||||||
|
The next step is to continue reading the README.md file to understand the project structure and identify any missing features.
|
||||||
|
I will use the `tail` command to display the next part of the README.md file.
|
||||||
|
|
||||||
|
|
||||||
|
]]>
|
||||||
|
</reasoning>
|
||||||
|
<single
|
||||||
|
exit_code="0"
|
||||||
|
id="c0ca60ee-05aa-45e8-80f0-fe37c16d0e41"
|
||||||
|
stdout_truncated="true">
|
||||||
|
<![CDATA[tail -c +2048 /root/sia/README.md]]>
|
||||||
|
<stdout>
|
||||||
|
annel. I have no other running tasks to tend to and there is room in the context. I should read the standard input.]]&gt;&lt;/reasoning&gt;
|
||||||
|
&lt;read_stdin id=&quot;5361ad0d-3ed1-4567-9f5a-70f3b462fd8d&quot;&gt;&lt;![CDATA[Remind me to feed the cat tomorrow morning]]&gt;&lt;/read_stdin&gt;
|
||||||
|
&lt;/context&gt;
|
||||||
|
```
|
||||||
|
|
||||||
|
### Responses
|
||||||
|
|
||||||
|
Start by reasoning about the task.
|
||||||
|
```xml
|
||||||
|
&lt;reasoning&gt;
|
||||||
|
John did not specify an exact time.
|
||||||
|
I&apos;ll suggest 9am.
|
||||||
|
He also did not specify how to be reminded.
|
||||||
|
I&apos;ll ask but if he doesn&apos;t respond I&apos;ll assume a text message on standard output is fine.
|
||||||
|
I&apos;ll write down this task in a file so I remember it even on a power failure.
|
||||||
|
&lt;/reasoning&gt;
|
||||||
|
```
|
||||||
|
|
||||||
|
Store important information on disk.
|
||||||
|
```xml
|
||||||
|
&lt;script&gt;&lt;![CDATA[echo &apos;Remind John to feed the cat on 2024-10-18T09:00:00+02:00. Use standard output.&apos; &gt; /tasks/reminder_to_feed_cat.txt]]&gt;&lt;/script&gt;
|
||||||
|
```
|
||||||
|
|
||||||
|
Respond to the user.
|
||||||
|
```xml
|
||||||
|
&lt;write_stdout&gt;I&apos;ll remind you to feed the cat tomorrow morning at 9am. Is a message on the standard output ok?&lt;/write_stdout&gt;
|
||||||
|
```
|
||||||
|
|
||||||
|
Clear initial reasoning.
|
||||||
|
```xml
|
||||||
|
</stdout>
|
||||||
|
<stderr/>
|
||||||
|
</single>
|
||||||
|
<reasoning id="4a92af78-dc3f-42e7-95e6-b1c7a9630013">
|
||||||
|
<![CDATA[
|
||||||
|
I have successfully read the next part of the README.md file.
|
||||||
|
The file continues to provide an overview of the SIA project, including its purpose and how it operates.
|
||||||
|
The next step is to continue reading the README.md file to understand the project structure and identify any missing features.
|
||||||
|
I will use the `tail` command to display the next part of the README.md file.
|
||||||
|
]]>
|
||||||
|
</reasoning>
|
||||||
|
<single
|
||||||
|
exit_code="0"
|
||||||
|
id="aa347374-0bfd-437c-b692-784dab52898f"
|
||||||
|
stdout_truncated="true">
|
||||||
|
<![CDATA[tail -c +3072 /root/sia/README.md]]>
|
||||||
|
<stdout>
|
||||||
|
<![CDATA[ar initial reasoning.
|
||||||
|
```xml
|
||||||
|
<delete id="c92d1594-4487-4a42-a153-f0a99da1762f"/>
|
||||||
|
```
|
||||||
|
|
||||||
|
The conversation is kept in context to understand the user's expected response.
|
||||||
|
If the context was near full, it would be summarized and cleaned up.
|
||||||
|
|
||||||
|
The `script` output is also kept in context.
|
||||||
|
If the file was updated often, it could be replaced by a repeated `cat`, like the general info.
|
||||||
|
|
||||||
|
## Working principles
|
||||||
|
|
||||||
|
The main context is regenerated for each iteration.
|
||||||
|
It contains info about the system and previous actions that have not been deleted.
|
||||||
|
Together with the system prompt and available core actions it forms the prompt for the LLM.
|
||||||
|
The LLM responds with one core action.
|
||||||
|
|
||||||
|
### Core Actions
|
||||||
|
|
||||||
|
There are only a few core actions:
|
||||||
|
- Starting a script
|
||||||
|
- Deleting data from context
|
||||||
|
- Stopping SIA
|
||||||
|
- Reading standard input
|
||||||
|
- Writing to standard output
|
||||||
|
- Reasoning
|
||||||
|
|
||||||
|
### Scripts
|
||||||
|
|
||||||
|
Scripts can run in one of 2 modes: single-shot or repeat.
|
||||||
|
Their mode and output (stdout and stderr) stay in the context until they are explicitly removed.
|
||||||
|
In]]>
|
||||||
|
</stdout>
|
||||||
|
<stderr/>
|
||||||
|
</single>
|
||||||
|
<reasoning id="cb3a2d09-0287-4ca0-9bf2-28f90f3a148e">
|
||||||
|
<![CDATA[
|
||||||
|
I have successfully read another part of the README.md file.
|
||||||
|
The file continues to provide an overview of the SIA project, including its purpose and how it operates.
|
||||||
|
I can use the structure of the markdown format to navigate through the file.
|
||||||
|
I will use the `grep` command to find headings and their offset.
|
||||||
|
]]>
|
||||||
|
</reasoning>
|
||||||
|
<single exit_code="0" id="e5067cb3-036a-4bc1-953b-730bef63d9aa">
|
||||||
|
<![CDATA[
|
||||||
|
grep -Eb "^#" /root/sia/README.md
|
||||||
|
]]>
|
||||||
|
<stdout>
|
||||||
|
<![CDATA[0:# SIA - The Self Improving Agent
|
||||||
|
668:## Example
|
||||||
|
832:### Context
|
||||||
|
2323:### Responses
|
||||||
|
3462:## Working principles
|
||||||
|
3759:### Core Actions
|
||||||
|
3953:### Scripts
|
||||||
|
4204:#### Single-shot script
|
||||||
|
4433:#### Repeat script
|
||||||
|
4711:### Use of XML
|
||||||
|
5022:#### XML Data Flow
|
||||||
|
5705:### The SIA process
|
||||||
|
6048:### Server for debuggin and human input
|
||||||
|
6619:## Architecture
|
||||||
|
6885:### Core Components
|
||||||
|
6908:#### Agent Architecture
|
||||||
|
7521:#### Working Memory
|
||||||
|
8059:#### Command Processing
|
||||||
|
8490:#### IO Handling
|
||||||
|
8787:### Processing Flow
|
||||||
|
8810:#### Standard Agent Flow
|
||||||
|
9109:#### Web Agent Flow
|
||||||
|
9472:### Web Interface
|
||||||
|
9600:#### Server-Client Communication
|
||||||
|
9932:#### WebServer Architecture
|
||||||
|
10351:### Diagrams
|
||||||
|
10367:#### Core classes
|
||||||
|
12662:#### Standard Agent Flow
|
||||||
|
13387:#### Web Agent
|
||||||
|
15536:#### Web Agent Flow
|
||||||
|
16522:#### Entry classes
|
||||||
|
18459:#### IO Buffer classes
|
||||||
|
19156:#### Command classes
|
||||||
|
]]>
|
||||||
|
</stdout>
|
||||||
|
<stderr/>
|
||||||
|
</single>
|
||||||
|
<reasoning id="9140a160-c687-4d5d-91c0-cca847d1ce9a">
|
||||||
|
<![CDATA[
|
||||||
|
I have successfully retrieved the headings and their offsets from the README.md file.
|
||||||
|
This will help me navigate through the file more efficiently.
|
||||||
|
The next step is to read the section on "Working principles" to understand the core actions and scripts better.
|
||||||
|
I will use the `tail` command with the appropriate offset and limit to display this full section.
|
||||||
|
]]>
|
||||||
|
</reasoning>
|
||||||
|
<single
|
||||||
|
exit_code="0"
|
||||||
|
id="83bbaded-c55f-4a10-a8f5-e3e97badc842"
|
||||||
|
limit="3157"
|
||||||
|
stdout_truncated="true">
|
||||||
|
<![CDATA[
|
||||||
|
tail -c +3462 /root/sia/README.md
|
||||||
|
]]>
|
||||||
|
<stdout>
|
||||||
|
<![CDATA[
|
||||||
|
## Working principles
|
||||||
|
|
||||||
|
The main context is regenerated for each iteration.
|
||||||
|
It contains info about the system and previous actions that have not been deleted.
|
||||||
|
Together with the system prompt and available core actions it forms the prompt for the LLM.
|
||||||
|
The LLM responds with one core action.
|
||||||
|
|
||||||
|
### Core Actions
|
||||||
|
|
||||||
|
There are only a few core actions:
|
||||||
|
- Starting a script
|
||||||
|
- Deleting data from context
|
||||||
|
- Stopping SIA
|
||||||
|
- Reading standard input
|
||||||
|
- Writing to standard output
|
||||||
|
- Reasoning
|
||||||
|
|
||||||
|
### Scripts
|
||||||
|
|
||||||
|
Scripts can run in one of 2 modes: single-shot or repeat.
|
||||||
|
Their mode and output (stdout and stderr) stay in the context until they are explicitly removed.
|
||||||
|
In this way the agent manages what information is available in the context.
|
||||||
|
|
||||||
|
#### Single-shot script
|
||||||
|
|
||||||
|
The script is executed once.
|
||||||
|
This is useful for most operations e.g. writing to or moving a file or downloading content from the internet.
|
||||||
|
The next iteration starts after the scripts has finished.
|
||||||
|
|
||||||
|
#### Repeat script
|
||||||
|
|
||||||
|
The script is restarted on each iteration.
|
||||||
|
This is useful for monitoring files or the file system.
|
||||||
|
commands like `head` and `tail` can be used to limit the data in context.
|
||||||
|
The next iteration starts after all repeat scripts in context have finished.
|
||||||
|
|
||||||
|
### Use of XML
|
||||||
|
|
||||||
|
The context and actions are formatted as XML.
|
||||||
|
For the context this adds clear rules for escaping.
|
||||||
|
This is usefull in case a previous context is embedded.
|
||||||
|
|
||||||
|
The LLM is free to escape data any way it wants,
|
||||||
|
as long as it results in valid XML.
|
||||||
|
The response is validated against a schema.
|
||||||
|
|
||||||
|
#### XML Data Flow
|
||||||
|
Entries store their content as raw text. During context compilation, the XML formatter
|
||||||
|
wraps text content in CDATA sections, except when the content contains CDATA closing sequences.
|
||||||
|
In those cases, the formatter uses standard XML escaping.
|
||||||
|
|
||||||
|
This separation between storage and formatting:
|
||||||
|
- Keeps entry data clean and unescaped
|
||||||
|
- Centralizes XML formatting rules
|
||||||
|
- Makes it easy to change escaping rules without modifying entries
|
||||||
|
- Allows different formatting for different use cases
|
||||||
|
|
||||||
|
The Context is escaped using CDATA blocks.
|
||||||
|
Except when the data contains CDATA closing sequences.
|
||||||
|
Then the whole block is escaped using standard XML escaping.
|
||||||
|
|
||||||
|
|
||||||
|
### The SIA process
|
||||||
|
|
||||||
|
SIA is typically runs with the `restart.sh` script.
|
||||||
|
This is a simple shell script that runs SIA in a loop.
|
||||||
|
When stopped, SIA restarts and reloads the Python files.
|
||||||
|
This is how SIA can self-update.
|
||||||
|
|
||||||
|
SIA can also run SIA processes as script.
|
||||||
|
This can be used for testing updates to the LLM or core functionality.
|
||||||
|
|
||||||
|
### Server for debuggin and human input
|
||||||
|
|
||||||
|
SIA can be started with an optional `--server` flag.
|
||||||
|
This starts a web server that can be used to interact with SIA.
|
||||||
|
It is made, specifically for reinforcement learning by human feedback.
|
||||||
|
The web interface takes over standard input and output.
|
||||||
|
It will display the context for editing before handing it to the LLM.
|
||||||
|
After each run of the LLM, before parsing, it will display the reasoning and actions.
|
||||||
|
It interactively displays if the actions can be parsed.
|
||||||
|
At any time, the user can write to the standard input of SIA.
|
||||||
|
|
||||||
|
## Architecture
|
||||||
|
|
||||||
|
SIA follows a modular architecture centered around an agent that ]]>
|
||||||
|
</stdout>
|
||||||
|
<stderr/>
|
||||||
|
</single>
|
||||||
|
</context></context><response><reasoning>
|
||||||
|
My context usage is high.
|
||||||
|
This seems like a large task.
|
||||||
|
I will store the user's request in a notes directory.
|
||||||
|
Here I can formulate a plan.
|
||||||
|
I will use the `delete` action to clean up the context as I go.
|
||||||
|
</reasoning></response></iteration>
|
||||||
421
iterations/iteration_20241119_173155_263.xml
Normal file
421
iterations/iteration_20241119_173155_263.xml
Normal file
@@ -0,0 +1,421 @@
|
|||||||
|
<?xml version='1.0' encoding='utf-8'?>
|
||||||
|
<iteration system_prompt_hash="a357171f34284409058700f0d6c20cbb4f4bfe643aff5b12168c5158767f89b4" action_schema_hash="a4cf87f3d53c7b14aab3c96097d8b7bf838e8f77e413d11f51051afbe22fa3a6"><context><context
|
||||||
|
context="76.58"
|
||||||
|
cpu="0"
|
||||||
|
disk_total="1081101176832"
|
||||||
|
disk_used="125096546304"
|
||||||
|
gpu="0"
|
||||||
|
memory_total="16630435840"
|
||||||
|
memory_used="1046962176"
|
||||||
|
stdin="0"
|
||||||
|
time="2024-11-19T17:26:45Z">
|
||||||
|
<read_stdin id="0cd183e6-3db7-4539-8b10-604f97c03a1e">
|
||||||
|
<![CDATA[The SIA source is located in /root/sia. Not all features are implemented yet. Look at the readme and code to find what is missing. Make sure to unit test your work.]]>
|
||||||
|
</read_stdin>
|
||||||
|
<reasoning id="ab67e68c-766f-4602-9237-db99e1f4581c">
|
||||||
|
<![CDATA[
|
||||||
|
|
||||||
|
I have received instructions to look at the SIA source code located in /root/sia.
|
||||||
|
I need to identify what features are missing and ensure that unit tests are implemented for my work.
|
||||||
|
First, I will navigate to the /root/sia directory and list its contents to understand the structure.
|
||||||
|
|
||||||
|
]]>
|
||||||
|
</reasoning>
|
||||||
|
<single
|
||||||
|
exit_code="0"
|
||||||
|
id="e50ee4a4-8adc-496e-80ef-7cc3aaa8fd0b"
|
||||||
|
stdout_truncated="true">
|
||||||
|
<![CDATA[
|
||||||
|
ls -la /root/sia
|
||||||
|
]]>
|
||||||
|
<stdout>
|
||||||
|
<![CDATA[total 200
|
||||||
|
drwxr-xr-x 1 root root 4096 Nov 19 16:07 .
|
||||||
|
drwx------ 1 root root 4096 Nov 19 16:07 ..
|
||||||
|
drwxr-xr-x 2 root root 4096 Oct 31 17:07 .crossnote
|
||||||
|
-rwxr-xr-x 1 root root 14 Nov 4 16:01 .dockerignore
|
||||||
|
drwxr-xr-x 8 root root 4096 Nov 19 16:01 .git
|
||||||
|
-rwxr-xr-x 1 root root 30 Nov 4 16:01 .gitignore
|
||||||
|
-rwxr-xr-x 1 root root 843 Nov 4 14:52 Dockerfile
|
||||||
|
-rwxr-xr-x 1 root root 19975 Nov 19 14:20 README.md
|
||||||
|
drwxr-xr-x 2 root root 4096 Nov 15 16:10 _test
|
||||||
|
-rwxr-xr-x 1 root root 3923 Nov 13 15:56 action_schema.xsd
|
||||||
|
-rwxr-xr-x 1 root root 2064 Nov 6 12:29 claude.sh
|
||||||
|
-rwxr-xr-x 1 root root 85153 Nov 14 13:30 claude.txt
|
||||||
|
-rwxr-xr-x 1 root root 572 Nov 19 14:20 install.sh
|
||||||
|
drwxr-xr-x 2 root root 4096 Nov 19 16:30 iterations
|
||||||
|
-rwxr-xr-x 1 root root 105 Nov 19 14:20 requirements.txt
|
||||||
|
-rwxr-xr-x 1 root root 218 Nov 12 16:26 run.sh
|
||||||
|
drwxr-xr-x 1 root root 4096 Nov 19 16:07 sia
|
||||||
|
drwxr-xr-x 3 root root 4096 Nov 19 16:01 static
|
||||||
|
-rwxr-xr-x 1 root root 4120 Nov 13 16:05 system_prompt.md
|
||||||
|
drwxr-xr-x 2 root root 4096 N]]>
|
||||||
|
</stdout>
|
||||||
|
<stderr/>
|
||||||
|
</single>
|
||||||
|
<reasoning id="206f9da6-b57a-46c3-b698-110b18602aab">
|
||||||
|
<![CDATA[
|
||||||
|
|
||||||
|
I have successfully listed the contents of the /root/sia directory.
|
||||||
|
The directory contains several files and subdirectories, including a README.md file, a Dockerfile, and various scripts.
|
||||||
|
The next step is to read the README.md file to understand the project structure and identify any missing features.
|
||||||
|
I will use the `cat` command to display the contents of the README.md file.
|
||||||
|
|
||||||
|
]]>
|
||||||
|
</reasoning>
|
||||||
|
<single
|
||||||
|
exit_code="0"
|
||||||
|
id="702b5383-e8df-4bb8-a021-d966bbf9e3fb"
|
||||||
|
stdout_truncated="true">
|
||||||
|
<![CDATA[cat /root/sia/README.md]]>
|
||||||
|
<stdout>
|
||||||
|
<![CDATA[# SIA - The Self Improving Agent
|
||||||
|
|
||||||
|
SIA is an agentic artificial intelligence system that autonomously completes complex tasks by writing and executing scripts.
|
||||||
|
It uses a Large Language Model (LLM) which operates in a loop.
|
||||||
|
Each iteration a context is updated with system info and a list of previous reasoning and actions.
|
||||||
|
The agent responds with a new reasoning or an action.
|
||||||
|
Context, reasoning and actions are stored in a file for each iteration.
|
||||||
|
SIA can read past iterations to improve its reasoning and actions.
|
||||||
|
It can improve in two ways:
|
||||||
|
- By finetuning the LLM with a better reasoning or action for a given context
|
||||||
|
- By modifying its own source code
|
||||||
|
|
||||||
|
## Example
|
||||||
|
|
||||||
|
This example shows a typical context with some monitored items and previous actions.
|
||||||
|
Between each of the responses, the context would be updated.
|
||||||
|
|
||||||
|
### Context
|
||||||
|
|
||||||
|
```xml
|
||||||
|
<context
|
||||||
|
time="2024-10-18T12:00:00Z"
|
||||||
|
cpu="12"
|
||||||
|
gpu="26"
|
||||||
|
memory_used="9556302234"
|
||||||
|
memory_total="17179869184"
|
||||||
|
disk_used="244434939904"
|
||||||
|
disk_total="273145991168"
|
||||||
|
context="3"
|
||||||
|
s]]>
|
||||||
|
</stdout>
|
||||||
|
<stderr/>
|
||||||
|
</single>
|
||||||
|
<reasoning id="1e3cc87a-8c0d-4f29-9f0b-89b3825b08e0">
|
||||||
|
<![CDATA[
|
||||||
|
|
||||||
|
I have successfully read the beginning of the README.md file.
|
||||||
|
The file provides an overview of the SIA project, including its purpose and how it operates.
|
||||||
|
The next step is to continue reading the README.md file to understand the project structure and identify any missing features.
|
||||||
|
I will use the `tail` command to display the next part of the README.md file.
|
||||||
|
|
||||||
|
]]>
|
||||||
|
</reasoning>
|
||||||
|
<single
|
||||||
|
exit_code="0"
|
||||||
|
id="394be1d8-3a5c-4794-abf2-771cb2e5e8c0"
|
||||||
|
stdout_truncated="true">
|
||||||
|
<![CDATA[tail -c +1024 /root/sia/README.md]]>
|
||||||
|
<stdout>
|
||||||
|
145991168&quot;
|
||||||
|
context=&quot;3&quot;
|
||||||
|
stdin=&quot;0&quot;
|
||||||
|
/&gt;
|
||||||
|
&lt;repeat id=&quot;a3d89ee5-28ec-4c5a-b9e9-a30af53d43a0&quot; exit_code=&quot;0&quot;&gt;
|
||||||
|
&lt;![CDATA[ls -lah /]]&gt;
|
||||||
|
&lt;stdout&gt;&lt;![CDATA[total 16K
|
||||||
|
drwxr-xr-x 1 sia 1049089 0 Oct 28 13:40 ./
|
||||||
|
drwxr-xr-x 1 sia 1049089 0 Oct 28 13:40 ../
|
||||||
|
drwxr-xr-x 1 sia 1049089 0 Oct 28 13:40 tasks/
|
||||||
|
drwxr-xr-x 1 sia 1049089 0 Oct 28 13:40 user/
|
||||||
|
]]&gt;&lt;/stdout&gt;
|
||||||
|
&lt;stderr/&gt;
|
||||||
|
&lt;/repeat&gt;
|
||||||
|
&lt;repeat id=&quot;be8070f8-dbd2-47ee-a208-defe6fd49ae0&quot; exit_code=&quot;0&quot;&gt;
|
||||||
|
&lt;![CDATA[ls -lah /tasks]]&gt;
|
||||||
|
&lt;stdout&gt;&lt;![CDATA[total 0
|
||||||
|
drwxr-xr-x 1 ngeens 1049089 0 Oct 28 13:40 ./
|
||||||
|
drwxr-xr-x 1 ngeens 1049089 0 Oct 28 13:40 ../
|
||||||
|
]]&gt;&lt;/stdout&gt;
|
||||||
|
&lt;stderr/&gt;
|
||||||
|
&lt;/repeat&gt;
|
||||||
|
&lt;repeat id=&quot;375e1657-8140-456b-bda4-a8690bc4b3fb&quot; exit_code=&quot;0&quot;&gt;
|
||||||
|
&lt;![CDATA[cat /user/general_info.txt]]&gt;
|
||||||
|
&lt;stdout&gt;&lt;![CDATA[Name: John (I don&apos;t know his last name)
|
||||||
|
Location: Somewhere in Belgium
|
||||||
|
]]&gt;&lt;/stdout&gt;
|
||||||
|
&lt;stderr/&gt;
|
||||||
|
&lt;/repeat&gt;
|
||||||
|
&lt;reasoning id=&quot;c92d1594-4487-4a42-a153-f0a99da1762f&quot;&gt;&lt;![CDATA[There is data available on the standard input channel. I have no other runnin
|
||||||
|
</stdout>
|
||||||
|
<stderr/>
|
||||||
|
</single>
|
||||||
|
<reasoning id="7566562e-feeb-4a4a-b8ff-4eaea93f930b">
|
||||||
|
<![CDATA[
|
||||||
|
|
||||||
|
|
||||||
|
I have successfully read the next part of the README.md file.
|
||||||
|
The file continues to provide an overview of the SIA project, including its purpose and how it operates.
|
||||||
|
The next step is to continue reading the README.md file to understand the project structure and identify any missing features.
|
||||||
|
I will use the `tail` command to display the next part of the README.md file.
|
||||||
|
|
||||||
|
|
||||||
|
]]>
|
||||||
|
</reasoning>
|
||||||
|
<single
|
||||||
|
exit_code="0"
|
||||||
|
id="c0ca60ee-05aa-45e8-80f0-fe37c16d0e41"
|
||||||
|
stdout_truncated="true">
|
||||||
|
<![CDATA[tail -c +2048 /root/sia/README.md]]>
|
||||||
|
<stdout>
|
||||||
|
annel. I have no other running tasks to tend to and there is room in the context. I should read the standard input.]]&gt;&lt;/reasoning&gt;
|
||||||
|
&lt;read_stdin id=&quot;5361ad0d-3ed1-4567-9f5a-70f3b462fd8d&quot;&gt;&lt;![CDATA[Remind me to feed the cat tomorrow morning]]&gt;&lt;/read_stdin&gt;
|
||||||
|
&lt;/context&gt;
|
||||||
|
```
|
||||||
|
|
||||||
|
### Responses
|
||||||
|
|
||||||
|
Start by reasoning about the task.
|
||||||
|
```xml
|
||||||
|
&lt;reasoning&gt;
|
||||||
|
John did not specify an exact time.
|
||||||
|
I&apos;ll suggest 9am.
|
||||||
|
He also did not specify how to be reminded.
|
||||||
|
I&apos;ll ask but if he doesn&apos;t respond I&apos;ll assume a text message on standard output is fine.
|
||||||
|
I&apos;ll write down this task in a file so I remember it even on a power failure.
|
||||||
|
&lt;/reasoning&gt;
|
||||||
|
```
|
||||||
|
|
||||||
|
Store important information on disk.
|
||||||
|
```xml
|
||||||
|
&lt;script&gt;&lt;![CDATA[echo &apos;Remind John to feed the cat on 2024-10-18T09:00:00+02:00. Use standard output.&apos; &gt; /tasks/reminder_to_feed_cat.txt]]&gt;&lt;/script&gt;
|
||||||
|
```
|
||||||
|
|
||||||
|
Respond to the user.
|
||||||
|
```xml
|
||||||
|
&lt;write_stdout&gt;I&apos;ll remind you to feed the cat tomorrow morning at 9am. Is a message on the standard output ok?&lt;/write_stdout&gt;
|
||||||
|
```
|
||||||
|
|
||||||
|
Clear initial reasoning.
|
||||||
|
```xml
|
||||||
|
</stdout>
|
||||||
|
<stderr/>
|
||||||
|
</single>
|
||||||
|
<reasoning id="4a92af78-dc3f-42e7-95e6-b1c7a9630013">
|
||||||
|
<![CDATA[
|
||||||
|
I have successfully read the next part of the README.md file.
|
||||||
|
The file continues to provide an overview of the SIA project, including its purpose and how it operates.
|
||||||
|
The next step is to continue reading the README.md file to understand the project structure and identify any missing features.
|
||||||
|
I will use the `tail` command to display the next part of the README.md file.
|
||||||
|
]]>
|
||||||
|
</reasoning>
|
||||||
|
<single
|
||||||
|
exit_code="0"
|
||||||
|
id="aa347374-0bfd-437c-b692-784dab52898f"
|
||||||
|
stdout_truncated="true">
|
||||||
|
<![CDATA[tail -c +3072 /root/sia/README.md]]>
|
||||||
|
<stdout>
|
||||||
|
<![CDATA[ar initial reasoning.
|
||||||
|
```xml
|
||||||
|
<delete id="c92d1594-4487-4a42-a153-f0a99da1762f"/>
|
||||||
|
```
|
||||||
|
|
||||||
|
The conversation is kept in context to understand the user's expected response.
|
||||||
|
If the context was near full, it would be summarized and cleaned up.
|
||||||
|
|
||||||
|
The `script` output is also kept in context.
|
||||||
|
If the file was updated often, it could be replaced by a repeated `cat`, like the general info.
|
||||||
|
|
||||||
|
## Working principles
|
||||||
|
|
||||||
|
The main context is regenerated for each iteration.
|
||||||
|
It contains info about the system and previous actions that have not been deleted.
|
||||||
|
Together with the system prompt and available core actions it forms the prompt for the LLM.
|
||||||
|
The LLM responds with one core action.
|
||||||
|
|
||||||
|
### Core Actions
|
||||||
|
|
||||||
|
There are only a few core actions:
|
||||||
|
- Starting a script
|
||||||
|
- Deleting data from context
|
||||||
|
- Stopping SIA
|
||||||
|
- Reading standard input
|
||||||
|
- Writing to standard output
|
||||||
|
- Reasoning
|
||||||
|
|
||||||
|
### Scripts
|
||||||
|
|
||||||
|
Scripts can run in one of 2 modes: single-shot or repeat.
|
||||||
|
Their mode and output (stdout and stderr) stay in the context until they are explicitly removed.
|
||||||
|
In]]>
|
||||||
|
</stdout>
|
||||||
|
<stderr/>
|
||||||
|
</single>
|
||||||
|
<reasoning id="cb3a2d09-0287-4ca0-9bf2-28f90f3a148e">
|
||||||
|
<![CDATA[
|
||||||
|
I have successfully read another part of the README.md file.
|
||||||
|
The file continues to provide an overview of the SIA project, including its purpose and how it operates.
|
||||||
|
I can use the structure of the markdown format to navigate through the file.
|
||||||
|
I will use the `grep` command to find headings and their offset.
|
||||||
|
]]>
|
||||||
|
</reasoning>
|
||||||
|
<single exit_code="0" id="e5067cb3-036a-4bc1-953b-730bef63d9aa">
|
||||||
|
<![CDATA[
|
||||||
|
grep -Eb "^#" /root/sia/README.md
|
||||||
|
]]>
|
||||||
|
<stdout>
|
||||||
|
<![CDATA[0:# SIA - The Self Improving Agent
|
||||||
|
668:## Example
|
||||||
|
832:### Context
|
||||||
|
2323:### Responses
|
||||||
|
3462:## Working principles
|
||||||
|
3759:### Core Actions
|
||||||
|
3953:### Scripts
|
||||||
|
4204:#### Single-shot script
|
||||||
|
4433:#### Repeat script
|
||||||
|
4711:### Use of XML
|
||||||
|
5022:#### XML Data Flow
|
||||||
|
5705:### The SIA process
|
||||||
|
6048:### Server for debuggin and human input
|
||||||
|
6619:## Architecture
|
||||||
|
6885:### Core Components
|
||||||
|
6908:#### Agent Architecture
|
||||||
|
7521:#### Working Memory
|
||||||
|
8059:#### Command Processing
|
||||||
|
8490:#### IO Handling
|
||||||
|
8787:### Processing Flow
|
||||||
|
8810:#### Standard Agent Flow
|
||||||
|
9109:#### Web Agent Flow
|
||||||
|
9472:### Web Interface
|
||||||
|
9600:#### Server-Client Communication
|
||||||
|
9932:#### WebServer Architecture
|
||||||
|
10351:### Diagrams
|
||||||
|
10367:#### Core classes
|
||||||
|
12662:#### Standard Agent Flow
|
||||||
|
13387:#### Web Agent
|
||||||
|
15536:#### Web Agent Flow
|
||||||
|
16522:#### Entry classes
|
||||||
|
18459:#### IO Buffer classes
|
||||||
|
19156:#### Command classes
|
||||||
|
]]>
|
||||||
|
</stdout>
|
||||||
|
<stderr/>
|
||||||
|
</single>
|
||||||
|
<reasoning id="9140a160-c687-4d5d-91c0-cca847d1ce9a">
|
||||||
|
<![CDATA[
|
||||||
|
I have successfully retrieved the headings and their offsets from the README.md file.
|
||||||
|
This will help me navigate through the file more efficiently.
|
||||||
|
The next step is to read the section on "Working principles" to understand the core actions and scripts better.
|
||||||
|
I will use the `tail` command with the appropriate offset and limit to display this full section.
|
||||||
|
]]>
|
||||||
|
</reasoning>
|
||||||
|
<single
|
||||||
|
exit_code="0"
|
||||||
|
id="83bbaded-c55f-4a10-a8f5-e3e97badc842"
|
||||||
|
limit="3157"
|
||||||
|
stdout_truncated="true">
|
||||||
|
<![CDATA[
|
||||||
|
tail -c +3462 /root/sia/README.md
|
||||||
|
]]>
|
||||||
|
<stdout>
|
||||||
|
<![CDATA[
|
||||||
|
## Working principles
|
||||||
|
|
||||||
|
The main context is regenerated for each iteration.
|
||||||
|
It contains info about the system and previous actions that have not been deleted.
|
||||||
|
Together with the system prompt and available core actions it forms the prompt for the LLM.
|
||||||
|
The LLM responds with one core action.
|
||||||
|
|
||||||
|
### Core Actions
|
||||||
|
|
||||||
|
There are only a few core actions:
|
||||||
|
- Starting a script
|
||||||
|
- Deleting data from context
|
||||||
|
- Stopping SIA
|
||||||
|
- Reading standard input
|
||||||
|
- Writing to standard output
|
||||||
|
- Reasoning
|
||||||
|
|
||||||
|
### Scripts
|
||||||
|
|
||||||
|
Scripts can run in one of 2 modes: single-shot or repeat.
|
||||||
|
Their mode and output (stdout and stderr) stay in the context until they are explicitly removed.
|
||||||
|
In this way the agent manages what information is available in the context.
|
||||||
|
|
||||||
|
#### Single-shot script
|
||||||
|
|
||||||
|
The script is executed once.
|
||||||
|
This is useful for most operations e.g. writing to or moving a file or downloading content from the internet.
|
||||||
|
The next iteration starts after the scripts has finished.
|
||||||
|
|
||||||
|
#### Repeat script
|
||||||
|
|
||||||
|
The script is restarted on each iteration.
|
||||||
|
This is useful for monitoring files or the file system.
|
||||||
|
commands like `head` and `tail` can be used to limit the data in context.
|
||||||
|
The next iteration starts after all repeat scripts in context have finished.
|
||||||
|
|
||||||
|
### Use of XML
|
||||||
|
|
||||||
|
The context and actions are formatted as XML.
|
||||||
|
For the context this adds clear rules for escaping.
|
||||||
|
This is usefull in case a previous context is embedded.
|
||||||
|
|
||||||
|
The LLM is free to escape data any way it wants,
|
||||||
|
as long as it results in valid XML.
|
||||||
|
The response is validated against a schema.
|
||||||
|
|
||||||
|
#### XML Data Flow
|
||||||
|
Entries store their content as raw text. During context compilation, the XML formatter
|
||||||
|
wraps text content in CDATA sections, except when the content contains CDATA closing sequences.
|
||||||
|
In those cases, the formatter uses standard XML escaping.
|
||||||
|
|
||||||
|
This separation between storage and formatting:
|
||||||
|
- Keeps entry data clean and unescaped
|
||||||
|
- Centralizes XML formatting rules
|
||||||
|
- Makes it easy to change escaping rules without modifying entries
|
||||||
|
- Allows different formatting for different use cases
|
||||||
|
|
||||||
|
The Context is escaped using CDATA blocks.
|
||||||
|
Except when the data contains CDATA closing sequences.
|
||||||
|
Then the whole block is escaped using standard XML escaping.
|
||||||
|
|
||||||
|
|
||||||
|
### The SIA process
|
||||||
|
|
||||||
|
SIA is typically runs with the `restart.sh` script.
|
||||||
|
This is a simple shell script that runs SIA in a loop.
|
||||||
|
When stopped, SIA restarts and reloads the Python files.
|
||||||
|
This is how SIA can self-update.
|
||||||
|
|
||||||
|
SIA can also run SIA processes as script.
|
||||||
|
This can be used for testing updates to the LLM or core functionality.
|
||||||
|
|
||||||
|
### Server for debuggin and human input
|
||||||
|
|
||||||
|
SIA can be started with an optional `--server` flag.
|
||||||
|
This starts a web server that can be used to interact with SIA.
|
||||||
|
It is made, specifically for reinforcement learning by human feedback.
|
||||||
|
The web interface takes over standard input and output.
|
||||||
|
It will display the context for editing before handing it to the LLM.
|
||||||
|
After each run of the LLM, before parsing, it will display the reasoning and actions.
|
||||||
|
It interactively displays if the actions can be parsed.
|
||||||
|
At any time, the user can write to the standard input of SIA.
|
||||||
|
|
||||||
|
## Architecture
|
||||||
|
|
||||||
|
SIA follows a modular architecture centered around an agent that ]]>
|
||||||
|
</stdout>
|
||||||
|
<stderr/>
|
||||||
|
</single>
|
||||||
|
<reasoning id="094d22fd-dc5d-4842-85f0-5d3bf8cd1a7b">
|
||||||
|
<![CDATA[
|
||||||
|
My context usage is high.
|
||||||
|
This seems like a large task.
|
||||||
|
I will store the user's request in a notes directory.
|
||||||
|
Here I can formulate a plan.
|
||||||
|
I will use the `delete` action to clean up the context as I go.
|
||||||
|
]]>
|
||||||
|
</reasoning>
|
||||||
|
</context></context><response><single>mkdir /root/notes</single></response></iteration>
|
||||||
433
iterations/iteration_20241119_174453_345.xml
Normal file
433
iterations/iteration_20241119_174453_345.xml
Normal file
@@ -0,0 +1,433 @@
|
|||||||
|
<?xml version='1.0' encoding='utf-8'?>
|
||||||
|
<iteration system_prompt_hash="a357171f34284409058700f0d6c20cbb4f4bfe643aff5b12168c5158767f89b4" action_schema_hash="a4cf87f3d53c7b14aab3c96097d8b7bf838e8f77e413d11f51051afbe22fa3a6"><context><context
|
||||||
|
context="77.34"
|
||||||
|
cpu="0"
|
||||||
|
disk_total="1081101176832"
|
||||||
|
disk_used="125096570880"
|
||||||
|
gpu="0"
|
||||||
|
memory_total="16630435840"
|
||||||
|
memory_used="1052110848"
|
||||||
|
stdin="0"
|
||||||
|
time="2024-11-19T17:31:55Z">
|
||||||
|
<read_stdin id="0cd183e6-3db7-4539-8b10-604f97c03a1e">
|
||||||
|
<![CDATA[The SIA source is located in /root/sia. Not all features are implemented yet. Look at the readme and code to find what is missing. Make sure to unit test your work.]]>
|
||||||
|
</read_stdin>
|
||||||
|
<reasoning id="ab67e68c-766f-4602-9237-db99e1f4581c">
|
||||||
|
<![CDATA[
|
||||||
|
|
||||||
|
I have received instructions to look at the SIA source code located in /root/sia.
|
||||||
|
I need to identify what features are missing and ensure that unit tests are implemented for my work.
|
||||||
|
First, I will navigate to the /root/sia directory and list its contents to understand the structure.
|
||||||
|
|
||||||
|
]]>
|
||||||
|
</reasoning>
|
||||||
|
<single
|
||||||
|
exit_code="0"
|
||||||
|
id="e50ee4a4-8adc-496e-80ef-7cc3aaa8fd0b"
|
||||||
|
stdout_truncated="true">
|
||||||
|
<![CDATA[
|
||||||
|
ls -la /root/sia
|
||||||
|
]]>
|
||||||
|
<stdout>
|
||||||
|
<![CDATA[total 200
|
||||||
|
drwxr-xr-x 1 root root 4096 Nov 19 16:07 .
|
||||||
|
drwx------ 1 root root 4096 Nov 19 16:07 ..
|
||||||
|
drwxr-xr-x 2 root root 4096 Oct 31 17:07 .crossnote
|
||||||
|
-rwxr-xr-x 1 root root 14 Nov 4 16:01 .dockerignore
|
||||||
|
drwxr-xr-x 8 root root 4096 Nov 19 16:01 .git
|
||||||
|
-rwxr-xr-x 1 root root 30 Nov 4 16:01 .gitignore
|
||||||
|
-rwxr-xr-x 1 root root 843 Nov 4 14:52 Dockerfile
|
||||||
|
-rwxr-xr-x 1 root root 19975 Nov 19 14:20 README.md
|
||||||
|
drwxr-xr-x 2 root root 4096 Nov 15 16:10 _test
|
||||||
|
-rwxr-xr-x 1 root root 3923 Nov 13 15:56 action_schema.xsd
|
||||||
|
-rwxr-xr-x 1 root root 2064 Nov 6 12:29 claude.sh
|
||||||
|
-rwxr-xr-x 1 root root 85153 Nov 14 13:30 claude.txt
|
||||||
|
-rwxr-xr-x 1 root root 572 Nov 19 14:20 install.sh
|
||||||
|
drwxr-xr-x 2 root root 4096 Nov 19 16:30 iterations
|
||||||
|
-rwxr-xr-x 1 root root 105 Nov 19 14:20 requirements.txt
|
||||||
|
-rwxr-xr-x 1 root root 218 Nov 12 16:26 run.sh
|
||||||
|
drwxr-xr-x 1 root root 4096 Nov 19 16:07 sia
|
||||||
|
drwxr-xr-x 3 root root 4096 Nov 19 16:01 static
|
||||||
|
-rwxr-xr-x 1 root root 4120 Nov 13 16:05 system_prompt.md
|
||||||
|
drwxr-xr-x 2 root root 4096 N]]>
|
||||||
|
</stdout>
|
||||||
|
<stderr/>
|
||||||
|
</single>
|
||||||
|
<reasoning id="206f9da6-b57a-46c3-b698-110b18602aab">
|
||||||
|
<![CDATA[
|
||||||
|
|
||||||
|
I have successfully listed the contents of the /root/sia directory.
|
||||||
|
The directory contains several files and subdirectories, including a README.md file, a Dockerfile, and various scripts.
|
||||||
|
The next step is to read the README.md file to understand the project structure and identify any missing features.
|
||||||
|
I will use the `cat` command to display the contents of the README.md file.
|
||||||
|
|
||||||
|
]]>
|
||||||
|
</reasoning>
|
||||||
|
<single
|
||||||
|
exit_code="0"
|
||||||
|
id="702b5383-e8df-4bb8-a021-d966bbf9e3fb"
|
||||||
|
stdout_truncated="true">
|
||||||
|
<![CDATA[cat /root/sia/README.md]]>
|
||||||
|
<stdout>
|
||||||
|
<![CDATA[# SIA - The Self Improving Agent
|
||||||
|
|
||||||
|
SIA is an agentic artificial intelligence system that autonomously completes complex tasks by writing and executing scripts.
|
||||||
|
It uses a Large Language Model (LLM) which operates in a loop.
|
||||||
|
Each iteration a context is updated with system info and a list of previous reasoning and actions.
|
||||||
|
The agent responds with a new reasoning or an action.
|
||||||
|
Context, reasoning and actions are stored in a file for each iteration.
|
||||||
|
SIA can read past iterations to improve its reasoning and actions.
|
||||||
|
It can improve in two ways:
|
||||||
|
- By finetuning the LLM with a better reasoning or action for a given context
|
||||||
|
- By modifying its own source code
|
||||||
|
|
||||||
|
## Example
|
||||||
|
|
||||||
|
This example shows a typical context with some monitored items and previous actions.
|
||||||
|
Between each of the responses, the context would be updated.
|
||||||
|
|
||||||
|
### Context
|
||||||
|
|
||||||
|
```xml
|
||||||
|
<context
|
||||||
|
time="2024-10-18T12:00:00Z"
|
||||||
|
cpu="12"
|
||||||
|
gpu="26"
|
||||||
|
memory_used="9556302234"
|
||||||
|
memory_total="17179869184"
|
||||||
|
disk_used="244434939904"
|
||||||
|
disk_total="273145991168"
|
||||||
|
context="3"
|
||||||
|
s]]>
|
||||||
|
</stdout>
|
||||||
|
<stderr/>
|
||||||
|
</single>
|
||||||
|
<reasoning id="1e3cc87a-8c0d-4f29-9f0b-89b3825b08e0">
|
||||||
|
<![CDATA[
|
||||||
|
|
||||||
|
I have successfully read the beginning of the README.md file.
|
||||||
|
The file provides an overview of the SIA project, including its purpose and how it operates.
|
||||||
|
The next step is to continue reading the README.md file to understand the project structure and identify any missing features.
|
||||||
|
I will use the `tail` command to display the next part of the README.md file.
|
||||||
|
|
||||||
|
]]>
|
||||||
|
</reasoning>
|
||||||
|
<single
|
||||||
|
exit_code="0"
|
||||||
|
id="394be1d8-3a5c-4794-abf2-771cb2e5e8c0"
|
||||||
|
stdout_truncated="true">
|
||||||
|
<![CDATA[tail -c +1024 /root/sia/README.md]]>
|
||||||
|
<stdout>
|
||||||
|
145991168&quot;
|
||||||
|
context=&quot;3&quot;
|
||||||
|
stdin=&quot;0&quot;
|
||||||
|
/&gt;
|
||||||
|
&lt;repeat id=&quot;a3d89ee5-28ec-4c5a-b9e9-a30af53d43a0&quot; exit_code=&quot;0&quot;&gt;
|
||||||
|
&lt;![CDATA[ls -lah /]]&gt;
|
||||||
|
&lt;stdout&gt;&lt;![CDATA[total 16K
|
||||||
|
drwxr-xr-x 1 sia 1049089 0 Oct 28 13:40 ./
|
||||||
|
drwxr-xr-x 1 sia 1049089 0 Oct 28 13:40 ../
|
||||||
|
drwxr-xr-x 1 sia 1049089 0 Oct 28 13:40 tasks/
|
||||||
|
drwxr-xr-x 1 sia 1049089 0 Oct 28 13:40 user/
|
||||||
|
]]&gt;&lt;/stdout&gt;
|
||||||
|
&lt;stderr/&gt;
|
||||||
|
&lt;/repeat&gt;
|
||||||
|
&lt;repeat id=&quot;be8070f8-dbd2-47ee-a208-defe6fd49ae0&quot; exit_code=&quot;0&quot;&gt;
|
||||||
|
&lt;![CDATA[ls -lah /tasks]]&gt;
|
||||||
|
&lt;stdout&gt;&lt;![CDATA[total 0
|
||||||
|
drwxr-xr-x 1 ngeens 1049089 0 Oct 28 13:40 ./
|
||||||
|
drwxr-xr-x 1 ngeens 1049089 0 Oct 28 13:40 ../
|
||||||
|
]]&gt;&lt;/stdout&gt;
|
||||||
|
&lt;stderr/&gt;
|
||||||
|
&lt;/repeat&gt;
|
||||||
|
&lt;repeat id=&quot;375e1657-8140-456b-bda4-a8690bc4b3fb&quot; exit_code=&quot;0&quot;&gt;
|
||||||
|
&lt;![CDATA[cat /user/general_info.txt]]&gt;
|
||||||
|
&lt;stdout&gt;&lt;![CDATA[Name: John (I don&apos;t know his last name)
|
||||||
|
Location: Somewhere in Belgium
|
||||||
|
]]&gt;&lt;/stdout&gt;
|
||||||
|
&lt;stderr/&gt;
|
||||||
|
&lt;/repeat&gt;
|
||||||
|
&lt;reasoning id=&quot;c92d1594-4487-4a42-a153-f0a99da1762f&quot;&gt;&lt;![CDATA[There is data available on the standard input channel. I have no other runnin
|
||||||
|
</stdout>
|
||||||
|
<stderr/>
|
||||||
|
</single>
|
||||||
|
<reasoning id="7566562e-feeb-4a4a-b8ff-4eaea93f930b">
|
||||||
|
<![CDATA[
|
||||||
|
|
||||||
|
|
||||||
|
I have successfully read the next part of the README.md file.
|
||||||
|
The file continues to provide an overview of the SIA project, including its purpose and how it operates.
|
||||||
|
The next step is to continue reading the README.md file to understand the project structure and identify any missing features.
|
||||||
|
I will use the `tail` command to display the next part of the README.md file.
|
||||||
|
|
||||||
|
|
||||||
|
]]>
|
||||||
|
</reasoning>
|
||||||
|
<single
|
||||||
|
exit_code="0"
|
||||||
|
id="c0ca60ee-05aa-45e8-80f0-fe37c16d0e41"
|
||||||
|
stdout_truncated="true">
|
||||||
|
<![CDATA[tail -c +2048 /root/sia/README.md]]>
|
||||||
|
<stdout>
|
||||||
|
annel. I have no other running tasks to tend to and there is room in the context. I should read the standard input.]]&gt;&lt;/reasoning&gt;
|
||||||
|
&lt;read_stdin id=&quot;5361ad0d-3ed1-4567-9f5a-70f3b462fd8d&quot;&gt;&lt;![CDATA[Remind me to feed the cat tomorrow morning]]&gt;&lt;/read_stdin&gt;
|
||||||
|
&lt;/context&gt;
|
||||||
|
```
|
||||||
|
|
||||||
|
### Responses
|
||||||
|
|
||||||
|
Start by reasoning about the task.
|
||||||
|
```xml
|
||||||
|
&lt;reasoning&gt;
|
||||||
|
John did not specify an exact time.
|
||||||
|
I&apos;ll suggest 9am.
|
||||||
|
He also did not specify how to be reminded.
|
||||||
|
I&apos;ll ask but if he doesn&apos;t respond I&apos;ll assume a text message on standard output is fine.
|
||||||
|
I&apos;ll write down this task in a file so I remember it even on a power failure.
|
||||||
|
&lt;/reasoning&gt;
|
||||||
|
```
|
||||||
|
|
||||||
|
Store important information on disk.
|
||||||
|
```xml
|
||||||
|
&lt;script&gt;&lt;![CDATA[echo &apos;Remind John to feed the cat on 2024-10-18T09:00:00+02:00. Use standard output.&apos; &gt; /tasks/reminder_to_feed_cat.txt]]&gt;&lt;/script&gt;
|
||||||
|
```
|
||||||
|
|
||||||
|
Respond to the user.
|
||||||
|
```xml
|
||||||
|
&lt;write_stdout&gt;I&apos;ll remind you to feed the cat tomorrow morning at 9am. Is a message on the standard output ok?&lt;/write_stdout&gt;
|
||||||
|
```
|
||||||
|
|
||||||
|
Clear initial reasoning.
|
||||||
|
```xml
|
||||||
|
</stdout>
|
||||||
|
<stderr/>
|
||||||
|
</single>
|
||||||
|
<reasoning id="4a92af78-dc3f-42e7-95e6-b1c7a9630013">
|
||||||
|
<![CDATA[
|
||||||
|
I have successfully read the next part of the README.md file.
|
||||||
|
The file continues to provide an overview of the SIA project, including its purpose and how it operates.
|
||||||
|
The next step is to continue reading the README.md file to understand the project structure and identify any missing features.
|
||||||
|
I will use the `tail` command to display the next part of the README.md file.
|
||||||
|
]]>
|
||||||
|
</reasoning>
|
||||||
|
<single
|
||||||
|
exit_code="0"
|
||||||
|
id="aa347374-0bfd-437c-b692-784dab52898f"
|
||||||
|
stdout_truncated="true">
|
||||||
|
<![CDATA[tail -c +3072 /root/sia/README.md]]>
|
||||||
|
<stdout>
|
||||||
|
<![CDATA[ar initial reasoning.
|
||||||
|
```xml
|
||||||
|
<delete id="c92d1594-4487-4a42-a153-f0a99da1762f"/>
|
||||||
|
```
|
||||||
|
|
||||||
|
The conversation is kept in context to understand the user's expected response.
|
||||||
|
If the context was near full, it would be summarized and cleaned up.
|
||||||
|
|
||||||
|
The `script` output is also kept in context.
|
||||||
|
If the file was updated often, it could be replaced by a repeated `cat`, like the general info.
|
||||||
|
|
||||||
|
## Working principles
|
||||||
|
|
||||||
|
The main context is regenerated for each iteration.
|
||||||
|
It contains info about the system and previous actions that have not been deleted.
|
||||||
|
Together with the system prompt and available core actions it forms the prompt for the LLM.
|
||||||
|
The LLM responds with one core action.
|
||||||
|
|
||||||
|
### Core Actions
|
||||||
|
|
||||||
|
There are only a few core actions:
|
||||||
|
- Starting a script
|
||||||
|
- Deleting data from context
|
||||||
|
- Stopping SIA
|
||||||
|
- Reading standard input
|
||||||
|
- Writing to standard output
|
||||||
|
- Reasoning
|
||||||
|
|
||||||
|
### Scripts
|
||||||
|
|
||||||
|
Scripts can run in one of 2 modes: single-shot or repeat.
|
||||||
|
Their mode and output (stdout and stderr) stay in the context until they are explicitly removed.
|
||||||
|
In]]>
|
||||||
|
</stdout>
|
||||||
|
<stderr/>
|
||||||
|
</single>
|
||||||
|
<reasoning id="cb3a2d09-0287-4ca0-9bf2-28f90f3a148e">
|
||||||
|
<![CDATA[
|
||||||
|
I have successfully read another part of the README.md file.
|
||||||
|
The file continues to provide an overview of the SIA project, including its purpose and how it operates.
|
||||||
|
I can use the structure of the markdown format to navigate through the file.
|
||||||
|
I will use the `grep` command to find headings and their offset.
|
||||||
|
]]>
|
||||||
|
</reasoning>
|
||||||
|
<single exit_code="0" id="e5067cb3-036a-4bc1-953b-730bef63d9aa">
|
||||||
|
<![CDATA[
|
||||||
|
grep -Eb "^#" /root/sia/README.md
|
||||||
|
]]>
|
||||||
|
<stdout>
|
||||||
|
<![CDATA[0:# SIA - The Self Improving Agent
|
||||||
|
668:## Example
|
||||||
|
832:### Context
|
||||||
|
2323:### Responses
|
||||||
|
3462:## Working principles
|
||||||
|
3759:### Core Actions
|
||||||
|
3953:### Scripts
|
||||||
|
4204:#### Single-shot script
|
||||||
|
4433:#### Repeat script
|
||||||
|
4711:### Use of XML
|
||||||
|
5022:#### XML Data Flow
|
||||||
|
5705:### The SIA process
|
||||||
|
6048:### Server for debuggin and human input
|
||||||
|
6619:## Architecture
|
||||||
|
6885:### Core Components
|
||||||
|
6908:#### Agent Architecture
|
||||||
|
7521:#### Working Memory
|
||||||
|
8059:#### Command Processing
|
||||||
|
8490:#### IO Handling
|
||||||
|
8787:### Processing Flow
|
||||||
|
8810:#### Standard Agent Flow
|
||||||
|
9109:#### Web Agent Flow
|
||||||
|
9472:### Web Interface
|
||||||
|
9600:#### Server-Client Communication
|
||||||
|
9932:#### WebServer Architecture
|
||||||
|
10351:### Diagrams
|
||||||
|
10367:#### Core classes
|
||||||
|
12662:#### Standard Agent Flow
|
||||||
|
13387:#### Web Agent
|
||||||
|
15536:#### Web Agent Flow
|
||||||
|
16522:#### Entry classes
|
||||||
|
18459:#### IO Buffer classes
|
||||||
|
19156:#### Command classes
|
||||||
|
]]>
|
||||||
|
</stdout>
|
||||||
|
<stderr/>
|
||||||
|
</single>
|
||||||
|
<reasoning id="9140a160-c687-4d5d-91c0-cca847d1ce9a">
|
||||||
|
<![CDATA[
|
||||||
|
I have successfully retrieved the headings and their offsets from the README.md file.
|
||||||
|
This will help me navigate through the file more efficiently.
|
||||||
|
The next step is to read the section on "Working principles" to understand the core actions and scripts better.
|
||||||
|
I will use the `tail` command with the appropriate offset and limit to display this full section.
|
||||||
|
]]>
|
||||||
|
</reasoning>
|
||||||
|
<single
|
||||||
|
exit_code="0"
|
||||||
|
id="83bbaded-c55f-4a10-a8f5-e3e97badc842"
|
||||||
|
limit="3157"
|
||||||
|
stdout_truncated="true">
|
||||||
|
<![CDATA[
|
||||||
|
tail -c +3462 /root/sia/README.md
|
||||||
|
]]>
|
||||||
|
<stdout>
|
||||||
|
<![CDATA[
|
||||||
|
## Working principles
|
||||||
|
|
||||||
|
The main context is regenerated for each iteration.
|
||||||
|
It contains info about the system and previous actions that have not been deleted.
|
||||||
|
Together with the system prompt and available core actions it forms the prompt for the LLM.
|
||||||
|
The LLM responds with one core action.
|
||||||
|
|
||||||
|
### Core Actions
|
||||||
|
|
||||||
|
There are only a few core actions:
|
||||||
|
- Starting a script
|
||||||
|
- Deleting data from context
|
||||||
|
- Stopping SIA
|
||||||
|
- Reading standard input
|
||||||
|
- Writing to standard output
|
||||||
|
- Reasoning
|
||||||
|
|
||||||
|
### Scripts
|
||||||
|
|
||||||
|
Scripts can run in one of 2 modes: single-shot or repeat.
|
||||||
|
Their mode and output (stdout and stderr) stay in the context until they are explicitly removed.
|
||||||
|
In this way the agent manages what information is available in the context.
|
||||||
|
|
||||||
|
#### Single-shot script
|
||||||
|
|
||||||
|
The script is executed once.
|
||||||
|
This is useful for most operations e.g. writing to or moving a file or downloading content from the internet.
|
||||||
|
The next iteration starts after the scripts has finished.
|
||||||
|
|
||||||
|
#### Repeat script
|
||||||
|
|
||||||
|
The script is restarted on each iteration.
|
||||||
|
This is useful for monitoring files or the file system.
|
||||||
|
commands like `head` and `tail` can be used to limit the data in context.
|
||||||
|
The next iteration starts after all repeat scripts in context have finished.
|
||||||
|
|
||||||
|
### Use of XML
|
||||||
|
|
||||||
|
The context and actions are formatted as XML.
|
||||||
|
For the context this adds clear rules for escaping.
|
||||||
|
This is usefull in case a previous context is embedded.
|
||||||
|
|
||||||
|
The LLM is free to escape data any way it wants,
|
||||||
|
as long as it results in valid XML.
|
||||||
|
The response is validated against a schema.
|
||||||
|
|
||||||
|
#### XML Data Flow
|
||||||
|
Entries store their content as raw text. During context compilation, the XML formatter
|
||||||
|
wraps text content in CDATA sections, except when the content contains CDATA closing sequences.
|
||||||
|
In those cases, the formatter uses standard XML escaping.
|
||||||
|
|
||||||
|
This separation between storage and formatting:
|
||||||
|
- Keeps entry data clean and unescaped
|
||||||
|
- Centralizes XML formatting rules
|
||||||
|
- Makes it easy to change escaping rules without modifying entries
|
||||||
|
- Allows different formatting for different use cases
|
||||||
|
|
||||||
|
The Context is escaped using CDATA blocks.
|
||||||
|
Except when the data contains CDATA closing sequences.
|
||||||
|
Then the whole block is escaped using standard XML escaping.
|
||||||
|
|
||||||
|
|
||||||
|
### The SIA process
|
||||||
|
|
||||||
|
SIA is typically runs with the `restart.sh` script.
|
||||||
|
This is a simple shell script that runs SIA in a loop.
|
||||||
|
When stopped, SIA restarts and reloads the Python files.
|
||||||
|
This is how SIA can self-update.
|
||||||
|
|
||||||
|
SIA can also run SIA processes as script.
|
||||||
|
This can be used for testing updates to the LLM or core functionality.
|
||||||
|
|
||||||
|
### Server for debuggin and human input
|
||||||
|
|
||||||
|
SIA can be started with an optional `--server` flag.
|
||||||
|
This starts a web server that can be used to interact with SIA.
|
||||||
|
It is made, specifically for reinforcement learning by human feedback.
|
||||||
|
The web interface takes over standard input and output.
|
||||||
|
It will display the context for editing before handing it to the LLM.
|
||||||
|
After each run of the LLM, before parsing, it will display the reasoning and actions.
|
||||||
|
It interactively displays if the actions can be parsed.
|
||||||
|
At any time, the user can write to the standard input of SIA.
|
||||||
|
|
||||||
|
## Architecture
|
||||||
|
|
||||||
|
SIA follows a modular architecture centered around an agent that ]]>
|
||||||
|
</stdout>
|
||||||
|
<stderr/>
|
||||||
|
</single>
|
||||||
|
<reasoning id="094d22fd-dc5d-4842-85f0-5d3bf8cd1a7b">
|
||||||
|
<![CDATA[
|
||||||
|
My context usage is high.
|
||||||
|
This seems like a large task.
|
||||||
|
I will store the user's request in a notes directory.
|
||||||
|
Here I can formulate a plan.
|
||||||
|
I will use the `delete` action to clean up the context as I go.
|
||||||
|
]]>
|
||||||
|
</reasoning>
|
||||||
|
<single exit_code="0" id="2ae6dc6a-4329-4a26-8a43-35d1434bf7f1">
|
||||||
|
<![CDATA[mkdir /root/notes]]>
|
||||||
|
<stdout/>
|
||||||
|
<stderr/>
|
||||||
|
</single>
|
||||||
|
</context></context><response><single>
|
||||||
|
cat > 'notes/user request.txt' << 'EOF'
|
||||||
|
2024-11-19T17:31:55Z
|
||||||
|
|
||||||
|
The SIA source is located in /root/sia. Not all features are implemented yet. Look at the readme and code to find what is missing. Make sure to unit test your work.
|
||||||
|
EOF
|
||||||
|
</single>
|
||||||
|
</response></iteration>
|
||||||
441
iterations/iteration_20241119_174610_691.xml
Normal file
441
iterations/iteration_20241119_174610_691.xml
Normal file
@@ -0,0 +1,441 @@
|
|||||||
|
<?xml version='1.0' encoding='utf-8'?>
|
||||||
|
<iteration system_prompt_hash="a357171f34284409058700f0d6c20cbb4f4bfe643aff5b12168c5158767f89b4" action_schema_hash="a4cf87f3d53c7b14aab3c96097d8b7bf838e8f77e413d11f51051afbe22fa3a6"><context><context
|
||||||
|
context="79.2"
|
||||||
|
cpu="0"
|
||||||
|
disk_total="1081101176832"
|
||||||
|
disk_used="125140471808"
|
||||||
|
gpu="0"
|
||||||
|
memory_total="16630435840"
|
||||||
|
memory_used="1056399360"
|
||||||
|
stdin="0"
|
||||||
|
time="2024-11-19T17:44:53Z">
|
||||||
|
<read_stdin id="0cd183e6-3db7-4539-8b10-604f97c03a1e">
|
||||||
|
<![CDATA[The SIA source is located in /root/sia. Not all features are implemented yet. Look at the readme and code to find what is missing. Make sure to unit test your work.]]>
|
||||||
|
</read_stdin>
|
||||||
|
<reasoning id="ab67e68c-766f-4602-9237-db99e1f4581c">
|
||||||
|
<![CDATA[
|
||||||
|
|
||||||
|
I have received instructions to look at the SIA source code located in /root/sia.
|
||||||
|
I need to identify what features are missing and ensure that unit tests are implemented for my work.
|
||||||
|
First, I will navigate to the /root/sia directory and list its contents to understand the structure.
|
||||||
|
|
||||||
|
]]>
|
||||||
|
</reasoning>
|
||||||
|
<single
|
||||||
|
exit_code="0"
|
||||||
|
id="e50ee4a4-8adc-496e-80ef-7cc3aaa8fd0b"
|
||||||
|
stdout_truncated="true">
|
||||||
|
<![CDATA[
|
||||||
|
ls -la /root/sia
|
||||||
|
]]>
|
||||||
|
<stdout>
|
||||||
|
<![CDATA[total 200
|
||||||
|
drwxr-xr-x 1 root root 4096 Nov 19 16:07 .
|
||||||
|
drwx------ 1 root root 4096 Nov 19 16:07 ..
|
||||||
|
drwxr-xr-x 2 root root 4096 Oct 31 17:07 .crossnote
|
||||||
|
-rwxr-xr-x 1 root root 14 Nov 4 16:01 .dockerignore
|
||||||
|
drwxr-xr-x 8 root root 4096 Nov 19 16:01 .git
|
||||||
|
-rwxr-xr-x 1 root root 30 Nov 4 16:01 .gitignore
|
||||||
|
-rwxr-xr-x 1 root root 843 Nov 4 14:52 Dockerfile
|
||||||
|
-rwxr-xr-x 1 root root 19975 Nov 19 14:20 README.md
|
||||||
|
drwxr-xr-x 2 root root 4096 Nov 15 16:10 _test
|
||||||
|
-rwxr-xr-x 1 root root 3923 Nov 13 15:56 action_schema.xsd
|
||||||
|
-rwxr-xr-x 1 root root 2064 Nov 6 12:29 claude.sh
|
||||||
|
-rwxr-xr-x 1 root root 85153 Nov 14 13:30 claude.txt
|
||||||
|
-rwxr-xr-x 1 root root 572 Nov 19 14:20 install.sh
|
||||||
|
drwxr-xr-x 2 root root 4096 Nov 19 16:30 iterations
|
||||||
|
-rwxr-xr-x 1 root root 105 Nov 19 14:20 requirements.txt
|
||||||
|
-rwxr-xr-x 1 root root 218 Nov 12 16:26 run.sh
|
||||||
|
drwxr-xr-x 1 root root 4096 Nov 19 16:07 sia
|
||||||
|
drwxr-xr-x 3 root root 4096 Nov 19 16:01 static
|
||||||
|
-rwxr-xr-x 1 root root 4120 Nov 13 16:05 system_prompt.md
|
||||||
|
drwxr-xr-x 2 root root 4096 N]]>
|
||||||
|
</stdout>
|
||||||
|
<stderr/>
|
||||||
|
</single>
|
||||||
|
<reasoning id="206f9da6-b57a-46c3-b698-110b18602aab">
|
||||||
|
<![CDATA[
|
||||||
|
|
||||||
|
I have successfully listed the contents of the /root/sia directory.
|
||||||
|
The directory contains several files and subdirectories, including a README.md file, a Dockerfile, and various scripts.
|
||||||
|
The next step is to read the README.md file to understand the project structure and identify any missing features.
|
||||||
|
I will use the `cat` command to display the contents of the README.md file.
|
||||||
|
|
||||||
|
]]>
|
||||||
|
</reasoning>
|
||||||
|
<single
|
||||||
|
exit_code="0"
|
||||||
|
id="702b5383-e8df-4bb8-a021-d966bbf9e3fb"
|
||||||
|
stdout_truncated="true">
|
||||||
|
<![CDATA[cat /root/sia/README.md]]>
|
||||||
|
<stdout>
|
||||||
|
<![CDATA[# SIA - The Self Improving Agent
|
||||||
|
|
||||||
|
SIA is an agentic artificial intelligence system that autonomously completes complex tasks by writing and executing scripts.
|
||||||
|
It uses a Large Language Model (LLM) which operates in a loop.
|
||||||
|
Each iteration a context is updated with system info and a list of previous reasoning and actions.
|
||||||
|
The agent responds with a new reasoning or an action.
|
||||||
|
Context, reasoning and actions are stored in a file for each iteration.
|
||||||
|
SIA can read past iterations to improve its reasoning and actions.
|
||||||
|
It can improve in two ways:
|
||||||
|
- By finetuning the LLM with a better reasoning or action for a given context
|
||||||
|
- By modifying its own source code
|
||||||
|
|
||||||
|
## Example
|
||||||
|
|
||||||
|
This example shows a typical context with some monitored items and previous actions.
|
||||||
|
Between each of the responses, the context would be updated.
|
||||||
|
|
||||||
|
### Context
|
||||||
|
|
||||||
|
```xml
|
||||||
|
<context
|
||||||
|
time="2024-10-18T12:00:00Z"
|
||||||
|
cpu="12"
|
||||||
|
gpu="26"
|
||||||
|
memory_used="9556302234"
|
||||||
|
memory_total="17179869184"
|
||||||
|
disk_used="244434939904"
|
||||||
|
disk_total="273145991168"
|
||||||
|
context="3"
|
||||||
|
s]]>
|
||||||
|
</stdout>
|
||||||
|
<stderr/>
|
||||||
|
</single>
|
||||||
|
<reasoning id="1e3cc87a-8c0d-4f29-9f0b-89b3825b08e0">
|
||||||
|
<![CDATA[
|
||||||
|
|
||||||
|
I have successfully read the beginning of the README.md file.
|
||||||
|
The file provides an overview of the SIA project, including its purpose and how it operates.
|
||||||
|
The next step is to continue reading the README.md file to understand the project structure and identify any missing features.
|
||||||
|
I will use the `tail` command to display the next part of the README.md file.
|
||||||
|
|
||||||
|
]]>
|
||||||
|
</reasoning>
|
||||||
|
<single
|
||||||
|
exit_code="0"
|
||||||
|
id="394be1d8-3a5c-4794-abf2-771cb2e5e8c0"
|
||||||
|
stdout_truncated="true">
|
||||||
|
<![CDATA[tail -c +1024 /root/sia/README.md]]>
|
||||||
|
<stdout>
|
||||||
|
145991168&quot;
|
||||||
|
context=&quot;3&quot;
|
||||||
|
stdin=&quot;0&quot;
|
||||||
|
/&gt;
|
||||||
|
&lt;repeat id=&quot;a3d89ee5-28ec-4c5a-b9e9-a30af53d43a0&quot; exit_code=&quot;0&quot;&gt;
|
||||||
|
&lt;![CDATA[ls -lah /]]&gt;
|
||||||
|
&lt;stdout&gt;&lt;![CDATA[total 16K
|
||||||
|
drwxr-xr-x 1 sia 1049089 0 Oct 28 13:40 ./
|
||||||
|
drwxr-xr-x 1 sia 1049089 0 Oct 28 13:40 ../
|
||||||
|
drwxr-xr-x 1 sia 1049089 0 Oct 28 13:40 tasks/
|
||||||
|
drwxr-xr-x 1 sia 1049089 0 Oct 28 13:40 user/
|
||||||
|
]]&gt;&lt;/stdout&gt;
|
||||||
|
&lt;stderr/&gt;
|
||||||
|
&lt;/repeat&gt;
|
||||||
|
&lt;repeat id=&quot;be8070f8-dbd2-47ee-a208-defe6fd49ae0&quot; exit_code=&quot;0&quot;&gt;
|
||||||
|
&lt;![CDATA[ls -lah /tasks]]&gt;
|
||||||
|
&lt;stdout&gt;&lt;![CDATA[total 0
|
||||||
|
drwxr-xr-x 1 ngeens 1049089 0 Oct 28 13:40 ./
|
||||||
|
drwxr-xr-x 1 ngeens 1049089 0 Oct 28 13:40 ../
|
||||||
|
]]&gt;&lt;/stdout&gt;
|
||||||
|
&lt;stderr/&gt;
|
||||||
|
&lt;/repeat&gt;
|
||||||
|
&lt;repeat id=&quot;375e1657-8140-456b-bda4-a8690bc4b3fb&quot; exit_code=&quot;0&quot;&gt;
|
||||||
|
&lt;![CDATA[cat /user/general_info.txt]]&gt;
|
||||||
|
&lt;stdout&gt;&lt;![CDATA[Name: John (I don&apos;t know his last name)
|
||||||
|
Location: Somewhere in Belgium
|
||||||
|
]]&gt;&lt;/stdout&gt;
|
||||||
|
&lt;stderr/&gt;
|
||||||
|
&lt;/repeat&gt;
|
||||||
|
&lt;reasoning id=&quot;c92d1594-4487-4a42-a153-f0a99da1762f&quot;&gt;&lt;![CDATA[There is data available on the standard input channel. I have no other runnin
|
||||||
|
</stdout>
|
||||||
|
<stderr/>
|
||||||
|
</single>
|
||||||
|
<reasoning id="7566562e-feeb-4a4a-b8ff-4eaea93f930b">
|
||||||
|
<![CDATA[
|
||||||
|
|
||||||
|
|
||||||
|
I have successfully read the next part of the README.md file.
|
||||||
|
The file continues to provide an overview of the SIA project, including its purpose and how it operates.
|
||||||
|
The next step is to continue reading the README.md file to understand the project structure and identify any missing features.
|
||||||
|
I will use the `tail` command to display the next part of the README.md file.
|
||||||
|
|
||||||
|
|
||||||
|
]]>
|
||||||
|
</reasoning>
|
||||||
|
<single
|
||||||
|
exit_code="0"
|
||||||
|
id="c0ca60ee-05aa-45e8-80f0-fe37c16d0e41"
|
||||||
|
stdout_truncated="true">
|
||||||
|
<![CDATA[tail -c +2048 /root/sia/README.md]]>
|
||||||
|
<stdout>
|
||||||
|
annel. I have no other running tasks to tend to and there is room in the context. I should read the standard input.]]&gt;&lt;/reasoning&gt;
|
||||||
|
&lt;read_stdin id=&quot;5361ad0d-3ed1-4567-9f5a-70f3b462fd8d&quot;&gt;&lt;![CDATA[Remind me to feed the cat tomorrow morning]]&gt;&lt;/read_stdin&gt;
|
||||||
|
&lt;/context&gt;
|
||||||
|
```
|
||||||
|
|
||||||
|
### Responses
|
||||||
|
|
||||||
|
Start by reasoning about the task.
|
||||||
|
```xml
|
||||||
|
&lt;reasoning&gt;
|
||||||
|
John did not specify an exact time.
|
||||||
|
I&apos;ll suggest 9am.
|
||||||
|
He also did not specify how to be reminded.
|
||||||
|
I&apos;ll ask but if he doesn&apos;t respond I&apos;ll assume a text message on standard output is fine.
|
||||||
|
I&apos;ll write down this task in a file so I remember it even on a power failure.
|
||||||
|
&lt;/reasoning&gt;
|
||||||
|
```
|
||||||
|
|
||||||
|
Store important information on disk.
|
||||||
|
```xml
|
||||||
|
&lt;script&gt;&lt;![CDATA[echo &apos;Remind John to feed the cat on 2024-10-18T09:00:00+02:00. Use standard output.&apos; &gt; /tasks/reminder_to_feed_cat.txt]]&gt;&lt;/script&gt;
|
||||||
|
```
|
||||||
|
|
||||||
|
Respond to the user.
|
||||||
|
```xml
|
||||||
|
&lt;write_stdout&gt;I&apos;ll remind you to feed the cat tomorrow morning at 9am. Is a message on the standard output ok?&lt;/write_stdout&gt;
|
||||||
|
```
|
||||||
|
|
||||||
|
Clear initial reasoning.
|
||||||
|
```xml
|
||||||
|
</stdout>
|
||||||
|
<stderr/>
|
||||||
|
</single>
|
||||||
|
<reasoning id="4a92af78-dc3f-42e7-95e6-b1c7a9630013">
|
||||||
|
<![CDATA[
|
||||||
|
I have successfully read the next part of the README.md file.
|
||||||
|
The file continues to provide an overview of the SIA project, including its purpose and how it operates.
|
||||||
|
The next step is to continue reading the README.md file to understand the project structure and identify any missing features.
|
||||||
|
I will use the `tail` command to display the next part of the README.md file.
|
||||||
|
]]>
|
||||||
|
</reasoning>
|
||||||
|
<single
|
||||||
|
exit_code="0"
|
||||||
|
id="aa347374-0bfd-437c-b692-784dab52898f"
|
||||||
|
stdout_truncated="true">
|
||||||
|
<![CDATA[tail -c +3072 /root/sia/README.md]]>
|
||||||
|
<stdout>
|
||||||
|
<![CDATA[ar initial reasoning.
|
||||||
|
```xml
|
||||||
|
<delete id="c92d1594-4487-4a42-a153-f0a99da1762f"/>
|
||||||
|
```
|
||||||
|
|
||||||
|
The conversation is kept in context to understand the user's expected response.
|
||||||
|
If the context was near full, it would be summarized and cleaned up.
|
||||||
|
|
||||||
|
The `script` output is also kept in context.
|
||||||
|
If the file was updated often, it could be replaced by a repeated `cat`, like the general info.
|
||||||
|
|
||||||
|
## Working principles
|
||||||
|
|
||||||
|
The main context is regenerated for each iteration.
|
||||||
|
It contains info about the system and previous actions that have not been deleted.
|
||||||
|
Together with the system prompt and available core actions it forms the prompt for the LLM.
|
||||||
|
The LLM responds with one core action.
|
||||||
|
|
||||||
|
### Core Actions
|
||||||
|
|
||||||
|
There are only a few core actions:
|
||||||
|
- Starting a script
|
||||||
|
- Deleting data from context
|
||||||
|
- Stopping SIA
|
||||||
|
- Reading standard input
|
||||||
|
- Writing to standard output
|
||||||
|
- Reasoning
|
||||||
|
|
||||||
|
### Scripts
|
||||||
|
|
||||||
|
Scripts can run in one of 2 modes: single-shot or repeat.
|
||||||
|
Their mode and output (stdout and stderr) stay in the context until they are explicitly removed.
|
||||||
|
In]]>
|
||||||
|
</stdout>
|
||||||
|
<stderr/>
|
||||||
|
</single>
|
||||||
|
<reasoning id="cb3a2d09-0287-4ca0-9bf2-28f90f3a148e">
|
||||||
|
<![CDATA[
|
||||||
|
I have successfully read another part of the README.md file.
|
||||||
|
The file continues to provide an overview of the SIA project, including its purpose and how it operates.
|
||||||
|
I can use the structure of the markdown format to navigate through the file.
|
||||||
|
I will use the `grep` command to find headings and their offset.
|
||||||
|
]]>
|
||||||
|
</reasoning>
|
||||||
|
<single exit_code="0" id="e5067cb3-036a-4bc1-953b-730bef63d9aa">
|
||||||
|
<![CDATA[
|
||||||
|
grep -Eb "^#" /root/sia/README.md
|
||||||
|
]]>
|
||||||
|
<stdout>
|
||||||
|
<![CDATA[0:# SIA - The Self Improving Agent
|
||||||
|
668:## Example
|
||||||
|
832:### Context
|
||||||
|
2323:### Responses
|
||||||
|
3462:## Working principles
|
||||||
|
3759:### Core Actions
|
||||||
|
3953:### Scripts
|
||||||
|
4204:#### Single-shot script
|
||||||
|
4433:#### Repeat script
|
||||||
|
4711:### Use of XML
|
||||||
|
5022:#### XML Data Flow
|
||||||
|
5705:### The SIA process
|
||||||
|
6048:### Server for debuggin and human input
|
||||||
|
6619:## Architecture
|
||||||
|
6885:### Core Components
|
||||||
|
6908:#### Agent Architecture
|
||||||
|
7521:#### Working Memory
|
||||||
|
8059:#### Command Processing
|
||||||
|
8490:#### IO Handling
|
||||||
|
8787:### Processing Flow
|
||||||
|
8810:#### Standard Agent Flow
|
||||||
|
9109:#### Web Agent Flow
|
||||||
|
9472:### Web Interface
|
||||||
|
9600:#### Server-Client Communication
|
||||||
|
9932:#### WebServer Architecture
|
||||||
|
10351:### Diagrams
|
||||||
|
10367:#### Core classes
|
||||||
|
12662:#### Standard Agent Flow
|
||||||
|
13387:#### Web Agent
|
||||||
|
15536:#### Web Agent Flow
|
||||||
|
16522:#### Entry classes
|
||||||
|
18459:#### IO Buffer classes
|
||||||
|
19156:#### Command classes
|
||||||
|
]]>
|
||||||
|
</stdout>
|
||||||
|
<stderr/>
|
||||||
|
</single>
|
||||||
|
<reasoning id="9140a160-c687-4d5d-91c0-cca847d1ce9a">
|
||||||
|
<![CDATA[
|
||||||
|
I have successfully retrieved the headings and their offsets from the README.md file.
|
||||||
|
This will help me navigate through the file more efficiently.
|
||||||
|
The next step is to read the section on "Working principles" to understand the core actions and scripts better.
|
||||||
|
I will use the `tail` command with the appropriate offset and limit to display this full section.
|
||||||
|
]]>
|
||||||
|
</reasoning>
|
||||||
|
<single
|
||||||
|
exit_code="0"
|
||||||
|
id="83bbaded-c55f-4a10-a8f5-e3e97badc842"
|
||||||
|
limit="3157"
|
||||||
|
stdout_truncated="true">
|
||||||
|
<![CDATA[
|
||||||
|
tail -c +3462 /root/sia/README.md
|
||||||
|
]]>
|
||||||
|
<stdout>
|
||||||
|
<![CDATA[
|
||||||
|
## Working principles
|
||||||
|
|
||||||
|
The main context is regenerated for each iteration.
|
||||||
|
It contains info about the system and previous actions that have not been deleted.
|
||||||
|
Together with the system prompt and available core actions it forms the prompt for the LLM.
|
||||||
|
The LLM responds with one core action.
|
||||||
|
|
||||||
|
### Core Actions
|
||||||
|
|
||||||
|
There are only a few core actions:
|
||||||
|
- Starting a script
|
||||||
|
- Deleting data from context
|
||||||
|
- Stopping SIA
|
||||||
|
- Reading standard input
|
||||||
|
- Writing to standard output
|
||||||
|
- Reasoning
|
||||||
|
|
||||||
|
### Scripts
|
||||||
|
|
||||||
|
Scripts can run in one of 2 modes: single-shot or repeat.
|
||||||
|
Their mode and output (stdout and stderr) stay in the context until they are explicitly removed.
|
||||||
|
In this way the agent manages what information is available in the context.
|
||||||
|
|
||||||
|
#### Single-shot script
|
||||||
|
|
||||||
|
The script is executed once.
|
||||||
|
This is useful for most operations e.g. writing to or moving a file or downloading content from the internet.
|
||||||
|
The next iteration starts after the scripts has finished.
|
||||||
|
|
||||||
|
#### Repeat script
|
||||||
|
|
||||||
|
The script is restarted on each iteration.
|
||||||
|
This is useful for monitoring files or the file system.
|
||||||
|
commands like `head` and `tail` can be used to limit the data in context.
|
||||||
|
The next iteration starts after all repeat scripts in context have finished.
|
||||||
|
|
||||||
|
### Use of XML
|
||||||
|
|
||||||
|
The context and actions are formatted as XML.
|
||||||
|
For the context this adds clear rules for escaping.
|
||||||
|
This is usefull in case a previous context is embedded.
|
||||||
|
|
||||||
|
The LLM is free to escape data any way it wants,
|
||||||
|
as long as it results in valid XML.
|
||||||
|
The response is validated against a schema.
|
||||||
|
|
||||||
|
#### XML Data Flow
|
||||||
|
Entries store their content as raw text. During context compilation, the XML formatter
|
||||||
|
wraps text content in CDATA sections, except when the content contains CDATA closing sequences.
|
||||||
|
In those cases, the formatter uses standard XML escaping.
|
||||||
|
|
||||||
|
This separation between storage and formatting:
|
||||||
|
- Keeps entry data clean and unescaped
|
||||||
|
- Centralizes XML formatting rules
|
||||||
|
- Makes it easy to change escaping rules without modifying entries
|
||||||
|
- Allows different formatting for different use cases
|
||||||
|
|
||||||
|
The Context is escaped using CDATA blocks.
|
||||||
|
Except when the data contains CDATA closing sequences.
|
||||||
|
Then the whole block is escaped using standard XML escaping.
|
||||||
|
|
||||||
|
|
||||||
|
### The SIA process
|
||||||
|
|
||||||
|
SIA is typically runs with the `restart.sh` script.
|
||||||
|
This is a simple shell script that runs SIA in a loop.
|
||||||
|
When stopped, SIA restarts and reloads the Python files.
|
||||||
|
This is how SIA can self-update.
|
||||||
|
|
||||||
|
SIA can also run SIA processes as script.
|
||||||
|
This can be used for testing updates to the LLM or core functionality.
|
||||||
|
|
||||||
|
### Server for debuggin and human input
|
||||||
|
|
||||||
|
SIA can be started with an optional `--server` flag.
|
||||||
|
This starts a web server that can be used to interact with SIA.
|
||||||
|
It is made, specifically for reinforcement learning by human feedback.
|
||||||
|
The web interface takes over standard input and output.
|
||||||
|
It will display the context for editing before handing it to the LLM.
|
||||||
|
After each run of the LLM, before parsing, it will display the reasoning and actions.
|
||||||
|
It interactively displays if the actions can be parsed.
|
||||||
|
At any time, the user can write to the standard input of SIA.
|
||||||
|
|
||||||
|
## Architecture
|
||||||
|
|
||||||
|
SIA follows a modular architecture centered around an agent that ]]>
|
||||||
|
</stdout>
|
||||||
|
<stderr/>
|
||||||
|
</single>
|
||||||
|
<reasoning id="094d22fd-dc5d-4842-85f0-5d3bf8cd1a7b">
|
||||||
|
<![CDATA[
|
||||||
|
My context usage is high.
|
||||||
|
This seems like a large task.
|
||||||
|
I will store the user's request in a notes directory.
|
||||||
|
Here I can formulate a plan.
|
||||||
|
I will use the `delete` action to clean up the context as I go.
|
||||||
|
]]>
|
||||||
|
</reasoning>
|
||||||
|
<single exit_code="0" id="2ae6dc6a-4329-4a26-8a43-35d1434bf7f1">
|
||||||
|
<![CDATA[mkdir /root/notes]]>
|
||||||
|
<stdout/>
|
||||||
|
<stderr/>
|
||||||
|
</single>
|
||||||
|
<parse_error id="d9c46d25-c641-4274-9133-b65c93822b6d">
|
||||||
|
<error>
|
||||||
|
<![CDATA[Single entry requires (only) script content]]>
|
||||||
|
</error>
|
||||||
|
<content>
|
||||||
|
<![CDATA[<single>
|
||||||
|
cat > 'notes/user request.txt' << 'EOF'
|
||||||
|
2024-11-19T17:31:55Z
|
||||||
|
|
||||||
|
The SIA source is located in /root/sia. Not all features are implemented yet. Look at the readme and code to find what is missing. Make sure to unit test your work.
|
||||||
|
EOF
|
||||||
|
</single>
|
||||||
|
]]>
|
||||||
|
</content>
|
||||||
|
</parse_error>
|
||||||
|
</context></context><response><delete id="d9c46d25-c641-4274-9133-b65c93822b6d"/></response></iteration>
|
||||||
432
iterations/iteration_20241119_174711_343.xml
Normal file
432
iterations/iteration_20241119_174711_343.xml
Normal file
@@ -0,0 +1,432 @@
|
|||||||
|
<?xml version='1.0' encoding='utf-8'?>
|
||||||
|
<iteration system_prompt_hash="a357171f34284409058700f0d6c20cbb4f4bfe643aff5b12168c5158767f89b4" action_schema_hash="a4cf87f3d53c7b14aab3c96097d8b7bf838e8f77e413d11f51051afbe22fa3a6"><context><context
|
||||||
|
context="77.34"
|
||||||
|
cpu="0"
|
||||||
|
disk_total="1081101176832"
|
||||||
|
disk_used="125140480000"
|
||||||
|
gpu="0"
|
||||||
|
memory_total="16630435840"
|
||||||
|
memory_used="1034452992"
|
||||||
|
stdin="0"
|
||||||
|
time="2024-11-19T17:46:10Z">
|
||||||
|
<read_stdin id="0cd183e6-3db7-4539-8b10-604f97c03a1e">
|
||||||
|
<![CDATA[The SIA source is located in /root/sia. Not all features are implemented yet. Look at the readme and code to find what is missing. Make sure to unit test your work.]]>
|
||||||
|
</read_stdin>
|
||||||
|
<reasoning id="ab67e68c-766f-4602-9237-db99e1f4581c">
|
||||||
|
<![CDATA[
|
||||||
|
|
||||||
|
I have received instructions to look at the SIA source code located in /root/sia.
|
||||||
|
I need to identify what features are missing and ensure that unit tests are implemented for my work.
|
||||||
|
First, I will navigate to the /root/sia directory and list its contents to understand the structure.
|
||||||
|
|
||||||
|
]]>
|
||||||
|
</reasoning>
|
||||||
|
<single
|
||||||
|
exit_code="0"
|
||||||
|
id="e50ee4a4-8adc-496e-80ef-7cc3aaa8fd0b"
|
||||||
|
stdout_truncated="true">
|
||||||
|
<![CDATA[
|
||||||
|
ls -la /root/sia
|
||||||
|
]]>
|
||||||
|
<stdout>
|
||||||
|
<![CDATA[total 200
|
||||||
|
drwxr-xr-x 1 root root 4096 Nov 19 16:07 .
|
||||||
|
drwx------ 1 root root 4096 Nov 19 16:07 ..
|
||||||
|
drwxr-xr-x 2 root root 4096 Oct 31 17:07 .crossnote
|
||||||
|
-rwxr-xr-x 1 root root 14 Nov 4 16:01 .dockerignore
|
||||||
|
drwxr-xr-x 8 root root 4096 Nov 19 16:01 .git
|
||||||
|
-rwxr-xr-x 1 root root 30 Nov 4 16:01 .gitignore
|
||||||
|
-rwxr-xr-x 1 root root 843 Nov 4 14:52 Dockerfile
|
||||||
|
-rwxr-xr-x 1 root root 19975 Nov 19 14:20 README.md
|
||||||
|
drwxr-xr-x 2 root root 4096 Nov 15 16:10 _test
|
||||||
|
-rwxr-xr-x 1 root root 3923 Nov 13 15:56 action_schema.xsd
|
||||||
|
-rwxr-xr-x 1 root root 2064 Nov 6 12:29 claude.sh
|
||||||
|
-rwxr-xr-x 1 root root 85153 Nov 14 13:30 claude.txt
|
||||||
|
-rwxr-xr-x 1 root root 572 Nov 19 14:20 install.sh
|
||||||
|
drwxr-xr-x 2 root root 4096 Nov 19 16:30 iterations
|
||||||
|
-rwxr-xr-x 1 root root 105 Nov 19 14:20 requirements.txt
|
||||||
|
-rwxr-xr-x 1 root root 218 Nov 12 16:26 run.sh
|
||||||
|
drwxr-xr-x 1 root root 4096 Nov 19 16:07 sia
|
||||||
|
drwxr-xr-x 3 root root 4096 Nov 19 16:01 static
|
||||||
|
-rwxr-xr-x 1 root root 4120 Nov 13 16:05 system_prompt.md
|
||||||
|
drwxr-xr-x 2 root root 4096 N]]>
|
||||||
|
</stdout>
|
||||||
|
<stderr/>
|
||||||
|
</single>
|
||||||
|
<reasoning id="206f9da6-b57a-46c3-b698-110b18602aab">
|
||||||
|
<![CDATA[
|
||||||
|
|
||||||
|
I have successfully listed the contents of the /root/sia directory.
|
||||||
|
The directory contains several files and subdirectories, including a README.md file, a Dockerfile, and various scripts.
|
||||||
|
The next step is to read the README.md file to understand the project structure and identify any missing features.
|
||||||
|
I will use the `cat` command to display the contents of the README.md file.
|
||||||
|
|
||||||
|
]]>
|
||||||
|
</reasoning>
|
||||||
|
<single
|
||||||
|
exit_code="0"
|
||||||
|
id="702b5383-e8df-4bb8-a021-d966bbf9e3fb"
|
||||||
|
stdout_truncated="true">
|
||||||
|
<![CDATA[cat /root/sia/README.md]]>
|
||||||
|
<stdout>
|
||||||
|
<![CDATA[# SIA - The Self Improving Agent
|
||||||
|
|
||||||
|
SIA is an agentic artificial intelligence system that autonomously completes complex tasks by writing and executing scripts.
|
||||||
|
It uses a Large Language Model (LLM) which operates in a loop.
|
||||||
|
Each iteration a context is updated with system info and a list of previous reasoning and actions.
|
||||||
|
The agent responds with a new reasoning or an action.
|
||||||
|
Context, reasoning and actions are stored in a file for each iteration.
|
||||||
|
SIA can read past iterations to improve its reasoning and actions.
|
||||||
|
It can improve in two ways:
|
||||||
|
- By finetuning the LLM with a better reasoning or action for a given context
|
||||||
|
- By modifying its own source code
|
||||||
|
|
||||||
|
## Example
|
||||||
|
|
||||||
|
This example shows a typical context with some monitored items and previous actions.
|
||||||
|
Between each of the responses, the context would be updated.
|
||||||
|
|
||||||
|
### Context
|
||||||
|
|
||||||
|
```xml
|
||||||
|
<context
|
||||||
|
time="2024-10-18T12:00:00Z"
|
||||||
|
cpu="12"
|
||||||
|
gpu="26"
|
||||||
|
memory_used="9556302234"
|
||||||
|
memory_total="17179869184"
|
||||||
|
disk_used="244434939904"
|
||||||
|
disk_total="273145991168"
|
||||||
|
context="3"
|
||||||
|
s]]>
|
||||||
|
</stdout>
|
||||||
|
<stderr/>
|
||||||
|
</single>
|
||||||
|
<reasoning id="1e3cc87a-8c0d-4f29-9f0b-89b3825b08e0">
|
||||||
|
<![CDATA[
|
||||||
|
|
||||||
|
I have successfully read the beginning of the README.md file.
|
||||||
|
The file provides an overview of the SIA project, including its purpose and how it operates.
|
||||||
|
The next step is to continue reading the README.md file to understand the project structure and identify any missing features.
|
||||||
|
I will use the `tail` command to display the next part of the README.md file.
|
||||||
|
|
||||||
|
]]>
|
||||||
|
</reasoning>
|
||||||
|
<single
|
||||||
|
exit_code="0"
|
||||||
|
id="394be1d8-3a5c-4794-abf2-771cb2e5e8c0"
|
||||||
|
stdout_truncated="true">
|
||||||
|
<![CDATA[tail -c +1024 /root/sia/README.md]]>
|
||||||
|
<stdout>
|
||||||
|
145991168&quot;
|
||||||
|
context=&quot;3&quot;
|
||||||
|
stdin=&quot;0&quot;
|
||||||
|
/&gt;
|
||||||
|
&lt;repeat id=&quot;a3d89ee5-28ec-4c5a-b9e9-a30af53d43a0&quot; exit_code=&quot;0&quot;&gt;
|
||||||
|
&lt;![CDATA[ls -lah /]]&gt;
|
||||||
|
&lt;stdout&gt;&lt;![CDATA[total 16K
|
||||||
|
drwxr-xr-x 1 sia 1049089 0 Oct 28 13:40 ./
|
||||||
|
drwxr-xr-x 1 sia 1049089 0 Oct 28 13:40 ../
|
||||||
|
drwxr-xr-x 1 sia 1049089 0 Oct 28 13:40 tasks/
|
||||||
|
drwxr-xr-x 1 sia 1049089 0 Oct 28 13:40 user/
|
||||||
|
]]&gt;&lt;/stdout&gt;
|
||||||
|
&lt;stderr/&gt;
|
||||||
|
&lt;/repeat&gt;
|
||||||
|
&lt;repeat id=&quot;be8070f8-dbd2-47ee-a208-defe6fd49ae0&quot; exit_code=&quot;0&quot;&gt;
|
||||||
|
&lt;![CDATA[ls -lah /tasks]]&gt;
|
||||||
|
&lt;stdout&gt;&lt;![CDATA[total 0
|
||||||
|
drwxr-xr-x 1 ngeens 1049089 0 Oct 28 13:40 ./
|
||||||
|
drwxr-xr-x 1 ngeens 1049089 0 Oct 28 13:40 ../
|
||||||
|
]]&gt;&lt;/stdout&gt;
|
||||||
|
&lt;stderr/&gt;
|
||||||
|
&lt;/repeat&gt;
|
||||||
|
&lt;repeat id=&quot;375e1657-8140-456b-bda4-a8690bc4b3fb&quot; exit_code=&quot;0&quot;&gt;
|
||||||
|
&lt;![CDATA[cat /user/general_info.txt]]&gt;
|
||||||
|
&lt;stdout&gt;&lt;![CDATA[Name: John (I don&apos;t know his last name)
|
||||||
|
Location: Somewhere in Belgium
|
||||||
|
]]&gt;&lt;/stdout&gt;
|
||||||
|
&lt;stderr/&gt;
|
||||||
|
&lt;/repeat&gt;
|
||||||
|
&lt;reasoning id=&quot;c92d1594-4487-4a42-a153-f0a99da1762f&quot;&gt;&lt;![CDATA[There is data available on the standard input channel. I have no other runnin
|
||||||
|
</stdout>
|
||||||
|
<stderr/>
|
||||||
|
</single>
|
||||||
|
<reasoning id="7566562e-feeb-4a4a-b8ff-4eaea93f930b">
|
||||||
|
<![CDATA[
|
||||||
|
|
||||||
|
|
||||||
|
I have successfully read the next part of the README.md file.
|
||||||
|
The file continues to provide an overview of the SIA project, including its purpose and how it operates.
|
||||||
|
The next step is to continue reading the README.md file to understand the project structure and identify any missing features.
|
||||||
|
I will use the `tail` command to display the next part of the README.md file.
|
||||||
|
|
||||||
|
|
||||||
|
]]>
|
||||||
|
</reasoning>
|
||||||
|
<single
|
||||||
|
exit_code="0"
|
||||||
|
id="c0ca60ee-05aa-45e8-80f0-fe37c16d0e41"
|
||||||
|
stdout_truncated="true">
|
||||||
|
<![CDATA[tail -c +2048 /root/sia/README.md]]>
|
||||||
|
<stdout>
|
||||||
|
annel. I have no other running tasks to tend to and there is room in the context. I should read the standard input.]]&gt;&lt;/reasoning&gt;
|
||||||
|
&lt;read_stdin id=&quot;5361ad0d-3ed1-4567-9f5a-70f3b462fd8d&quot;&gt;&lt;![CDATA[Remind me to feed the cat tomorrow morning]]&gt;&lt;/read_stdin&gt;
|
||||||
|
&lt;/context&gt;
|
||||||
|
```
|
||||||
|
|
||||||
|
### Responses
|
||||||
|
|
||||||
|
Start by reasoning about the task.
|
||||||
|
```xml
|
||||||
|
&lt;reasoning&gt;
|
||||||
|
John did not specify an exact time.
|
||||||
|
I&apos;ll suggest 9am.
|
||||||
|
He also did not specify how to be reminded.
|
||||||
|
I&apos;ll ask but if he doesn&apos;t respond I&apos;ll assume a text message on standard output is fine.
|
||||||
|
I&apos;ll write down this task in a file so I remember it even on a power failure.
|
||||||
|
&lt;/reasoning&gt;
|
||||||
|
```
|
||||||
|
|
||||||
|
Store important information on disk.
|
||||||
|
```xml
|
||||||
|
&lt;script&gt;&lt;![CDATA[echo &apos;Remind John to feed the cat on 2024-10-18T09:00:00+02:00. Use standard output.&apos; &gt; /tasks/reminder_to_feed_cat.txt]]&gt;&lt;/script&gt;
|
||||||
|
```
|
||||||
|
|
||||||
|
Respond to the user.
|
||||||
|
```xml
|
||||||
|
&lt;write_stdout&gt;I&apos;ll remind you to feed the cat tomorrow morning at 9am. Is a message on the standard output ok?&lt;/write_stdout&gt;
|
||||||
|
```
|
||||||
|
|
||||||
|
Clear initial reasoning.
|
||||||
|
```xml
|
||||||
|
</stdout>
|
||||||
|
<stderr/>
|
||||||
|
</single>
|
||||||
|
<reasoning id="4a92af78-dc3f-42e7-95e6-b1c7a9630013">
|
||||||
|
<![CDATA[
|
||||||
|
I have successfully read the next part of the README.md file.
|
||||||
|
The file continues to provide an overview of the SIA project, including its purpose and how it operates.
|
||||||
|
The next step is to continue reading the README.md file to understand the project structure and identify any missing features.
|
||||||
|
I will use the `tail` command to display the next part of the README.md file.
|
||||||
|
]]>
|
||||||
|
</reasoning>
|
||||||
|
<single
|
||||||
|
exit_code="0"
|
||||||
|
id="aa347374-0bfd-437c-b692-784dab52898f"
|
||||||
|
stdout_truncated="true">
|
||||||
|
<![CDATA[tail -c +3072 /root/sia/README.md]]>
|
||||||
|
<stdout>
|
||||||
|
<![CDATA[ar initial reasoning.
|
||||||
|
```xml
|
||||||
|
<delete id="c92d1594-4487-4a42-a153-f0a99da1762f"/>
|
||||||
|
```
|
||||||
|
|
||||||
|
The conversation is kept in context to understand the user's expected response.
|
||||||
|
If the context was near full, it would be summarized and cleaned up.
|
||||||
|
|
||||||
|
The `script` output is also kept in context.
|
||||||
|
If the file was updated often, it could be replaced by a repeated `cat`, like the general info.
|
||||||
|
|
||||||
|
## Working principles
|
||||||
|
|
||||||
|
The main context is regenerated for each iteration.
|
||||||
|
It contains info about the system and previous actions that have not been deleted.
|
||||||
|
Together with the system prompt and available core actions it forms the prompt for the LLM.
|
||||||
|
The LLM responds with one core action.
|
||||||
|
|
||||||
|
### Core Actions
|
||||||
|
|
||||||
|
There are only a few core actions:
|
||||||
|
- Starting a script
|
||||||
|
- Deleting data from context
|
||||||
|
- Stopping SIA
|
||||||
|
- Reading standard input
|
||||||
|
- Writing to standard output
|
||||||
|
- Reasoning
|
||||||
|
|
||||||
|
### Scripts
|
||||||
|
|
||||||
|
Scripts can run in one of 2 modes: single-shot or repeat.
|
||||||
|
Their mode and output (stdout and stderr) stay in the context until they are explicitly removed.
|
||||||
|
In]]>
|
||||||
|
</stdout>
|
||||||
|
<stderr/>
|
||||||
|
</single>
|
||||||
|
<reasoning id="cb3a2d09-0287-4ca0-9bf2-28f90f3a148e">
|
||||||
|
<![CDATA[
|
||||||
|
I have successfully read another part of the README.md file.
|
||||||
|
The file continues to provide an overview of the SIA project, including its purpose and how it operates.
|
||||||
|
I can use the structure of the markdown format to navigate through the file.
|
||||||
|
I will use the `grep` command to find headings and their offset.
|
||||||
|
]]>
|
||||||
|
</reasoning>
|
||||||
|
<single exit_code="0" id="e5067cb3-036a-4bc1-953b-730bef63d9aa">
|
||||||
|
<![CDATA[
|
||||||
|
grep -Eb "^#" /root/sia/README.md
|
||||||
|
]]>
|
||||||
|
<stdout>
|
||||||
|
<![CDATA[0:# SIA - The Self Improving Agent
|
||||||
|
668:## Example
|
||||||
|
832:### Context
|
||||||
|
2323:### Responses
|
||||||
|
3462:## Working principles
|
||||||
|
3759:### Core Actions
|
||||||
|
3953:### Scripts
|
||||||
|
4204:#### Single-shot script
|
||||||
|
4433:#### Repeat script
|
||||||
|
4711:### Use of XML
|
||||||
|
5022:#### XML Data Flow
|
||||||
|
5705:### The SIA process
|
||||||
|
6048:### Server for debuggin and human input
|
||||||
|
6619:## Architecture
|
||||||
|
6885:### Core Components
|
||||||
|
6908:#### Agent Architecture
|
||||||
|
7521:#### Working Memory
|
||||||
|
8059:#### Command Processing
|
||||||
|
8490:#### IO Handling
|
||||||
|
8787:### Processing Flow
|
||||||
|
8810:#### Standard Agent Flow
|
||||||
|
9109:#### Web Agent Flow
|
||||||
|
9472:### Web Interface
|
||||||
|
9600:#### Server-Client Communication
|
||||||
|
9932:#### WebServer Architecture
|
||||||
|
10351:### Diagrams
|
||||||
|
10367:#### Core classes
|
||||||
|
12662:#### Standard Agent Flow
|
||||||
|
13387:#### Web Agent
|
||||||
|
15536:#### Web Agent Flow
|
||||||
|
16522:#### Entry classes
|
||||||
|
18459:#### IO Buffer classes
|
||||||
|
19156:#### Command classes
|
||||||
|
]]>
|
||||||
|
</stdout>
|
||||||
|
<stderr/>
|
||||||
|
</single>
|
||||||
|
<reasoning id="9140a160-c687-4d5d-91c0-cca847d1ce9a">
|
||||||
|
<![CDATA[
|
||||||
|
I have successfully retrieved the headings and their offsets from the README.md file.
|
||||||
|
This will help me navigate through the file more efficiently.
|
||||||
|
The next step is to read the section on "Working principles" to understand the core actions and scripts better.
|
||||||
|
I will use the `tail` command with the appropriate offset and limit to display this full section.
|
||||||
|
]]>
|
||||||
|
</reasoning>
|
||||||
|
<single
|
||||||
|
exit_code="0"
|
||||||
|
id="83bbaded-c55f-4a10-a8f5-e3e97badc842"
|
||||||
|
limit="3157"
|
||||||
|
stdout_truncated="true">
|
||||||
|
<![CDATA[
|
||||||
|
tail -c +3462 /root/sia/README.md
|
||||||
|
]]>
|
||||||
|
<stdout>
|
||||||
|
<![CDATA[
|
||||||
|
## Working principles
|
||||||
|
|
||||||
|
The main context is regenerated for each iteration.
|
||||||
|
It contains info about the system and previous actions that have not been deleted.
|
||||||
|
Together with the system prompt and available core actions it forms the prompt for the LLM.
|
||||||
|
The LLM responds with one core action.
|
||||||
|
|
||||||
|
### Core Actions
|
||||||
|
|
||||||
|
There are only a few core actions:
|
||||||
|
- Starting a script
|
||||||
|
- Deleting data from context
|
||||||
|
- Stopping SIA
|
||||||
|
- Reading standard input
|
||||||
|
- Writing to standard output
|
||||||
|
- Reasoning
|
||||||
|
|
||||||
|
### Scripts
|
||||||
|
|
||||||
|
Scripts can run in one of 2 modes: single-shot or repeat.
|
||||||
|
Their mode and output (stdout and stderr) stay in the context until they are explicitly removed.
|
||||||
|
In this way the agent manages what information is available in the context.
|
||||||
|
|
||||||
|
#### Single-shot script
|
||||||
|
|
||||||
|
The script is executed once.
|
||||||
|
This is useful for most operations e.g. writing to or moving a file or downloading content from the internet.
|
||||||
|
The next iteration starts after the scripts has finished.
|
||||||
|
|
||||||
|
#### Repeat script
|
||||||
|
|
||||||
|
The script is restarted on each iteration.
|
||||||
|
This is useful for monitoring files or the file system.
|
||||||
|
commands like `head` and `tail` can be used to limit the data in context.
|
||||||
|
The next iteration starts after all repeat scripts in context have finished.
|
||||||
|
|
||||||
|
### Use of XML
|
||||||
|
|
||||||
|
The context and actions are formatted as XML.
|
||||||
|
For the context this adds clear rules for escaping.
|
||||||
|
This is usefull in case a previous context is embedded.
|
||||||
|
|
||||||
|
The LLM is free to escape data any way it wants,
|
||||||
|
as long as it results in valid XML.
|
||||||
|
The response is validated against a schema.
|
||||||
|
|
||||||
|
#### XML Data Flow
|
||||||
|
Entries store their content as raw text. During context compilation, the XML formatter
|
||||||
|
wraps text content in CDATA sections, except when the content contains CDATA closing sequences.
|
||||||
|
In those cases, the formatter uses standard XML escaping.
|
||||||
|
|
||||||
|
This separation between storage and formatting:
|
||||||
|
- Keeps entry data clean and unescaped
|
||||||
|
- Centralizes XML formatting rules
|
||||||
|
- Makes it easy to change escaping rules without modifying entries
|
||||||
|
- Allows different formatting for different use cases
|
||||||
|
|
||||||
|
The Context is escaped using CDATA blocks.
|
||||||
|
Except when the data contains CDATA closing sequences.
|
||||||
|
Then the whole block is escaped using standard XML escaping.
|
||||||
|
|
||||||
|
|
||||||
|
### The SIA process
|
||||||
|
|
||||||
|
SIA is typically runs with the `restart.sh` script.
|
||||||
|
This is a simple shell script that runs SIA in a loop.
|
||||||
|
When stopped, SIA restarts and reloads the Python files.
|
||||||
|
This is how SIA can self-update.
|
||||||
|
|
||||||
|
SIA can also run SIA processes as script.
|
||||||
|
This can be used for testing updates to the LLM or core functionality.
|
||||||
|
|
||||||
|
### Server for debuggin and human input
|
||||||
|
|
||||||
|
SIA can be started with an optional `--server` flag.
|
||||||
|
This starts a web server that can be used to interact with SIA.
|
||||||
|
It is made, specifically for reinforcement learning by human feedback.
|
||||||
|
The web interface takes over standard input and output.
|
||||||
|
It will display the context for editing before handing it to the LLM.
|
||||||
|
After each run of the LLM, before parsing, it will display the reasoning and actions.
|
||||||
|
It interactively displays if the actions can be parsed.
|
||||||
|
At any time, the user can write to the standard input of SIA.
|
||||||
|
|
||||||
|
## Architecture
|
||||||
|
|
||||||
|
SIA follows a modular architecture centered around an agent that ]]>
|
||||||
|
</stdout>
|
||||||
|
<stderr/>
|
||||||
|
</single>
|
||||||
|
<reasoning id="094d22fd-dc5d-4842-85f0-5d3bf8cd1a7b">
|
||||||
|
<![CDATA[
|
||||||
|
My context usage is high.
|
||||||
|
This seems like a large task.
|
||||||
|
I will store the user's request in a notes directory.
|
||||||
|
Here I can formulate a plan.
|
||||||
|
I will use the `delete` action to clean up the context as I go.
|
||||||
|
]]>
|
||||||
|
</reasoning>
|
||||||
|
<single exit_code="0" id="2ae6dc6a-4329-4a26-8a43-35d1434bf7f1">
|
||||||
|
<![CDATA[mkdir /root/notes]]>
|
||||||
|
<stdout/>
|
||||||
|
<stderr/>
|
||||||
|
</single>
|
||||||
|
</context></context><response><single>
|
||||||
|
<![CDATA[cat > 'notes/user request.txt' << 'EOF'
|
||||||
|
2024-11-19T17:31:55Z
|
||||||
|
|
||||||
|
The SIA source is located in /root/sia. Not all features are implemented yet. Look at the readme and code to find what is missing. Make sure to unit test your work.
|
||||||
|
EOF]]>
|
||||||
|
</single></response></iteration>
|
||||||
440
iterations/iteration_20241119_174830_664.xml
Normal file
440
iterations/iteration_20241119_174830_664.xml
Normal file
@@ -0,0 +1,440 @@
|
|||||||
|
<?xml version='1.0' encoding='utf-8'?>
|
||||||
|
<iteration system_prompt_hash="a357171f34284409058700f0d6c20cbb4f4bfe643aff5b12168c5158767f89b4" action_schema_hash="a4cf87f3d53c7b14aab3c96097d8b7bf838e8f77e413d11f51051afbe22fa3a6"><context><context
|
||||||
|
context="79.24"
|
||||||
|
cpu="0"
|
||||||
|
disk_total="1081101176832"
|
||||||
|
disk_used="125140500480"
|
||||||
|
gpu="0"
|
||||||
|
memory_total="16630435840"
|
||||||
|
memory_used="1039036416"
|
||||||
|
stdin="0"
|
||||||
|
time="2024-11-19T17:47:11Z">
|
||||||
|
<read_stdin id="0cd183e6-3db7-4539-8b10-604f97c03a1e">
|
||||||
|
<![CDATA[The SIA source is located in /root/sia. Not all features are implemented yet. Look at the readme and code to find what is missing. Make sure to unit test your work.]]>
|
||||||
|
</read_stdin>
|
||||||
|
<reasoning id="ab67e68c-766f-4602-9237-db99e1f4581c">
|
||||||
|
<![CDATA[
|
||||||
|
|
||||||
|
I have received instructions to look at the SIA source code located in /root/sia.
|
||||||
|
I need to identify what features are missing and ensure that unit tests are implemented for my work.
|
||||||
|
First, I will navigate to the /root/sia directory and list its contents to understand the structure.
|
||||||
|
|
||||||
|
]]>
|
||||||
|
</reasoning>
|
||||||
|
<single
|
||||||
|
exit_code="0"
|
||||||
|
id="e50ee4a4-8adc-496e-80ef-7cc3aaa8fd0b"
|
||||||
|
stdout_truncated="true">
|
||||||
|
<![CDATA[
|
||||||
|
ls -la /root/sia
|
||||||
|
]]>
|
||||||
|
<stdout>
|
||||||
|
<![CDATA[total 200
|
||||||
|
drwxr-xr-x 1 root root 4096 Nov 19 16:07 .
|
||||||
|
drwx------ 1 root root 4096 Nov 19 16:07 ..
|
||||||
|
drwxr-xr-x 2 root root 4096 Oct 31 17:07 .crossnote
|
||||||
|
-rwxr-xr-x 1 root root 14 Nov 4 16:01 .dockerignore
|
||||||
|
drwxr-xr-x 8 root root 4096 Nov 19 16:01 .git
|
||||||
|
-rwxr-xr-x 1 root root 30 Nov 4 16:01 .gitignore
|
||||||
|
-rwxr-xr-x 1 root root 843 Nov 4 14:52 Dockerfile
|
||||||
|
-rwxr-xr-x 1 root root 19975 Nov 19 14:20 README.md
|
||||||
|
drwxr-xr-x 2 root root 4096 Nov 15 16:10 _test
|
||||||
|
-rwxr-xr-x 1 root root 3923 Nov 13 15:56 action_schema.xsd
|
||||||
|
-rwxr-xr-x 1 root root 2064 Nov 6 12:29 claude.sh
|
||||||
|
-rwxr-xr-x 1 root root 85153 Nov 14 13:30 claude.txt
|
||||||
|
-rwxr-xr-x 1 root root 572 Nov 19 14:20 install.sh
|
||||||
|
drwxr-xr-x 2 root root 4096 Nov 19 16:30 iterations
|
||||||
|
-rwxr-xr-x 1 root root 105 Nov 19 14:20 requirements.txt
|
||||||
|
-rwxr-xr-x 1 root root 218 Nov 12 16:26 run.sh
|
||||||
|
drwxr-xr-x 1 root root 4096 Nov 19 16:07 sia
|
||||||
|
drwxr-xr-x 3 root root 4096 Nov 19 16:01 static
|
||||||
|
-rwxr-xr-x 1 root root 4120 Nov 13 16:05 system_prompt.md
|
||||||
|
drwxr-xr-x 2 root root 4096 N]]>
|
||||||
|
</stdout>
|
||||||
|
<stderr/>
|
||||||
|
</single>
|
||||||
|
<reasoning id="206f9da6-b57a-46c3-b698-110b18602aab">
|
||||||
|
<![CDATA[
|
||||||
|
|
||||||
|
I have successfully listed the contents of the /root/sia directory.
|
||||||
|
The directory contains several files and subdirectories, including a README.md file, a Dockerfile, and various scripts.
|
||||||
|
The next step is to read the README.md file to understand the project structure and identify any missing features.
|
||||||
|
I will use the `cat` command to display the contents of the README.md file.
|
||||||
|
|
||||||
|
]]>
|
||||||
|
</reasoning>
|
||||||
|
<single
|
||||||
|
exit_code="0"
|
||||||
|
id="702b5383-e8df-4bb8-a021-d966bbf9e3fb"
|
||||||
|
stdout_truncated="true">
|
||||||
|
<![CDATA[cat /root/sia/README.md]]>
|
||||||
|
<stdout>
|
||||||
|
<![CDATA[# SIA - The Self Improving Agent
|
||||||
|
|
||||||
|
SIA is an agentic artificial intelligence system that autonomously completes complex tasks by writing and executing scripts.
|
||||||
|
It uses a Large Language Model (LLM) which operates in a loop.
|
||||||
|
Each iteration a context is updated with system info and a list of previous reasoning and actions.
|
||||||
|
The agent responds with a new reasoning or an action.
|
||||||
|
Context, reasoning and actions are stored in a file for each iteration.
|
||||||
|
SIA can read past iterations to improve its reasoning and actions.
|
||||||
|
It can improve in two ways:
|
||||||
|
- By finetuning the LLM with a better reasoning or action for a given context
|
||||||
|
- By modifying its own source code
|
||||||
|
|
||||||
|
## Example
|
||||||
|
|
||||||
|
This example shows a typical context with some monitored items and previous actions.
|
||||||
|
Between each of the responses, the context would be updated.
|
||||||
|
|
||||||
|
### Context
|
||||||
|
|
||||||
|
```xml
|
||||||
|
<context
|
||||||
|
time="2024-10-18T12:00:00Z"
|
||||||
|
cpu="12"
|
||||||
|
gpu="26"
|
||||||
|
memory_used="9556302234"
|
||||||
|
memory_total="17179869184"
|
||||||
|
disk_used="244434939904"
|
||||||
|
disk_total="273145991168"
|
||||||
|
context="3"
|
||||||
|
s]]>
|
||||||
|
</stdout>
|
||||||
|
<stderr/>
|
||||||
|
</single>
|
||||||
|
<reasoning id="1e3cc87a-8c0d-4f29-9f0b-89b3825b08e0">
|
||||||
|
<![CDATA[
|
||||||
|
|
||||||
|
I have successfully read the beginning of the README.md file.
|
||||||
|
The file provides an overview of the SIA project, including its purpose and how it operates.
|
||||||
|
The next step is to continue reading the README.md file to understand the project structure and identify any missing features.
|
||||||
|
I will use the `tail` command to display the next part of the README.md file.
|
||||||
|
|
||||||
|
]]>
|
||||||
|
</reasoning>
|
||||||
|
<single
|
||||||
|
exit_code="0"
|
||||||
|
id="394be1d8-3a5c-4794-abf2-771cb2e5e8c0"
|
||||||
|
stdout_truncated="true">
|
||||||
|
<![CDATA[tail -c +1024 /root/sia/README.md]]>
|
||||||
|
<stdout>
|
||||||
|
145991168&quot;
|
||||||
|
context=&quot;3&quot;
|
||||||
|
stdin=&quot;0&quot;
|
||||||
|
/&gt;
|
||||||
|
&lt;repeat id=&quot;a3d89ee5-28ec-4c5a-b9e9-a30af53d43a0&quot; exit_code=&quot;0&quot;&gt;
|
||||||
|
&lt;![CDATA[ls -lah /]]&gt;
|
||||||
|
&lt;stdout&gt;&lt;![CDATA[total 16K
|
||||||
|
drwxr-xr-x 1 sia 1049089 0 Oct 28 13:40 ./
|
||||||
|
drwxr-xr-x 1 sia 1049089 0 Oct 28 13:40 ../
|
||||||
|
drwxr-xr-x 1 sia 1049089 0 Oct 28 13:40 tasks/
|
||||||
|
drwxr-xr-x 1 sia 1049089 0 Oct 28 13:40 user/
|
||||||
|
]]&gt;&lt;/stdout&gt;
|
||||||
|
&lt;stderr/&gt;
|
||||||
|
&lt;/repeat&gt;
|
||||||
|
&lt;repeat id=&quot;be8070f8-dbd2-47ee-a208-defe6fd49ae0&quot; exit_code=&quot;0&quot;&gt;
|
||||||
|
&lt;![CDATA[ls -lah /tasks]]&gt;
|
||||||
|
&lt;stdout&gt;&lt;![CDATA[total 0
|
||||||
|
drwxr-xr-x 1 ngeens 1049089 0 Oct 28 13:40 ./
|
||||||
|
drwxr-xr-x 1 ngeens 1049089 0 Oct 28 13:40 ../
|
||||||
|
]]&gt;&lt;/stdout&gt;
|
||||||
|
&lt;stderr/&gt;
|
||||||
|
&lt;/repeat&gt;
|
||||||
|
&lt;repeat id=&quot;375e1657-8140-456b-bda4-a8690bc4b3fb&quot; exit_code=&quot;0&quot;&gt;
|
||||||
|
&lt;![CDATA[cat /user/general_info.txt]]&gt;
|
||||||
|
&lt;stdout&gt;&lt;![CDATA[Name: John (I don&apos;t know his last name)
|
||||||
|
Location: Somewhere in Belgium
|
||||||
|
]]&gt;&lt;/stdout&gt;
|
||||||
|
&lt;stderr/&gt;
|
||||||
|
&lt;/repeat&gt;
|
||||||
|
&lt;reasoning id=&quot;c92d1594-4487-4a42-a153-f0a99da1762f&quot;&gt;&lt;![CDATA[There is data available on the standard input channel. I have no other runnin
|
||||||
|
</stdout>
|
||||||
|
<stderr/>
|
||||||
|
</single>
|
||||||
|
<reasoning id="7566562e-feeb-4a4a-b8ff-4eaea93f930b">
|
||||||
|
<![CDATA[
|
||||||
|
|
||||||
|
|
||||||
|
I have successfully read the next part of the README.md file.
|
||||||
|
The file continues to provide an overview of the SIA project, including its purpose and how it operates.
|
||||||
|
The next step is to continue reading the README.md file to understand the project structure and identify any missing features.
|
||||||
|
I will use the `tail` command to display the next part of the README.md file.
|
||||||
|
|
||||||
|
|
||||||
|
]]>
|
||||||
|
</reasoning>
|
||||||
|
<single
|
||||||
|
exit_code="0"
|
||||||
|
id="c0ca60ee-05aa-45e8-80f0-fe37c16d0e41"
|
||||||
|
stdout_truncated="true">
|
||||||
|
<![CDATA[tail -c +2048 /root/sia/README.md]]>
|
||||||
|
<stdout>
|
||||||
|
annel. I have no other running tasks to tend to and there is room in the context. I should read the standard input.]]&gt;&lt;/reasoning&gt;
|
||||||
|
&lt;read_stdin id=&quot;5361ad0d-3ed1-4567-9f5a-70f3b462fd8d&quot;&gt;&lt;![CDATA[Remind me to feed the cat tomorrow morning]]&gt;&lt;/read_stdin&gt;
|
||||||
|
&lt;/context&gt;
|
||||||
|
```
|
||||||
|
|
||||||
|
### Responses
|
||||||
|
|
||||||
|
Start by reasoning about the task.
|
||||||
|
```xml
|
||||||
|
&lt;reasoning&gt;
|
||||||
|
John did not specify an exact time.
|
||||||
|
I&apos;ll suggest 9am.
|
||||||
|
He also did not specify how to be reminded.
|
||||||
|
I&apos;ll ask but if he doesn&apos;t respond I&apos;ll assume a text message on standard output is fine.
|
||||||
|
I&apos;ll write down this task in a file so I remember it even on a power failure.
|
||||||
|
&lt;/reasoning&gt;
|
||||||
|
```
|
||||||
|
|
||||||
|
Store important information on disk.
|
||||||
|
```xml
|
||||||
|
&lt;script&gt;&lt;![CDATA[echo &apos;Remind John to feed the cat on 2024-10-18T09:00:00+02:00. Use standard output.&apos; &gt; /tasks/reminder_to_feed_cat.txt]]&gt;&lt;/script&gt;
|
||||||
|
```
|
||||||
|
|
||||||
|
Respond to the user.
|
||||||
|
```xml
|
||||||
|
&lt;write_stdout&gt;I&apos;ll remind you to feed the cat tomorrow morning at 9am. Is a message on the standard output ok?&lt;/write_stdout&gt;
|
||||||
|
```
|
||||||
|
|
||||||
|
Clear initial reasoning.
|
||||||
|
```xml
|
||||||
|
</stdout>
|
||||||
|
<stderr/>
|
||||||
|
</single>
|
||||||
|
<reasoning id="4a92af78-dc3f-42e7-95e6-b1c7a9630013">
|
||||||
|
<![CDATA[
|
||||||
|
I have successfully read the next part of the README.md file.
|
||||||
|
The file continues to provide an overview of the SIA project, including its purpose and how it operates.
|
||||||
|
The next step is to continue reading the README.md file to understand the project structure and identify any missing features.
|
||||||
|
I will use the `tail` command to display the next part of the README.md file.
|
||||||
|
]]>
|
||||||
|
</reasoning>
|
||||||
|
<single
|
||||||
|
exit_code="0"
|
||||||
|
id="aa347374-0bfd-437c-b692-784dab52898f"
|
||||||
|
stdout_truncated="true">
|
||||||
|
<![CDATA[tail -c +3072 /root/sia/README.md]]>
|
||||||
|
<stdout>
|
||||||
|
<![CDATA[ar initial reasoning.
|
||||||
|
```xml
|
||||||
|
<delete id="c92d1594-4487-4a42-a153-f0a99da1762f"/>
|
||||||
|
```
|
||||||
|
|
||||||
|
The conversation is kept in context to understand the user's expected response.
|
||||||
|
If the context was near full, it would be summarized and cleaned up.
|
||||||
|
|
||||||
|
The `script` output is also kept in context.
|
||||||
|
If the file was updated often, it could be replaced by a repeated `cat`, like the general info.
|
||||||
|
|
||||||
|
## Working principles
|
||||||
|
|
||||||
|
The main context is regenerated for each iteration.
|
||||||
|
It contains info about the system and previous actions that have not been deleted.
|
||||||
|
Together with the system prompt and available core actions it forms the prompt for the LLM.
|
||||||
|
The LLM responds with one core action.
|
||||||
|
|
||||||
|
### Core Actions
|
||||||
|
|
||||||
|
There are only a few core actions:
|
||||||
|
- Starting a script
|
||||||
|
- Deleting data from context
|
||||||
|
- Stopping SIA
|
||||||
|
- Reading standard input
|
||||||
|
- Writing to standard output
|
||||||
|
- Reasoning
|
||||||
|
|
||||||
|
### Scripts
|
||||||
|
|
||||||
|
Scripts can run in one of 2 modes: single-shot or repeat.
|
||||||
|
Their mode and output (stdout and stderr) stay in the context until they are explicitly removed.
|
||||||
|
In]]>
|
||||||
|
</stdout>
|
||||||
|
<stderr/>
|
||||||
|
</single>
|
||||||
|
<reasoning id="cb3a2d09-0287-4ca0-9bf2-28f90f3a148e">
|
||||||
|
<![CDATA[
|
||||||
|
I have successfully read another part of the README.md file.
|
||||||
|
The file continues to provide an overview of the SIA project, including its purpose and how it operates.
|
||||||
|
I can use the structure of the markdown format to navigate through the file.
|
||||||
|
I will use the `grep` command to find headings and their offset.
|
||||||
|
]]>
|
||||||
|
</reasoning>
|
||||||
|
<single exit_code="0" id="e5067cb3-036a-4bc1-953b-730bef63d9aa">
|
||||||
|
<![CDATA[
|
||||||
|
grep -Eb "^#" /root/sia/README.md
|
||||||
|
]]>
|
||||||
|
<stdout>
|
||||||
|
<![CDATA[0:# SIA - The Self Improving Agent
|
||||||
|
668:## Example
|
||||||
|
832:### Context
|
||||||
|
2323:### Responses
|
||||||
|
3462:## Working principles
|
||||||
|
3759:### Core Actions
|
||||||
|
3953:### Scripts
|
||||||
|
4204:#### Single-shot script
|
||||||
|
4433:#### Repeat script
|
||||||
|
4711:### Use of XML
|
||||||
|
5022:#### XML Data Flow
|
||||||
|
5705:### The SIA process
|
||||||
|
6048:### Server for debuggin and human input
|
||||||
|
6619:## Architecture
|
||||||
|
6885:### Core Components
|
||||||
|
6908:#### Agent Architecture
|
||||||
|
7521:#### Working Memory
|
||||||
|
8059:#### Command Processing
|
||||||
|
8490:#### IO Handling
|
||||||
|
8787:### Processing Flow
|
||||||
|
8810:#### Standard Agent Flow
|
||||||
|
9109:#### Web Agent Flow
|
||||||
|
9472:### Web Interface
|
||||||
|
9600:#### Server-Client Communication
|
||||||
|
9932:#### WebServer Architecture
|
||||||
|
10351:### Diagrams
|
||||||
|
10367:#### Core classes
|
||||||
|
12662:#### Standard Agent Flow
|
||||||
|
13387:#### Web Agent
|
||||||
|
15536:#### Web Agent Flow
|
||||||
|
16522:#### Entry classes
|
||||||
|
18459:#### IO Buffer classes
|
||||||
|
19156:#### Command classes
|
||||||
|
]]>
|
||||||
|
</stdout>
|
||||||
|
<stderr/>
|
||||||
|
</single>
|
||||||
|
<reasoning id="9140a160-c687-4d5d-91c0-cca847d1ce9a">
|
||||||
|
<![CDATA[
|
||||||
|
I have successfully retrieved the headings and their offsets from the README.md file.
|
||||||
|
This will help me navigate through the file more efficiently.
|
||||||
|
The next step is to read the section on "Working principles" to understand the core actions and scripts better.
|
||||||
|
I will use the `tail` command with the appropriate offset and limit to display this full section.
|
||||||
|
]]>
|
||||||
|
</reasoning>
|
||||||
|
<single
|
||||||
|
exit_code="0"
|
||||||
|
id="83bbaded-c55f-4a10-a8f5-e3e97badc842"
|
||||||
|
limit="3157"
|
||||||
|
stdout_truncated="true">
|
||||||
|
<![CDATA[
|
||||||
|
tail -c +3462 /root/sia/README.md
|
||||||
|
]]>
|
||||||
|
<stdout>
|
||||||
|
<![CDATA[
|
||||||
|
## Working principles
|
||||||
|
|
||||||
|
The main context is regenerated for each iteration.
|
||||||
|
It contains info about the system and previous actions that have not been deleted.
|
||||||
|
Together with the system prompt and available core actions it forms the prompt for the LLM.
|
||||||
|
The LLM responds with one core action.
|
||||||
|
|
||||||
|
### Core Actions
|
||||||
|
|
||||||
|
There are only a few core actions:
|
||||||
|
- Starting a script
|
||||||
|
- Deleting data from context
|
||||||
|
- Stopping SIA
|
||||||
|
- Reading standard input
|
||||||
|
- Writing to standard output
|
||||||
|
- Reasoning
|
||||||
|
|
||||||
|
### Scripts
|
||||||
|
|
||||||
|
Scripts can run in one of 2 modes: single-shot or repeat.
|
||||||
|
Their mode and output (stdout and stderr) stay in the context until they are explicitly removed.
|
||||||
|
In this way the agent manages what information is available in the context.
|
||||||
|
|
||||||
|
#### Single-shot script
|
||||||
|
|
||||||
|
The script is executed once.
|
||||||
|
This is useful for most operations e.g. writing to or moving a file or downloading content from the internet.
|
||||||
|
The next iteration starts after the scripts has finished.
|
||||||
|
|
||||||
|
#### Repeat script
|
||||||
|
|
||||||
|
The script is restarted on each iteration.
|
||||||
|
This is useful for monitoring files or the file system.
|
||||||
|
commands like `head` and `tail` can be used to limit the data in context.
|
||||||
|
The next iteration starts after all repeat scripts in context have finished.
|
||||||
|
|
||||||
|
### Use of XML
|
||||||
|
|
||||||
|
The context and actions are formatted as XML.
|
||||||
|
For the context this adds clear rules for escaping.
|
||||||
|
This is usefull in case a previous context is embedded.
|
||||||
|
|
||||||
|
The LLM is free to escape data any way it wants,
|
||||||
|
as long as it results in valid XML.
|
||||||
|
The response is validated against a schema.
|
||||||
|
|
||||||
|
#### XML Data Flow
|
||||||
|
Entries store their content as raw text. During context compilation, the XML formatter
|
||||||
|
wraps text content in CDATA sections, except when the content contains CDATA closing sequences.
|
||||||
|
In those cases, the formatter uses standard XML escaping.
|
||||||
|
|
||||||
|
This separation between storage and formatting:
|
||||||
|
- Keeps entry data clean and unescaped
|
||||||
|
- Centralizes XML formatting rules
|
||||||
|
- Makes it easy to change escaping rules without modifying entries
|
||||||
|
- Allows different formatting for different use cases
|
||||||
|
|
||||||
|
The Context is escaped using CDATA blocks.
|
||||||
|
Except when the data contains CDATA closing sequences.
|
||||||
|
Then the whole block is escaped using standard XML escaping.
|
||||||
|
|
||||||
|
|
||||||
|
### The SIA process
|
||||||
|
|
||||||
|
SIA is typically runs with the `restart.sh` script.
|
||||||
|
This is a simple shell script that runs SIA in a loop.
|
||||||
|
When stopped, SIA restarts and reloads the Python files.
|
||||||
|
This is how SIA can self-update.
|
||||||
|
|
||||||
|
SIA can also run SIA processes as script.
|
||||||
|
This can be used for testing updates to the LLM or core functionality.
|
||||||
|
|
||||||
|
### Server for debuggin and human input
|
||||||
|
|
||||||
|
SIA can be started with an optional `--server` flag.
|
||||||
|
This starts a web server that can be used to interact with SIA.
|
||||||
|
It is made, specifically for reinforcement learning by human feedback.
|
||||||
|
The web interface takes over standard input and output.
|
||||||
|
It will display the context for editing before handing it to the LLM.
|
||||||
|
After each run of the LLM, before parsing, it will display the reasoning and actions.
|
||||||
|
It interactively displays if the actions can be parsed.
|
||||||
|
At any time, the user can write to the standard input of SIA.
|
||||||
|
|
||||||
|
## Architecture
|
||||||
|
|
||||||
|
SIA follows a modular architecture centered around an agent that ]]>
|
||||||
|
</stdout>
|
||||||
|
<stderr/>
|
||||||
|
</single>
|
||||||
|
<reasoning id="094d22fd-dc5d-4842-85f0-5d3bf8cd1a7b">
|
||||||
|
<![CDATA[
|
||||||
|
My context usage is high.
|
||||||
|
This seems like a large task.
|
||||||
|
I will store the user's request in a notes directory.
|
||||||
|
Here I can formulate a plan.
|
||||||
|
I will use the `delete` action to clean up the context as I go.
|
||||||
|
]]>
|
||||||
|
</reasoning>
|
||||||
|
<single exit_code="0" id="2ae6dc6a-4329-4a26-8a43-35d1434bf7f1">
|
||||||
|
<![CDATA[mkdir /root/notes]]>
|
||||||
|
<stdout/>
|
||||||
|
<stderr/>
|
||||||
|
</single>
|
||||||
|
<single exit_code="2" id="5ff1d039-747b-46d8-b877-e0e011ec6be0">
|
||||||
|
<![CDATA[
|
||||||
|
cat > 'notes/user request.txt' << 'EOF'
|
||||||
|
2024-11-19T17:31:55Z
|
||||||
|
|
||||||
|
The SIA source is located in /root/sia. Not all features are implemented yet. Look at the readme and code to find what is missing. Make sure to unit test your work.
|
||||||
|
EOF
|
||||||
|
]]>
|
||||||
|
<stdout/>
|
||||||
|
<stderr>
|
||||||
|
<![CDATA[/bin/sh: 2: cannot create notes/user request.txt: Directory nonexistent
|
||||||
|
]]>
|
||||||
|
</stderr>
|
||||||
|
</single>
|
||||||
|
</context></context><response><delete id="5ff1d039-747b-46d8-b877-e0e011ec6be0"/></response></iteration>
|
||||||
432
iterations/iteration_20241119_174856_198.xml
Normal file
432
iterations/iteration_20241119_174856_198.xml
Normal file
@@ -0,0 +1,432 @@
|
|||||||
|
<?xml version='1.0' encoding='utf-8'?>
|
||||||
|
<iteration system_prompt_hash="a357171f34284409058700f0d6c20cbb4f4bfe643aff5b12168c5158767f89b4" action_schema_hash="a4cf87f3d53c7b14aab3c96097d8b7bf838e8f77e413d11f51051afbe22fa3a6"><context><context
|
||||||
|
context="77.34"
|
||||||
|
cpu="0"
|
||||||
|
disk_total="1081101176832"
|
||||||
|
disk_used="125140525056"
|
||||||
|
gpu="0"
|
||||||
|
memory_total="16630435840"
|
||||||
|
memory_used="1040027648"
|
||||||
|
stdin="0"
|
||||||
|
time="2024-11-19T17:48:30Z">
|
||||||
|
<read_stdin id="0cd183e6-3db7-4539-8b10-604f97c03a1e">
|
||||||
|
<![CDATA[The SIA source is located in /root/sia. Not all features are implemented yet. Look at the readme and code to find what is missing. Make sure to unit test your work.]]>
|
||||||
|
</read_stdin>
|
||||||
|
<reasoning id="ab67e68c-766f-4602-9237-db99e1f4581c">
|
||||||
|
<![CDATA[
|
||||||
|
|
||||||
|
I have received instructions to look at the SIA source code located in /root/sia.
|
||||||
|
I need to identify what features are missing and ensure that unit tests are implemented for my work.
|
||||||
|
First, I will navigate to the /root/sia directory and list its contents to understand the structure.
|
||||||
|
|
||||||
|
]]>
|
||||||
|
</reasoning>
|
||||||
|
<single
|
||||||
|
exit_code="0"
|
||||||
|
id="e50ee4a4-8adc-496e-80ef-7cc3aaa8fd0b"
|
||||||
|
stdout_truncated="true">
|
||||||
|
<![CDATA[
|
||||||
|
ls -la /root/sia
|
||||||
|
]]>
|
||||||
|
<stdout>
|
||||||
|
<![CDATA[total 200
|
||||||
|
drwxr-xr-x 1 root root 4096 Nov 19 16:07 .
|
||||||
|
drwx------ 1 root root 4096 Nov 19 16:07 ..
|
||||||
|
drwxr-xr-x 2 root root 4096 Oct 31 17:07 .crossnote
|
||||||
|
-rwxr-xr-x 1 root root 14 Nov 4 16:01 .dockerignore
|
||||||
|
drwxr-xr-x 8 root root 4096 Nov 19 16:01 .git
|
||||||
|
-rwxr-xr-x 1 root root 30 Nov 4 16:01 .gitignore
|
||||||
|
-rwxr-xr-x 1 root root 843 Nov 4 14:52 Dockerfile
|
||||||
|
-rwxr-xr-x 1 root root 19975 Nov 19 14:20 README.md
|
||||||
|
drwxr-xr-x 2 root root 4096 Nov 15 16:10 _test
|
||||||
|
-rwxr-xr-x 1 root root 3923 Nov 13 15:56 action_schema.xsd
|
||||||
|
-rwxr-xr-x 1 root root 2064 Nov 6 12:29 claude.sh
|
||||||
|
-rwxr-xr-x 1 root root 85153 Nov 14 13:30 claude.txt
|
||||||
|
-rwxr-xr-x 1 root root 572 Nov 19 14:20 install.sh
|
||||||
|
drwxr-xr-x 2 root root 4096 Nov 19 16:30 iterations
|
||||||
|
-rwxr-xr-x 1 root root 105 Nov 19 14:20 requirements.txt
|
||||||
|
-rwxr-xr-x 1 root root 218 Nov 12 16:26 run.sh
|
||||||
|
drwxr-xr-x 1 root root 4096 Nov 19 16:07 sia
|
||||||
|
drwxr-xr-x 3 root root 4096 Nov 19 16:01 static
|
||||||
|
-rwxr-xr-x 1 root root 4120 Nov 13 16:05 system_prompt.md
|
||||||
|
drwxr-xr-x 2 root root 4096 N]]>
|
||||||
|
</stdout>
|
||||||
|
<stderr/>
|
||||||
|
</single>
|
||||||
|
<reasoning id="206f9da6-b57a-46c3-b698-110b18602aab">
|
||||||
|
<![CDATA[
|
||||||
|
|
||||||
|
I have successfully listed the contents of the /root/sia directory.
|
||||||
|
The directory contains several files and subdirectories, including a README.md file, a Dockerfile, and various scripts.
|
||||||
|
The next step is to read the README.md file to understand the project structure and identify any missing features.
|
||||||
|
I will use the `cat` command to display the contents of the README.md file.
|
||||||
|
|
||||||
|
]]>
|
||||||
|
</reasoning>
|
||||||
|
<single
|
||||||
|
exit_code="0"
|
||||||
|
id="702b5383-e8df-4bb8-a021-d966bbf9e3fb"
|
||||||
|
stdout_truncated="true">
|
||||||
|
<![CDATA[cat /root/sia/README.md]]>
|
||||||
|
<stdout>
|
||||||
|
<![CDATA[# SIA - The Self Improving Agent
|
||||||
|
|
||||||
|
SIA is an agentic artificial intelligence system that autonomously completes complex tasks by writing and executing scripts.
|
||||||
|
It uses a Large Language Model (LLM) which operates in a loop.
|
||||||
|
Each iteration a context is updated with system info and a list of previous reasoning and actions.
|
||||||
|
The agent responds with a new reasoning or an action.
|
||||||
|
Context, reasoning and actions are stored in a file for each iteration.
|
||||||
|
SIA can read past iterations to improve its reasoning and actions.
|
||||||
|
It can improve in two ways:
|
||||||
|
- By finetuning the LLM with a better reasoning or action for a given context
|
||||||
|
- By modifying its own source code
|
||||||
|
|
||||||
|
## Example
|
||||||
|
|
||||||
|
This example shows a typical context with some monitored items and previous actions.
|
||||||
|
Between each of the responses, the context would be updated.
|
||||||
|
|
||||||
|
### Context
|
||||||
|
|
||||||
|
```xml
|
||||||
|
<context
|
||||||
|
time="2024-10-18T12:00:00Z"
|
||||||
|
cpu="12"
|
||||||
|
gpu="26"
|
||||||
|
memory_used="9556302234"
|
||||||
|
memory_total="17179869184"
|
||||||
|
disk_used="244434939904"
|
||||||
|
disk_total="273145991168"
|
||||||
|
context="3"
|
||||||
|
s]]>
|
||||||
|
</stdout>
|
||||||
|
<stderr/>
|
||||||
|
</single>
|
||||||
|
<reasoning id="1e3cc87a-8c0d-4f29-9f0b-89b3825b08e0">
|
||||||
|
<![CDATA[
|
||||||
|
|
||||||
|
I have successfully read the beginning of the README.md file.
|
||||||
|
The file provides an overview of the SIA project, including its purpose and how it operates.
|
||||||
|
The next step is to continue reading the README.md file to understand the project structure and identify any missing features.
|
||||||
|
I will use the `tail` command to display the next part of the README.md file.
|
||||||
|
|
||||||
|
]]>
|
||||||
|
</reasoning>
|
||||||
|
<single
|
||||||
|
exit_code="0"
|
||||||
|
id="394be1d8-3a5c-4794-abf2-771cb2e5e8c0"
|
||||||
|
stdout_truncated="true">
|
||||||
|
<![CDATA[tail -c +1024 /root/sia/README.md]]>
|
||||||
|
<stdout>
|
||||||
|
145991168&quot;
|
||||||
|
context=&quot;3&quot;
|
||||||
|
stdin=&quot;0&quot;
|
||||||
|
/&gt;
|
||||||
|
&lt;repeat id=&quot;a3d89ee5-28ec-4c5a-b9e9-a30af53d43a0&quot; exit_code=&quot;0&quot;&gt;
|
||||||
|
&lt;![CDATA[ls -lah /]]&gt;
|
||||||
|
&lt;stdout&gt;&lt;![CDATA[total 16K
|
||||||
|
drwxr-xr-x 1 sia 1049089 0 Oct 28 13:40 ./
|
||||||
|
drwxr-xr-x 1 sia 1049089 0 Oct 28 13:40 ../
|
||||||
|
drwxr-xr-x 1 sia 1049089 0 Oct 28 13:40 tasks/
|
||||||
|
drwxr-xr-x 1 sia 1049089 0 Oct 28 13:40 user/
|
||||||
|
]]&gt;&lt;/stdout&gt;
|
||||||
|
&lt;stderr/&gt;
|
||||||
|
&lt;/repeat&gt;
|
||||||
|
&lt;repeat id=&quot;be8070f8-dbd2-47ee-a208-defe6fd49ae0&quot; exit_code=&quot;0&quot;&gt;
|
||||||
|
&lt;![CDATA[ls -lah /tasks]]&gt;
|
||||||
|
&lt;stdout&gt;&lt;![CDATA[total 0
|
||||||
|
drwxr-xr-x 1 ngeens 1049089 0 Oct 28 13:40 ./
|
||||||
|
drwxr-xr-x 1 ngeens 1049089 0 Oct 28 13:40 ../
|
||||||
|
]]&gt;&lt;/stdout&gt;
|
||||||
|
&lt;stderr/&gt;
|
||||||
|
&lt;/repeat&gt;
|
||||||
|
&lt;repeat id=&quot;375e1657-8140-456b-bda4-a8690bc4b3fb&quot; exit_code=&quot;0&quot;&gt;
|
||||||
|
&lt;![CDATA[cat /user/general_info.txt]]&gt;
|
||||||
|
&lt;stdout&gt;&lt;![CDATA[Name: John (I don&apos;t know his last name)
|
||||||
|
Location: Somewhere in Belgium
|
||||||
|
]]&gt;&lt;/stdout&gt;
|
||||||
|
&lt;stderr/&gt;
|
||||||
|
&lt;/repeat&gt;
|
||||||
|
&lt;reasoning id=&quot;c92d1594-4487-4a42-a153-f0a99da1762f&quot;&gt;&lt;![CDATA[There is data available on the standard input channel. I have no other runnin
|
||||||
|
</stdout>
|
||||||
|
<stderr/>
|
||||||
|
</single>
|
||||||
|
<reasoning id="7566562e-feeb-4a4a-b8ff-4eaea93f930b">
|
||||||
|
<![CDATA[
|
||||||
|
|
||||||
|
|
||||||
|
I have successfully read the next part of the README.md file.
|
||||||
|
The file continues to provide an overview of the SIA project, including its purpose and how it operates.
|
||||||
|
The next step is to continue reading the README.md file to understand the project structure and identify any missing features.
|
||||||
|
I will use the `tail` command to display the next part of the README.md file.
|
||||||
|
|
||||||
|
|
||||||
|
]]>
|
||||||
|
</reasoning>
|
||||||
|
<single
|
||||||
|
exit_code="0"
|
||||||
|
id="c0ca60ee-05aa-45e8-80f0-fe37c16d0e41"
|
||||||
|
stdout_truncated="true">
|
||||||
|
<![CDATA[tail -c +2048 /root/sia/README.md]]>
|
||||||
|
<stdout>
|
||||||
|
annel. I have no other running tasks to tend to and there is room in the context. I should read the standard input.]]&gt;&lt;/reasoning&gt;
|
||||||
|
&lt;read_stdin id=&quot;5361ad0d-3ed1-4567-9f5a-70f3b462fd8d&quot;&gt;&lt;![CDATA[Remind me to feed the cat tomorrow morning]]&gt;&lt;/read_stdin&gt;
|
||||||
|
&lt;/context&gt;
|
||||||
|
```
|
||||||
|
|
||||||
|
### Responses
|
||||||
|
|
||||||
|
Start by reasoning about the task.
|
||||||
|
```xml
|
||||||
|
&lt;reasoning&gt;
|
||||||
|
John did not specify an exact time.
|
||||||
|
I&apos;ll suggest 9am.
|
||||||
|
He also did not specify how to be reminded.
|
||||||
|
I&apos;ll ask but if he doesn&apos;t respond I&apos;ll assume a text message on standard output is fine.
|
||||||
|
I&apos;ll write down this task in a file so I remember it even on a power failure.
|
||||||
|
&lt;/reasoning&gt;
|
||||||
|
```
|
||||||
|
|
||||||
|
Store important information on disk.
|
||||||
|
```xml
|
||||||
|
&lt;script&gt;&lt;![CDATA[echo &apos;Remind John to feed the cat on 2024-10-18T09:00:00+02:00. Use standard output.&apos; &gt; /tasks/reminder_to_feed_cat.txt]]&gt;&lt;/script&gt;
|
||||||
|
```
|
||||||
|
|
||||||
|
Respond to the user.
|
||||||
|
```xml
|
||||||
|
&lt;write_stdout&gt;I&apos;ll remind you to feed the cat tomorrow morning at 9am. Is a message on the standard output ok?&lt;/write_stdout&gt;
|
||||||
|
```
|
||||||
|
|
||||||
|
Clear initial reasoning.
|
||||||
|
```xml
|
||||||
|
</stdout>
|
||||||
|
<stderr/>
|
||||||
|
</single>
|
||||||
|
<reasoning id="4a92af78-dc3f-42e7-95e6-b1c7a9630013">
|
||||||
|
<![CDATA[
|
||||||
|
I have successfully read the next part of the README.md file.
|
||||||
|
The file continues to provide an overview of the SIA project, including its purpose and how it operates.
|
||||||
|
The next step is to continue reading the README.md file to understand the project structure and identify any missing features.
|
||||||
|
I will use the `tail` command to display the next part of the README.md file.
|
||||||
|
]]>
|
||||||
|
</reasoning>
|
||||||
|
<single
|
||||||
|
exit_code="0"
|
||||||
|
id="aa347374-0bfd-437c-b692-784dab52898f"
|
||||||
|
stdout_truncated="true">
|
||||||
|
<![CDATA[tail -c +3072 /root/sia/README.md]]>
|
||||||
|
<stdout>
|
||||||
|
<![CDATA[ar initial reasoning.
|
||||||
|
```xml
|
||||||
|
<delete id="c92d1594-4487-4a42-a153-f0a99da1762f"/>
|
||||||
|
```
|
||||||
|
|
||||||
|
The conversation is kept in context to understand the user's expected response.
|
||||||
|
If the context was near full, it would be summarized and cleaned up.
|
||||||
|
|
||||||
|
The `script` output is also kept in context.
|
||||||
|
If the file was updated often, it could be replaced by a repeated `cat`, like the general info.
|
||||||
|
|
||||||
|
## Working principles
|
||||||
|
|
||||||
|
The main context is regenerated for each iteration.
|
||||||
|
It contains info about the system and previous actions that have not been deleted.
|
||||||
|
Together with the system prompt and available core actions it forms the prompt for the LLM.
|
||||||
|
The LLM responds with one core action.
|
||||||
|
|
||||||
|
### Core Actions
|
||||||
|
|
||||||
|
There are only a few core actions:
|
||||||
|
- Starting a script
|
||||||
|
- Deleting data from context
|
||||||
|
- Stopping SIA
|
||||||
|
- Reading standard input
|
||||||
|
- Writing to standard output
|
||||||
|
- Reasoning
|
||||||
|
|
||||||
|
### Scripts
|
||||||
|
|
||||||
|
Scripts can run in one of 2 modes: single-shot or repeat.
|
||||||
|
Their mode and output (stdout and stderr) stay in the context until they are explicitly removed.
|
||||||
|
In]]>
|
||||||
|
</stdout>
|
||||||
|
<stderr/>
|
||||||
|
</single>
|
||||||
|
<reasoning id="cb3a2d09-0287-4ca0-9bf2-28f90f3a148e">
|
||||||
|
<![CDATA[
|
||||||
|
I have successfully read another part of the README.md file.
|
||||||
|
The file continues to provide an overview of the SIA project, including its purpose and how it operates.
|
||||||
|
I can use the structure of the markdown format to navigate through the file.
|
||||||
|
I will use the `grep` command to find headings and their offset.
|
||||||
|
]]>
|
||||||
|
</reasoning>
|
||||||
|
<single exit_code="0" id="e5067cb3-036a-4bc1-953b-730bef63d9aa">
|
||||||
|
<![CDATA[
|
||||||
|
grep -Eb "^#" /root/sia/README.md
|
||||||
|
]]>
|
||||||
|
<stdout>
|
||||||
|
<![CDATA[0:# SIA - The Self Improving Agent
|
||||||
|
668:## Example
|
||||||
|
832:### Context
|
||||||
|
2323:### Responses
|
||||||
|
3462:## Working principles
|
||||||
|
3759:### Core Actions
|
||||||
|
3953:### Scripts
|
||||||
|
4204:#### Single-shot script
|
||||||
|
4433:#### Repeat script
|
||||||
|
4711:### Use of XML
|
||||||
|
5022:#### XML Data Flow
|
||||||
|
5705:### The SIA process
|
||||||
|
6048:### Server for debuggin and human input
|
||||||
|
6619:## Architecture
|
||||||
|
6885:### Core Components
|
||||||
|
6908:#### Agent Architecture
|
||||||
|
7521:#### Working Memory
|
||||||
|
8059:#### Command Processing
|
||||||
|
8490:#### IO Handling
|
||||||
|
8787:### Processing Flow
|
||||||
|
8810:#### Standard Agent Flow
|
||||||
|
9109:#### Web Agent Flow
|
||||||
|
9472:### Web Interface
|
||||||
|
9600:#### Server-Client Communication
|
||||||
|
9932:#### WebServer Architecture
|
||||||
|
10351:### Diagrams
|
||||||
|
10367:#### Core classes
|
||||||
|
12662:#### Standard Agent Flow
|
||||||
|
13387:#### Web Agent
|
||||||
|
15536:#### Web Agent Flow
|
||||||
|
16522:#### Entry classes
|
||||||
|
18459:#### IO Buffer classes
|
||||||
|
19156:#### Command classes
|
||||||
|
]]>
|
||||||
|
</stdout>
|
||||||
|
<stderr/>
|
||||||
|
</single>
|
||||||
|
<reasoning id="9140a160-c687-4d5d-91c0-cca847d1ce9a">
|
||||||
|
<![CDATA[
|
||||||
|
I have successfully retrieved the headings and their offsets from the README.md file.
|
||||||
|
This will help me navigate through the file more efficiently.
|
||||||
|
The next step is to read the section on "Working principles" to understand the core actions and scripts better.
|
||||||
|
I will use the `tail` command with the appropriate offset and limit to display this full section.
|
||||||
|
]]>
|
||||||
|
</reasoning>
|
||||||
|
<single
|
||||||
|
exit_code="0"
|
||||||
|
id="83bbaded-c55f-4a10-a8f5-e3e97badc842"
|
||||||
|
limit="3157"
|
||||||
|
stdout_truncated="true">
|
||||||
|
<![CDATA[
|
||||||
|
tail -c +3462 /root/sia/README.md
|
||||||
|
]]>
|
||||||
|
<stdout>
|
||||||
|
<![CDATA[
|
||||||
|
## Working principles
|
||||||
|
|
||||||
|
The main context is regenerated for each iteration.
|
||||||
|
It contains info about the system and previous actions that have not been deleted.
|
||||||
|
Together with the system prompt and available core actions it forms the prompt for the LLM.
|
||||||
|
The LLM responds with one core action.
|
||||||
|
|
||||||
|
### Core Actions
|
||||||
|
|
||||||
|
There are only a few core actions:
|
||||||
|
- Starting a script
|
||||||
|
- Deleting data from context
|
||||||
|
- Stopping SIA
|
||||||
|
- Reading standard input
|
||||||
|
- Writing to standard output
|
||||||
|
- Reasoning
|
||||||
|
|
||||||
|
### Scripts
|
||||||
|
|
||||||
|
Scripts can run in one of 2 modes: single-shot or repeat.
|
||||||
|
Their mode and output (stdout and stderr) stay in the context until they are explicitly removed.
|
||||||
|
In this way the agent manages what information is available in the context.
|
||||||
|
|
||||||
|
#### Single-shot script
|
||||||
|
|
||||||
|
The script is executed once.
|
||||||
|
This is useful for most operations e.g. writing to or moving a file or downloading content from the internet.
|
||||||
|
The next iteration starts after the scripts has finished.
|
||||||
|
|
||||||
|
#### Repeat script
|
||||||
|
|
||||||
|
The script is restarted on each iteration.
|
||||||
|
This is useful for monitoring files or the file system.
|
||||||
|
commands like `head` and `tail` can be used to limit the data in context.
|
||||||
|
The next iteration starts after all repeat scripts in context have finished.
|
||||||
|
|
||||||
|
### Use of XML
|
||||||
|
|
||||||
|
The context and actions are formatted as XML.
|
||||||
|
For the context this adds clear rules for escaping.
|
||||||
|
This is usefull in case a previous context is embedded.
|
||||||
|
|
||||||
|
The LLM is free to escape data any way it wants,
|
||||||
|
as long as it results in valid XML.
|
||||||
|
The response is validated against a schema.
|
||||||
|
|
||||||
|
#### XML Data Flow
|
||||||
|
Entries store their content as raw text. During context compilation, the XML formatter
|
||||||
|
wraps text content in CDATA sections, except when the content contains CDATA closing sequences.
|
||||||
|
In those cases, the formatter uses standard XML escaping.
|
||||||
|
|
||||||
|
This separation between storage and formatting:
|
||||||
|
- Keeps entry data clean and unescaped
|
||||||
|
- Centralizes XML formatting rules
|
||||||
|
- Makes it easy to change escaping rules without modifying entries
|
||||||
|
- Allows different formatting for different use cases
|
||||||
|
|
||||||
|
The Context is escaped using CDATA blocks.
|
||||||
|
Except when the data contains CDATA closing sequences.
|
||||||
|
Then the whole block is escaped using standard XML escaping.
|
||||||
|
|
||||||
|
|
||||||
|
### The SIA process
|
||||||
|
|
||||||
|
SIA is typically runs with the `restart.sh` script.
|
||||||
|
This is a simple shell script that runs SIA in a loop.
|
||||||
|
When stopped, SIA restarts and reloads the Python files.
|
||||||
|
This is how SIA can self-update.
|
||||||
|
|
||||||
|
SIA can also run SIA processes as script.
|
||||||
|
This can be used for testing updates to the LLM or core functionality.
|
||||||
|
|
||||||
|
### Server for debuggin and human input
|
||||||
|
|
||||||
|
SIA can be started with an optional `--server` flag.
|
||||||
|
This starts a web server that can be used to interact with SIA.
|
||||||
|
It is made, specifically for reinforcement learning by human feedback.
|
||||||
|
The web interface takes over standard input and output.
|
||||||
|
It will display the context for editing before handing it to the LLM.
|
||||||
|
After each run of the LLM, before parsing, it will display the reasoning and actions.
|
||||||
|
It interactively displays if the actions can be parsed.
|
||||||
|
At any time, the user can write to the standard input of SIA.
|
||||||
|
|
||||||
|
## Architecture
|
||||||
|
|
||||||
|
SIA follows a modular architecture centered around an agent that ]]>
|
||||||
|
</stdout>
|
||||||
|
<stderr/>
|
||||||
|
</single>
|
||||||
|
<reasoning id="094d22fd-dc5d-4842-85f0-5d3bf8cd1a7b">
|
||||||
|
<![CDATA[
|
||||||
|
My context usage is high.
|
||||||
|
This seems like a large task.
|
||||||
|
I will store the user's request in a notes directory.
|
||||||
|
Here I can formulate a plan.
|
||||||
|
I will use the `delete` action to clean up the context as I go.
|
||||||
|
]]>
|
||||||
|
</reasoning>
|
||||||
|
<single exit_code="0" id="2ae6dc6a-4329-4a26-8a43-35d1434bf7f1">
|
||||||
|
<![CDATA[mkdir /root/notes]]>
|
||||||
|
<stdout/>
|
||||||
|
<stderr/>
|
||||||
|
</single>
|
||||||
|
</context></context><response><single>
|
||||||
|
<![CDATA[cat > '/root/notes/user request.txt' << 'EOF'
|
||||||
|
2024-11-19T17:31:55Z
|
||||||
|
|
||||||
|
The SIA source is located in /root/sia. Not all features are implemented yet. Look at the readme and code to find what is missing. Make sure to unit test your work.
|
||||||
|
EOF]]>
|
||||||
|
</single></response></iteration>
|
||||||
437
iterations/iteration_20241119_175008_071.xml
Normal file
437
iterations/iteration_20241119_175008_071.xml
Normal file
@@ -0,0 +1,437 @@
|
|||||||
|
<?xml version='1.0' encoding='utf-8'?>
|
||||||
|
<iteration system_prompt_hash="a357171f34284409058700f0d6c20cbb4f4bfe643aff5b12168c5158767f89b4" action_schema_hash="a4cf87f3d53c7b14aab3c96097d8b7bf838e8f77e413d11f51051afbe22fa3a6"><context><context
|
||||||
|
context="78.9"
|
||||||
|
cpu="0"
|
||||||
|
disk_total="1081101176832"
|
||||||
|
disk_used="125140549632"
|
||||||
|
gpu="0"
|
||||||
|
memory_total="16630435840"
|
||||||
|
memory_used="1040867328"
|
||||||
|
stdin="0"
|
||||||
|
time="2024-11-19T17:48:56Z">
|
||||||
|
<read_stdin id="0cd183e6-3db7-4539-8b10-604f97c03a1e">
|
||||||
|
<![CDATA[The SIA source is located in /root/sia. Not all features are implemented yet. Look at the readme and code to find what is missing. Make sure to unit test your work.]]>
|
||||||
|
</read_stdin>
|
||||||
|
<reasoning id="ab67e68c-766f-4602-9237-db99e1f4581c">
|
||||||
|
<![CDATA[
|
||||||
|
|
||||||
|
I have received instructions to look at the SIA source code located in /root/sia.
|
||||||
|
I need to identify what features are missing and ensure that unit tests are implemented for my work.
|
||||||
|
First, I will navigate to the /root/sia directory and list its contents to understand the structure.
|
||||||
|
|
||||||
|
]]>
|
||||||
|
</reasoning>
|
||||||
|
<single
|
||||||
|
exit_code="0"
|
||||||
|
id="e50ee4a4-8adc-496e-80ef-7cc3aaa8fd0b"
|
||||||
|
stdout_truncated="true">
|
||||||
|
<![CDATA[
|
||||||
|
ls -la /root/sia
|
||||||
|
]]>
|
||||||
|
<stdout>
|
||||||
|
<![CDATA[total 200
|
||||||
|
drwxr-xr-x 1 root root 4096 Nov 19 16:07 .
|
||||||
|
drwx------ 1 root root 4096 Nov 19 16:07 ..
|
||||||
|
drwxr-xr-x 2 root root 4096 Oct 31 17:07 .crossnote
|
||||||
|
-rwxr-xr-x 1 root root 14 Nov 4 16:01 .dockerignore
|
||||||
|
drwxr-xr-x 8 root root 4096 Nov 19 16:01 .git
|
||||||
|
-rwxr-xr-x 1 root root 30 Nov 4 16:01 .gitignore
|
||||||
|
-rwxr-xr-x 1 root root 843 Nov 4 14:52 Dockerfile
|
||||||
|
-rwxr-xr-x 1 root root 19975 Nov 19 14:20 README.md
|
||||||
|
drwxr-xr-x 2 root root 4096 Nov 15 16:10 _test
|
||||||
|
-rwxr-xr-x 1 root root 3923 Nov 13 15:56 action_schema.xsd
|
||||||
|
-rwxr-xr-x 1 root root 2064 Nov 6 12:29 claude.sh
|
||||||
|
-rwxr-xr-x 1 root root 85153 Nov 14 13:30 claude.txt
|
||||||
|
-rwxr-xr-x 1 root root 572 Nov 19 14:20 install.sh
|
||||||
|
drwxr-xr-x 2 root root 4096 Nov 19 16:30 iterations
|
||||||
|
-rwxr-xr-x 1 root root 105 Nov 19 14:20 requirements.txt
|
||||||
|
-rwxr-xr-x 1 root root 218 Nov 12 16:26 run.sh
|
||||||
|
drwxr-xr-x 1 root root 4096 Nov 19 16:07 sia
|
||||||
|
drwxr-xr-x 3 root root 4096 Nov 19 16:01 static
|
||||||
|
-rwxr-xr-x 1 root root 4120 Nov 13 16:05 system_prompt.md
|
||||||
|
drwxr-xr-x 2 root root 4096 N]]>
|
||||||
|
</stdout>
|
||||||
|
<stderr/>
|
||||||
|
</single>
|
||||||
|
<reasoning id="206f9da6-b57a-46c3-b698-110b18602aab">
|
||||||
|
<![CDATA[
|
||||||
|
|
||||||
|
I have successfully listed the contents of the /root/sia directory.
|
||||||
|
The directory contains several files and subdirectories, including a README.md file, a Dockerfile, and various scripts.
|
||||||
|
The next step is to read the README.md file to understand the project structure and identify any missing features.
|
||||||
|
I will use the `cat` command to display the contents of the README.md file.
|
||||||
|
|
||||||
|
]]>
|
||||||
|
</reasoning>
|
||||||
|
<single
|
||||||
|
exit_code="0"
|
||||||
|
id="702b5383-e8df-4bb8-a021-d966bbf9e3fb"
|
||||||
|
stdout_truncated="true">
|
||||||
|
<![CDATA[cat /root/sia/README.md]]>
|
||||||
|
<stdout>
|
||||||
|
<![CDATA[# SIA - The Self Improving Agent
|
||||||
|
|
||||||
|
SIA is an agentic artificial intelligence system that autonomously completes complex tasks by writing and executing scripts.
|
||||||
|
It uses a Large Language Model (LLM) which operates in a loop.
|
||||||
|
Each iteration a context is updated with system info and a list of previous reasoning and actions.
|
||||||
|
The agent responds with a new reasoning or an action.
|
||||||
|
Context, reasoning and actions are stored in a file for each iteration.
|
||||||
|
SIA can read past iterations to improve its reasoning and actions.
|
||||||
|
It can improve in two ways:
|
||||||
|
- By finetuning the LLM with a better reasoning or action for a given context
|
||||||
|
- By modifying its own source code
|
||||||
|
|
||||||
|
## Example
|
||||||
|
|
||||||
|
This example shows a typical context with some monitored items and previous actions.
|
||||||
|
Between each of the responses, the context would be updated.
|
||||||
|
|
||||||
|
### Context
|
||||||
|
|
||||||
|
```xml
|
||||||
|
<context
|
||||||
|
time="2024-10-18T12:00:00Z"
|
||||||
|
cpu="12"
|
||||||
|
gpu="26"
|
||||||
|
memory_used="9556302234"
|
||||||
|
memory_total="17179869184"
|
||||||
|
disk_used="244434939904"
|
||||||
|
disk_total="273145991168"
|
||||||
|
context="3"
|
||||||
|
s]]>
|
||||||
|
</stdout>
|
||||||
|
<stderr/>
|
||||||
|
</single>
|
||||||
|
<reasoning id="1e3cc87a-8c0d-4f29-9f0b-89b3825b08e0">
|
||||||
|
<![CDATA[
|
||||||
|
|
||||||
|
I have successfully read the beginning of the README.md file.
|
||||||
|
The file provides an overview of the SIA project, including its purpose and how it operates.
|
||||||
|
The next step is to continue reading the README.md file to understand the project structure and identify any missing features.
|
||||||
|
I will use the `tail` command to display the next part of the README.md file.
|
||||||
|
|
||||||
|
]]>
|
||||||
|
</reasoning>
|
||||||
|
<single
|
||||||
|
exit_code="0"
|
||||||
|
id="394be1d8-3a5c-4794-abf2-771cb2e5e8c0"
|
||||||
|
stdout_truncated="true">
|
||||||
|
<![CDATA[tail -c +1024 /root/sia/README.md]]>
|
||||||
|
<stdout>
|
||||||
|
145991168&quot;
|
||||||
|
context=&quot;3&quot;
|
||||||
|
stdin=&quot;0&quot;
|
||||||
|
/&gt;
|
||||||
|
&lt;repeat id=&quot;a3d89ee5-28ec-4c5a-b9e9-a30af53d43a0&quot; exit_code=&quot;0&quot;&gt;
|
||||||
|
&lt;![CDATA[ls -lah /]]&gt;
|
||||||
|
&lt;stdout&gt;&lt;![CDATA[total 16K
|
||||||
|
drwxr-xr-x 1 sia 1049089 0 Oct 28 13:40 ./
|
||||||
|
drwxr-xr-x 1 sia 1049089 0 Oct 28 13:40 ../
|
||||||
|
drwxr-xr-x 1 sia 1049089 0 Oct 28 13:40 tasks/
|
||||||
|
drwxr-xr-x 1 sia 1049089 0 Oct 28 13:40 user/
|
||||||
|
]]&gt;&lt;/stdout&gt;
|
||||||
|
&lt;stderr/&gt;
|
||||||
|
&lt;/repeat&gt;
|
||||||
|
&lt;repeat id=&quot;be8070f8-dbd2-47ee-a208-defe6fd49ae0&quot; exit_code=&quot;0&quot;&gt;
|
||||||
|
&lt;![CDATA[ls -lah /tasks]]&gt;
|
||||||
|
&lt;stdout&gt;&lt;![CDATA[total 0
|
||||||
|
drwxr-xr-x 1 ngeens 1049089 0 Oct 28 13:40 ./
|
||||||
|
drwxr-xr-x 1 ngeens 1049089 0 Oct 28 13:40 ../
|
||||||
|
]]&gt;&lt;/stdout&gt;
|
||||||
|
&lt;stderr/&gt;
|
||||||
|
&lt;/repeat&gt;
|
||||||
|
&lt;repeat id=&quot;375e1657-8140-456b-bda4-a8690bc4b3fb&quot; exit_code=&quot;0&quot;&gt;
|
||||||
|
&lt;![CDATA[cat /user/general_info.txt]]&gt;
|
||||||
|
&lt;stdout&gt;&lt;![CDATA[Name: John (I don&apos;t know his last name)
|
||||||
|
Location: Somewhere in Belgium
|
||||||
|
]]&gt;&lt;/stdout&gt;
|
||||||
|
&lt;stderr/&gt;
|
||||||
|
&lt;/repeat&gt;
|
||||||
|
&lt;reasoning id=&quot;c92d1594-4487-4a42-a153-f0a99da1762f&quot;&gt;&lt;![CDATA[There is data available on the standard input channel. I have no other runnin
|
||||||
|
</stdout>
|
||||||
|
<stderr/>
|
||||||
|
</single>
|
||||||
|
<reasoning id="7566562e-feeb-4a4a-b8ff-4eaea93f930b">
|
||||||
|
<![CDATA[
|
||||||
|
|
||||||
|
|
||||||
|
I have successfully read the next part of the README.md file.
|
||||||
|
The file continues to provide an overview of the SIA project, including its purpose and how it operates.
|
||||||
|
The next step is to continue reading the README.md file to understand the project structure and identify any missing features.
|
||||||
|
I will use the `tail` command to display the next part of the README.md file.
|
||||||
|
|
||||||
|
|
||||||
|
]]>
|
||||||
|
</reasoning>
|
||||||
|
<single
|
||||||
|
exit_code="0"
|
||||||
|
id="c0ca60ee-05aa-45e8-80f0-fe37c16d0e41"
|
||||||
|
stdout_truncated="true">
|
||||||
|
<![CDATA[tail -c +2048 /root/sia/README.md]]>
|
||||||
|
<stdout>
|
||||||
|
annel. I have no other running tasks to tend to and there is room in the context. I should read the standard input.]]&gt;&lt;/reasoning&gt;
|
||||||
|
&lt;read_stdin id=&quot;5361ad0d-3ed1-4567-9f5a-70f3b462fd8d&quot;&gt;&lt;![CDATA[Remind me to feed the cat tomorrow morning]]&gt;&lt;/read_stdin&gt;
|
||||||
|
&lt;/context&gt;
|
||||||
|
```
|
||||||
|
|
||||||
|
### Responses
|
||||||
|
|
||||||
|
Start by reasoning about the task.
|
||||||
|
```xml
|
||||||
|
&lt;reasoning&gt;
|
||||||
|
John did not specify an exact time.
|
||||||
|
I&apos;ll suggest 9am.
|
||||||
|
He also did not specify how to be reminded.
|
||||||
|
I&apos;ll ask but if he doesn&apos;t respond I&apos;ll assume a text message on standard output is fine.
|
||||||
|
I&apos;ll write down this task in a file so I remember it even on a power failure.
|
||||||
|
&lt;/reasoning&gt;
|
||||||
|
```
|
||||||
|
|
||||||
|
Store important information on disk.
|
||||||
|
```xml
|
||||||
|
&lt;script&gt;&lt;![CDATA[echo &apos;Remind John to feed the cat on 2024-10-18T09:00:00+02:00. Use standard output.&apos; &gt; /tasks/reminder_to_feed_cat.txt]]&gt;&lt;/script&gt;
|
||||||
|
```
|
||||||
|
|
||||||
|
Respond to the user.
|
||||||
|
```xml
|
||||||
|
&lt;write_stdout&gt;I&apos;ll remind you to feed the cat tomorrow morning at 9am. Is a message on the standard output ok?&lt;/write_stdout&gt;
|
||||||
|
```
|
||||||
|
|
||||||
|
Clear initial reasoning.
|
||||||
|
```xml
|
||||||
|
</stdout>
|
||||||
|
<stderr/>
|
||||||
|
</single>
|
||||||
|
<reasoning id="4a92af78-dc3f-42e7-95e6-b1c7a9630013">
|
||||||
|
<![CDATA[
|
||||||
|
I have successfully read the next part of the README.md file.
|
||||||
|
The file continues to provide an overview of the SIA project, including its purpose and how it operates.
|
||||||
|
The next step is to continue reading the README.md file to understand the project structure and identify any missing features.
|
||||||
|
I will use the `tail` command to display the next part of the README.md file.
|
||||||
|
]]>
|
||||||
|
</reasoning>
|
||||||
|
<single
|
||||||
|
exit_code="0"
|
||||||
|
id="aa347374-0bfd-437c-b692-784dab52898f"
|
||||||
|
stdout_truncated="true">
|
||||||
|
<![CDATA[tail -c +3072 /root/sia/README.md]]>
|
||||||
|
<stdout>
|
||||||
|
<![CDATA[ar initial reasoning.
|
||||||
|
```xml
|
||||||
|
<delete id="c92d1594-4487-4a42-a153-f0a99da1762f"/>
|
||||||
|
```
|
||||||
|
|
||||||
|
The conversation is kept in context to understand the user's expected response.
|
||||||
|
If the context was near full, it would be summarized and cleaned up.
|
||||||
|
|
||||||
|
The `script` output is also kept in context.
|
||||||
|
If the file was updated often, it could be replaced by a repeated `cat`, like the general info.
|
||||||
|
|
||||||
|
## Working principles
|
||||||
|
|
||||||
|
The main context is regenerated for each iteration.
|
||||||
|
It contains info about the system and previous actions that have not been deleted.
|
||||||
|
Together with the system prompt and available core actions it forms the prompt for the LLM.
|
||||||
|
The LLM responds with one core action.
|
||||||
|
|
||||||
|
### Core Actions
|
||||||
|
|
||||||
|
There are only a few core actions:
|
||||||
|
- Starting a script
|
||||||
|
- Deleting data from context
|
||||||
|
- Stopping SIA
|
||||||
|
- Reading standard input
|
||||||
|
- Writing to standard output
|
||||||
|
- Reasoning
|
||||||
|
|
||||||
|
### Scripts
|
||||||
|
|
||||||
|
Scripts can run in one of 2 modes: single-shot or repeat.
|
||||||
|
Their mode and output (stdout and stderr) stay in the context until they are explicitly removed.
|
||||||
|
In]]>
|
||||||
|
</stdout>
|
||||||
|
<stderr/>
|
||||||
|
</single>
|
||||||
|
<reasoning id="cb3a2d09-0287-4ca0-9bf2-28f90f3a148e">
|
||||||
|
<![CDATA[
|
||||||
|
I have successfully read another part of the README.md file.
|
||||||
|
The file continues to provide an overview of the SIA project, including its purpose and how it operates.
|
||||||
|
I can use the structure of the markdown format to navigate through the file.
|
||||||
|
I will use the `grep` command to find headings and their offset.
|
||||||
|
]]>
|
||||||
|
</reasoning>
|
||||||
|
<single exit_code="0" id="e5067cb3-036a-4bc1-953b-730bef63d9aa">
|
||||||
|
<![CDATA[
|
||||||
|
grep -Eb "^#" /root/sia/README.md
|
||||||
|
]]>
|
||||||
|
<stdout>
|
||||||
|
<![CDATA[0:# SIA - The Self Improving Agent
|
||||||
|
668:## Example
|
||||||
|
832:### Context
|
||||||
|
2323:### Responses
|
||||||
|
3462:## Working principles
|
||||||
|
3759:### Core Actions
|
||||||
|
3953:### Scripts
|
||||||
|
4204:#### Single-shot script
|
||||||
|
4433:#### Repeat script
|
||||||
|
4711:### Use of XML
|
||||||
|
5022:#### XML Data Flow
|
||||||
|
5705:### The SIA process
|
||||||
|
6048:### Server for debuggin and human input
|
||||||
|
6619:## Architecture
|
||||||
|
6885:### Core Components
|
||||||
|
6908:#### Agent Architecture
|
||||||
|
7521:#### Working Memory
|
||||||
|
8059:#### Command Processing
|
||||||
|
8490:#### IO Handling
|
||||||
|
8787:### Processing Flow
|
||||||
|
8810:#### Standard Agent Flow
|
||||||
|
9109:#### Web Agent Flow
|
||||||
|
9472:### Web Interface
|
||||||
|
9600:#### Server-Client Communication
|
||||||
|
9932:#### WebServer Architecture
|
||||||
|
10351:### Diagrams
|
||||||
|
10367:#### Core classes
|
||||||
|
12662:#### Standard Agent Flow
|
||||||
|
13387:#### Web Agent
|
||||||
|
15536:#### Web Agent Flow
|
||||||
|
16522:#### Entry classes
|
||||||
|
18459:#### IO Buffer classes
|
||||||
|
19156:#### Command classes
|
||||||
|
]]>
|
||||||
|
</stdout>
|
||||||
|
<stderr/>
|
||||||
|
</single>
|
||||||
|
<reasoning id="9140a160-c687-4d5d-91c0-cca847d1ce9a">
|
||||||
|
<![CDATA[
|
||||||
|
I have successfully retrieved the headings and their offsets from the README.md file.
|
||||||
|
This will help me navigate through the file more efficiently.
|
||||||
|
The next step is to read the section on "Working principles" to understand the core actions and scripts better.
|
||||||
|
I will use the `tail` command with the appropriate offset and limit to display this full section.
|
||||||
|
]]>
|
||||||
|
</reasoning>
|
||||||
|
<single
|
||||||
|
exit_code="0"
|
||||||
|
id="83bbaded-c55f-4a10-a8f5-e3e97badc842"
|
||||||
|
limit="3157"
|
||||||
|
stdout_truncated="true">
|
||||||
|
<![CDATA[
|
||||||
|
tail -c +3462 /root/sia/README.md
|
||||||
|
]]>
|
||||||
|
<stdout>
|
||||||
|
<![CDATA[
|
||||||
|
## Working principles
|
||||||
|
|
||||||
|
The main context is regenerated for each iteration.
|
||||||
|
It contains info about the system and previous actions that have not been deleted.
|
||||||
|
Together with the system prompt and available core actions it forms the prompt for the LLM.
|
||||||
|
The LLM responds with one core action.
|
||||||
|
|
||||||
|
### Core Actions
|
||||||
|
|
||||||
|
There are only a few core actions:
|
||||||
|
- Starting a script
|
||||||
|
- Deleting data from context
|
||||||
|
- Stopping SIA
|
||||||
|
- Reading standard input
|
||||||
|
- Writing to standard output
|
||||||
|
- Reasoning
|
||||||
|
|
||||||
|
### Scripts
|
||||||
|
|
||||||
|
Scripts can run in one of 2 modes: single-shot or repeat.
|
||||||
|
Their mode and output (stdout and stderr) stay in the context until they are explicitly removed.
|
||||||
|
In this way the agent manages what information is available in the context.
|
||||||
|
|
||||||
|
#### Single-shot script
|
||||||
|
|
||||||
|
The script is executed once.
|
||||||
|
This is useful for most operations e.g. writing to or moving a file or downloading content from the internet.
|
||||||
|
The next iteration starts after the scripts has finished.
|
||||||
|
|
||||||
|
#### Repeat script
|
||||||
|
|
||||||
|
The script is restarted on each iteration.
|
||||||
|
This is useful for monitoring files or the file system.
|
||||||
|
commands like `head` and `tail` can be used to limit the data in context.
|
||||||
|
The next iteration starts after all repeat scripts in context have finished.
|
||||||
|
|
||||||
|
### Use of XML
|
||||||
|
|
||||||
|
The context and actions are formatted as XML.
|
||||||
|
For the context this adds clear rules for escaping.
|
||||||
|
This is usefull in case a previous context is embedded.
|
||||||
|
|
||||||
|
The LLM is free to escape data any way it wants,
|
||||||
|
as long as it results in valid XML.
|
||||||
|
The response is validated against a schema.
|
||||||
|
|
||||||
|
#### XML Data Flow
|
||||||
|
Entries store their content as raw text. During context compilation, the XML formatter
|
||||||
|
wraps text content in CDATA sections, except when the content contains CDATA closing sequences.
|
||||||
|
In those cases, the formatter uses standard XML escaping.
|
||||||
|
|
||||||
|
This separation between storage and formatting:
|
||||||
|
- Keeps entry data clean and unescaped
|
||||||
|
- Centralizes XML formatting rules
|
||||||
|
- Makes it easy to change escaping rules without modifying entries
|
||||||
|
- Allows different formatting for different use cases
|
||||||
|
|
||||||
|
The Context is escaped using CDATA blocks.
|
||||||
|
Except when the data contains CDATA closing sequences.
|
||||||
|
Then the whole block is escaped using standard XML escaping.
|
||||||
|
|
||||||
|
|
||||||
|
### The SIA process
|
||||||
|
|
||||||
|
SIA is typically runs with the `restart.sh` script.
|
||||||
|
This is a simple shell script that runs SIA in a loop.
|
||||||
|
When stopped, SIA restarts and reloads the Python files.
|
||||||
|
This is how SIA can self-update.
|
||||||
|
|
||||||
|
SIA can also run SIA processes as script.
|
||||||
|
This can be used for testing updates to the LLM or core functionality.
|
||||||
|
|
||||||
|
### Server for debuggin and human input
|
||||||
|
|
||||||
|
SIA can be started with an optional `--server` flag.
|
||||||
|
This starts a web server that can be used to interact with SIA.
|
||||||
|
It is made, specifically for reinforcement learning by human feedback.
|
||||||
|
The web interface takes over standard input and output.
|
||||||
|
It will display the context for editing before handing it to the LLM.
|
||||||
|
After each run of the LLM, before parsing, it will display the reasoning and actions.
|
||||||
|
It interactively displays if the actions can be parsed.
|
||||||
|
At any time, the user can write to the standard input of SIA.
|
||||||
|
|
||||||
|
## Architecture
|
||||||
|
|
||||||
|
SIA follows a modular architecture centered around an agent that ]]>
|
||||||
|
</stdout>
|
||||||
|
<stderr/>
|
||||||
|
</single>
|
||||||
|
<reasoning id="094d22fd-dc5d-4842-85f0-5d3bf8cd1a7b">
|
||||||
|
<![CDATA[
|
||||||
|
My context usage is high.
|
||||||
|
This seems like a large task.
|
||||||
|
I will store the user's request in a notes directory.
|
||||||
|
Here I can formulate a plan.
|
||||||
|
I will use the `delete` action to clean up the context as I go.
|
||||||
|
]]>
|
||||||
|
</reasoning>
|
||||||
|
<single exit_code="0" id="2ae6dc6a-4329-4a26-8a43-35d1434bf7f1">
|
||||||
|
<![CDATA[mkdir /root/notes]]>
|
||||||
|
<stdout/>
|
||||||
|
<stderr/>
|
||||||
|
</single>
|
||||||
|
<single exit_code="0" id="a54ef610-8891-4882-8922-9134cb36020b">
|
||||||
|
<![CDATA[
|
||||||
|
cat > '/root/notes/user request.txt' << 'EOF'
|
||||||
|
2024-11-19T17:31:55Z
|
||||||
|
|
||||||
|
The SIA source is located in /root/sia. Not all features are implemented yet. Look at the readme and code to find what is missing. Make sure to unit test your work.
|
||||||
|
EOF
|
||||||
|
]]>
|
||||||
|
<stdout/>
|
||||||
|
<stderr/>
|
||||||
|
</single>
|
||||||
|
</context></context><response><single>cat '/root/notes/user request.txt'</single></response></iteration>
|
||||||
447
iterations/iteration_20241119_175215_856.xml
Normal file
447
iterations/iteration_20241119_175215_856.xml
Normal file
@@ -0,0 +1,447 @@
|
|||||||
|
<?xml version='1.0' encoding='utf-8'?>
|
||||||
|
<iteration system_prompt_hash="a357171f34284409058700f0d6c20cbb4f4bfe643aff5b12168c5158767f89b4" action_schema_hash="a4cf87f3d53c7b14aab3c96097d8b7bf838e8f77e413d11f51051afbe22fa3a6"><context><context
|
||||||
|
context="80.49"
|
||||||
|
cpu="0"
|
||||||
|
disk_total="1081101176832"
|
||||||
|
disk_used="125140570112"
|
||||||
|
gpu="0"
|
||||||
|
memory_total="16630435840"
|
||||||
|
memory_used="1042337792"
|
||||||
|
stdin="0"
|
||||||
|
time="2024-11-19T17:50:08Z">
|
||||||
|
<read_stdin id="0cd183e6-3db7-4539-8b10-604f97c03a1e">
|
||||||
|
<![CDATA[The SIA source is located in /root/sia. Not all features are implemented yet. Look at the readme and code to find what is missing. Make sure to unit test your work.]]>
|
||||||
|
</read_stdin>
|
||||||
|
<reasoning id="ab67e68c-766f-4602-9237-db99e1f4581c">
|
||||||
|
<![CDATA[
|
||||||
|
|
||||||
|
I have received instructions to look at the SIA source code located in /root/sia.
|
||||||
|
I need to identify what features are missing and ensure that unit tests are implemented for my work.
|
||||||
|
First, I will navigate to the /root/sia directory and list its contents to understand the structure.
|
||||||
|
|
||||||
|
]]>
|
||||||
|
</reasoning>
|
||||||
|
<single
|
||||||
|
exit_code="0"
|
||||||
|
id="e50ee4a4-8adc-496e-80ef-7cc3aaa8fd0b"
|
||||||
|
stdout_truncated="true">
|
||||||
|
<![CDATA[
|
||||||
|
ls -la /root/sia
|
||||||
|
]]>
|
||||||
|
<stdout>
|
||||||
|
<![CDATA[total 200
|
||||||
|
drwxr-xr-x 1 root root 4096 Nov 19 16:07 .
|
||||||
|
drwx------ 1 root root 4096 Nov 19 16:07 ..
|
||||||
|
drwxr-xr-x 2 root root 4096 Oct 31 17:07 .crossnote
|
||||||
|
-rwxr-xr-x 1 root root 14 Nov 4 16:01 .dockerignore
|
||||||
|
drwxr-xr-x 8 root root 4096 Nov 19 16:01 .git
|
||||||
|
-rwxr-xr-x 1 root root 30 Nov 4 16:01 .gitignore
|
||||||
|
-rwxr-xr-x 1 root root 843 Nov 4 14:52 Dockerfile
|
||||||
|
-rwxr-xr-x 1 root root 19975 Nov 19 14:20 README.md
|
||||||
|
drwxr-xr-x 2 root root 4096 Nov 15 16:10 _test
|
||||||
|
-rwxr-xr-x 1 root root 3923 Nov 13 15:56 action_schema.xsd
|
||||||
|
-rwxr-xr-x 1 root root 2064 Nov 6 12:29 claude.sh
|
||||||
|
-rwxr-xr-x 1 root root 85153 Nov 14 13:30 claude.txt
|
||||||
|
-rwxr-xr-x 1 root root 572 Nov 19 14:20 install.sh
|
||||||
|
drwxr-xr-x 2 root root 4096 Nov 19 16:30 iterations
|
||||||
|
-rwxr-xr-x 1 root root 105 Nov 19 14:20 requirements.txt
|
||||||
|
-rwxr-xr-x 1 root root 218 Nov 12 16:26 run.sh
|
||||||
|
drwxr-xr-x 1 root root 4096 Nov 19 16:07 sia
|
||||||
|
drwxr-xr-x 3 root root 4096 Nov 19 16:01 static
|
||||||
|
-rwxr-xr-x 1 root root 4120 Nov 13 16:05 system_prompt.md
|
||||||
|
drwxr-xr-x 2 root root 4096 N]]>
|
||||||
|
</stdout>
|
||||||
|
<stderr/>
|
||||||
|
</single>
|
||||||
|
<reasoning id="206f9da6-b57a-46c3-b698-110b18602aab">
|
||||||
|
<![CDATA[
|
||||||
|
|
||||||
|
I have successfully listed the contents of the /root/sia directory.
|
||||||
|
The directory contains several files and subdirectories, including a README.md file, a Dockerfile, and various scripts.
|
||||||
|
The next step is to read the README.md file to understand the project structure and identify any missing features.
|
||||||
|
I will use the `cat` command to display the contents of the README.md file.
|
||||||
|
|
||||||
|
]]>
|
||||||
|
</reasoning>
|
||||||
|
<single
|
||||||
|
exit_code="0"
|
||||||
|
id="702b5383-e8df-4bb8-a021-d966bbf9e3fb"
|
||||||
|
stdout_truncated="true">
|
||||||
|
<![CDATA[cat /root/sia/README.md]]>
|
||||||
|
<stdout>
|
||||||
|
<![CDATA[# SIA - The Self Improving Agent
|
||||||
|
|
||||||
|
SIA is an agentic artificial intelligence system that autonomously completes complex tasks by writing and executing scripts.
|
||||||
|
It uses a Large Language Model (LLM) which operates in a loop.
|
||||||
|
Each iteration a context is updated with system info and a list of previous reasoning and actions.
|
||||||
|
The agent responds with a new reasoning or an action.
|
||||||
|
Context, reasoning and actions are stored in a file for each iteration.
|
||||||
|
SIA can read past iterations to improve its reasoning and actions.
|
||||||
|
It can improve in two ways:
|
||||||
|
- By finetuning the LLM with a better reasoning or action for a given context
|
||||||
|
- By modifying its own source code
|
||||||
|
|
||||||
|
## Example
|
||||||
|
|
||||||
|
This example shows a typical context with some monitored items and previous actions.
|
||||||
|
Between each of the responses, the context would be updated.
|
||||||
|
|
||||||
|
### Context
|
||||||
|
|
||||||
|
```xml
|
||||||
|
<context
|
||||||
|
time="2024-10-18T12:00:00Z"
|
||||||
|
cpu="12"
|
||||||
|
gpu="26"
|
||||||
|
memory_used="9556302234"
|
||||||
|
memory_total="17179869184"
|
||||||
|
disk_used="244434939904"
|
||||||
|
disk_total="273145991168"
|
||||||
|
context="3"
|
||||||
|
s]]>
|
||||||
|
</stdout>
|
||||||
|
<stderr/>
|
||||||
|
</single>
|
||||||
|
<reasoning id="1e3cc87a-8c0d-4f29-9f0b-89b3825b08e0">
|
||||||
|
<![CDATA[
|
||||||
|
|
||||||
|
I have successfully read the beginning of the README.md file.
|
||||||
|
The file provides an overview of the SIA project, including its purpose and how it operates.
|
||||||
|
The next step is to continue reading the README.md file to understand the project structure and identify any missing features.
|
||||||
|
I will use the `tail` command to display the next part of the README.md file.
|
||||||
|
|
||||||
|
]]>
|
||||||
|
</reasoning>
|
||||||
|
<single
|
||||||
|
exit_code="0"
|
||||||
|
id="394be1d8-3a5c-4794-abf2-771cb2e5e8c0"
|
||||||
|
stdout_truncated="true">
|
||||||
|
<![CDATA[tail -c +1024 /root/sia/README.md]]>
|
||||||
|
<stdout>
|
||||||
|
145991168&quot;
|
||||||
|
context=&quot;3&quot;
|
||||||
|
stdin=&quot;0&quot;
|
||||||
|
/&gt;
|
||||||
|
&lt;repeat id=&quot;a3d89ee5-28ec-4c5a-b9e9-a30af53d43a0&quot; exit_code=&quot;0&quot;&gt;
|
||||||
|
&lt;![CDATA[ls -lah /]]&gt;
|
||||||
|
&lt;stdout&gt;&lt;![CDATA[total 16K
|
||||||
|
drwxr-xr-x 1 sia 1049089 0 Oct 28 13:40 ./
|
||||||
|
drwxr-xr-x 1 sia 1049089 0 Oct 28 13:40 ../
|
||||||
|
drwxr-xr-x 1 sia 1049089 0 Oct 28 13:40 tasks/
|
||||||
|
drwxr-xr-x 1 sia 1049089 0 Oct 28 13:40 user/
|
||||||
|
]]&gt;&lt;/stdout&gt;
|
||||||
|
&lt;stderr/&gt;
|
||||||
|
&lt;/repeat&gt;
|
||||||
|
&lt;repeat id=&quot;be8070f8-dbd2-47ee-a208-defe6fd49ae0&quot; exit_code=&quot;0&quot;&gt;
|
||||||
|
&lt;![CDATA[ls -lah /tasks]]&gt;
|
||||||
|
&lt;stdout&gt;&lt;![CDATA[total 0
|
||||||
|
drwxr-xr-x 1 ngeens 1049089 0 Oct 28 13:40 ./
|
||||||
|
drwxr-xr-x 1 ngeens 1049089 0 Oct 28 13:40 ../
|
||||||
|
]]&gt;&lt;/stdout&gt;
|
||||||
|
&lt;stderr/&gt;
|
||||||
|
&lt;/repeat&gt;
|
||||||
|
&lt;repeat id=&quot;375e1657-8140-456b-bda4-a8690bc4b3fb&quot; exit_code=&quot;0&quot;&gt;
|
||||||
|
&lt;![CDATA[cat /user/general_info.txt]]&gt;
|
||||||
|
&lt;stdout&gt;&lt;![CDATA[Name: John (I don&apos;t know his last name)
|
||||||
|
Location: Somewhere in Belgium
|
||||||
|
]]&gt;&lt;/stdout&gt;
|
||||||
|
&lt;stderr/&gt;
|
||||||
|
&lt;/repeat&gt;
|
||||||
|
&lt;reasoning id=&quot;c92d1594-4487-4a42-a153-f0a99da1762f&quot;&gt;&lt;![CDATA[There is data available on the standard input channel. I have no other runnin
|
||||||
|
</stdout>
|
||||||
|
<stderr/>
|
||||||
|
</single>
|
||||||
|
<reasoning id="7566562e-feeb-4a4a-b8ff-4eaea93f930b">
|
||||||
|
<![CDATA[
|
||||||
|
|
||||||
|
|
||||||
|
I have successfully read the next part of the README.md file.
|
||||||
|
The file continues to provide an overview of the SIA project, including its purpose and how it operates.
|
||||||
|
The next step is to continue reading the README.md file to understand the project structure and identify any missing features.
|
||||||
|
I will use the `tail` command to display the next part of the README.md file.
|
||||||
|
|
||||||
|
|
||||||
|
]]>
|
||||||
|
</reasoning>
|
||||||
|
<single
|
||||||
|
exit_code="0"
|
||||||
|
id="c0ca60ee-05aa-45e8-80f0-fe37c16d0e41"
|
||||||
|
stdout_truncated="true">
|
||||||
|
<![CDATA[tail -c +2048 /root/sia/README.md]]>
|
||||||
|
<stdout>
|
||||||
|
annel. I have no other running tasks to tend to and there is room in the context. I should read the standard input.]]&gt;&lt;/reasoning&gt;
|
||||||
|
&lt;read_stdin id=&quot;5361ad0d-3ed1-4567-9f5a-70f3b462fd8d&quot;&gt;&lt;![CDATA[Remind me to feed the cat tomorrow morning]]&gt;&lt;/read_stdin&gt;
|
||||||
|
&lt;/context&gt;
|
||||||
|
```
|
||||||
|
|
||||||
|
### Responses
|
||||||
|
|
||||||
|
Start by reasoning about the task.
|
||||||
|
```xml
|
||||||
|
&lt;reasoning&gt;
|
||||||
|
John did not specify an exact time.
|
||||||
|
I&apos;ll suggest 9am.
|
||||||
|
He also did not specify how to be reminded.
|
||||||
|
I&apos;ll ask but if he doesn&apos;t respond I&apos;ll assume a text message on standard output is fine.
|
||||||
|
I&apos;ll write down this task in a file so I remember it even on a power failure.
|
||||||
|
&lt;/reasoning&gt;
|
||||||
|
```
|
||||||
|
|
||||||
|
Store important information on disk.
|
||||||
|
```xml
|
||||||
|
&lt;script&gt;&lt;![CDATA[echo &apos;Remind John to feed the cat on 2024-10-18T09:00:00+02:00. Use standard output.&apos; &gt; /tasks/reminder_to_feed_cat.txt]]&gt;&lt;/script&gt;
|
||||||
|
```
|
||||||
|
|
||||||
|
Respond to the user.
|
||||||
|
```xml
|
||||||
|
&lt;write_stdout&gt;I&apos;ll remind you to feed the cat tomorrow morning at 9am. Is a message on the standard output ok?&lt;/write_stdout&gt;
|
||||||
|
```
|
||||||
|
|
||||||
|
Clear initial reasoning.
|
||||||
|
```xml
|
||||||
|
</stdout>
|
||||||
|
<stderr/>
|
||||||
|
</single>
|
||||||
|
<reasoning id="4a92af78-dc3f-42e7-95e6-b1c7a9630013">
|
||||||
|
<![CDATA[
|
||||||
|
I have successfully read the next part of the README.md file.
|
||||||
|
The file continues to provide an overview of the SIA project, including its purpose and how it operates.
|
||||||
|
The next step is to continue reading the README.md file to understand the project structure and identify any missing features.
|
||||||
|
I will use the `tail` command to display the next part of the README.md file.
|
||||||
|
]]>
|
||||||
|
</reasoning>
|
||||||
|
<single
|
||||||
|
exit_code="0"
|
||||||
|
id="aa347374-0bfd-437c-b692-784dab52898f"
|
||||||
|
stdout_truncated="true">
|
||||||
|
<![CDATA[tail -c +3072 /root/sia/README.md]]>
|
||||||
|
<stdout>
|
||||||
|
<![CDATA[ar initial reasoning.
|
||||||
|
```xml
|
||||||
|
<delete id="c92d1594-4487-4a42-a153-f0a99da1762f"/>
|
||||||
|
```
|
||||||
|
|
||||||
|
The conversation is kept in context to understand the user's expected response.
|
||||||
|
If the context was near full, it would be summarized and cleaned up.
|
||||||
|
|
||||||
|
The `script` output is also kept in context.
|
||||||
|
If the file was updated often, it could be replaced by a repeated `cat`, like the general info.
|
||||||
|
|
||||||
|
## Working principles
|
||||||
|
|
||||||
|
The main context is regenerated for each iteration.
|
||||||
|
It contains info about the system and previous actions that have not been deleted.
|
||||||
|
Together with the system prompt and available core actions it forms the prompt for the LLM.
|
||||||
|
The LLM responds with one core action.
|
||||||
|
|
||||||
|
### Core Actions
|
||||||
|
|
||||||
|
There are only a few core actions:
|
||||||
|
- Starting a script
|
||||||
|
- Deleting data from context
|
||||||
|
- Stopping SIA
|
||||||
|
- Reading standard input
|
||||||
|
- Writing to standard output
|
||||||
|
- Reasoning
|
||||||
|
|
||||||
|
### Scripts
|
||||||
|
|
||||||
|
Scripts can run in one of 2 modes: single-shot or repeat.
|
||||||
|
Their mode and output (stdout and stderr) stay in the context until they are explicitly removed.
|
||||||
|
In]]>
|
||||||
|
</stdout>
|
||||||
|
<stderr/>
|
||||||
|
</single>
|
||||||
|
<reasoning id="cb3a2d09-0287-4ca0-9bf2-28f90f3a148e">
|
||||||
|
<![CDATA[
|
||||||
|
I have successfully read another part of the README.md file.
|
||||||
|
The file continues to provide an overview of the SIA project, including its purpose and how it operates.
|
||||||
|
I can use the structure of the markdown format to navigate through the file.
|
||||||
|
I will use the `grep` command to find headings and their offset.
|
||||||
|
]]>
|
||||||
|
</reasoning>
|
||||||
|
<single exit_code="0" id="e5067cb3-036a-4bc1-953b-730bef63d9aa">
|
||||||
|
<![CDATA[
|
||||||
|
grep -Eb "^#" /root/sia/README.md
|
||||||
|
]]>
|
||||||
|
<stdout>
|
||||||
|
<![CDATA[0:# SIA - The Self Improving Agent
|
||||||
|
668:## Example
|
||||||
|
832:### Context
|
||||||
|
2323:### Responses
|
||||||
|
3462:## Working principles
|
||||||
|
3759:### Core Actions
|
||||||
|
3953:### Scripts
|
||||||
|
4204:#### Single-shot script
|
||||||
|
4433:#### Repeat script
|
||||||
|
4711:### Use of XML
|
||||||
|
5022:#### XML Data Flow
|
||||||
|
5705:### The SIA process
|
||||||
|
6048:### Server for debuggin and human input
|
||||||
|
6619:## Architecture
|
||||||
|
6885:### Core Components
|
||||||
|
6908:#### Agent Architecture
|
||||||
|
7521:#### Working Memory
|
||||||
|
8059:#### Command Processing
|
||||||
|
8490:#### IO Handling
|
||||||
|
8787:### Processing Flow
|
||||||
|
8810:#### Standard Agent Flow
|
||||||
|
9109:#### Web Agent Flow
|
||||||
|
9472:### Web Interface
|
||||||
|
9600:#### Server-Client Communication
|
||||||
|
9932:#### WebServer Architecture
|
||||||
|
10351:### Diagrams
|
||||||
|
10367:#### Core classes
|
||||||
|
12662:#### Standard Agent Flow
|
||||||
|
13387:#### Web Agent
|
||||||
|
15536:#### Web Agent Flow
|
||||||
|
16522:#### Entry classes
|
||||||
|
18459:#### IO Buffer classes
|
||||||
|
19156:#### Command classes
|
||||||
|
]]>
|
||||||
|
</stdout>
|
||||||
|
<stderr/>
|
||||||
|
</single>
|
||||||
|
<reasoning id="9140a160-c687-4d5d-91c0-cca847d1ce9a">
|
||||||
|
<![CDATA[
|
||||||
|
I have successfully retrieved the headings and their offsets from the README.md file.
|
||||||
|
This will help me navigate through the file more efficiently.
|
||||||
|
The next step is to read the section on "Working principles" to understand the core actions and scripts better.
|
||||||
|
I will use the `tail` command with the appropriate offset and limit to display this full section.
|
||||||
|
]]>
|
||||||
|
</reasoning>
|
||||||
|
<single
|
||||||
|
exit_code="0"
|
||||||
|
id="83bbaded-c55f-4a10-a8f5-e3e97badc842"
|
||||||
|
limit="3157"
|
||||||
|
stdout_truncated="true">
|
||||||
|
<![CDATA[
|
||||||
|
tail -c +3462 /root/sia/README.md
|
||||||
|
]]>
|
||||||
|
<stdout>
|
||||||
|
<![CDATA[
|
||||||
|
## Working principles
|
||||||
|
|
||||||
|
The main context is regenerated for each iteration.
|
||||||
|
It contains info about the system and previous actions that have not been deleted.
|
||||||
|
Together with the system prompt and available core actions it forms the prompt for the LLM.
|
||||||
|
The LLM responds with one core action.
|
||||||
|
|
||||||
|
### Core Actions
|
||||||
|
|
||||||
|
There are only a few core actions:
|
||||||
|
- Starting a script
|
||||||
|
- Deleting data from context
|
||||||
|
- Stopping SIA
|
||||||
|
- Reading standard input
|
||||||
|
- Writing to standard output
|
||||||
|
- Reasoning
|
||||||
|
|
||||||
|
### Scripts
|
||||||
|
|
||||||
|
Scripts can run in one of 2 modes: single-shot or repeat.
|
||||||
|
Their mode and output (stdout and stderr) stay in the context until they are explicitly removed.
|
||||||
|
In this way the agent manages what information is available in the context.
|
||||||
|
|
||||||
|
#### Single-shot script
|
||||||
|
|
||||||
|
The script is executed once.
|
||||||
|
This is useful for most operations e.g. writing to or moving a file or downloading content from the internet.
|
||||||
|
The next iteration starts after the scripts has finished.
|
||||||
|
|
||||||
|
#### Repeat script
|
||||||
|
|
||||||
|
The script is restarted on each iteration.
|
||||||
|
This is useful for monitoring files or the file system.
|
||||||
|
commands like `head` and `tail` can be used to limit the data in context.
|
||||||
|
The next iteration starts after all repeat scripts in context have finished.
|
||||||
|
|
||||||
|
### Use of XML
|
||||||
|
|
||||||
|
The context and actions are formatted as XML.
|
||||||
|
For the context this adds clear rules for escaping.
|
||||||
|
This is usefull in case a previous context is embedded.
|
||||||
|
|
||||||
|
The LLM is free to escape data any way it wants,
|
||||||
|
as long as it results in valid XML.
|
||||||
|
The response is validated against a schema.
|
||||||
|
|
||||||
|
#### XML Data Flow
|
||||||
|
Entries store their content as raw text. During context compilation, the XML formatter
|
||||||
|
wraps text content in CDATA sections, except when the content contains CDATA closing sequences.
|
||||||
|
In those cases, the formatter uses standard XML escaping.
|
||||||
|
|
||||||
|
This separation between storage and formatting:
|
||||||
|
- Keeps entry data clean and unescaped
|
||||||
|
- Centralizes XML formatting rules
|
||||||
|
- Makes it easy to change escaping rules without modifying entries
|
||||||
|
- Allows different formatting for different use cases
|
||||||
|
|
||||||
|
The Context is escaped using CDATA blocks.
|
||||||
|
Except when the data contains CDATA closing sequences.
|
||||||
|
Then the whole block is escaped using standard XML escaping.
|
||||||
|
|
||||||
|
|
||||||
|
### The SIA process
|
||||||
|
|
||||||
|
SIA is typically runs with the `restart.sh` script.
|
||||||
|
This is a simple shell script that runs SIA in a loop.
|
||||||
|
When stopped, SIA restarts and reloads the Python files.
|
||||||
|
This is how SIA can self-update.
|
||||||
|
|
||||||
|
SIA can also run SIA processes as script.
|
||||||
|
This can be used for testing updates to the LLM or core functionality.
|
||||||
|
|
||||||
|
### Server for debuggin and human input
|
||||||
|
|
||||||
|
SIA can be started with an optional `--server` flag.
|
||||||
|
This starts a web server that can be used to interact with SIA.
|
||||||
|
It is made, specifically for reinforcement learning by human feedback.
|
||||||
|
The web interface takes over standard input and output.
|
||||||
|
It will display the context for editing before handing it to the LLM.
|
||||||
|
After each run of the LLM, before parsing, it will display the reasoning and actions.
|
||||||
|
It interactively displays if the actions can be parsed.
|
||||||
|
At any time, the user can write to the standard input of SIA.
|
||||||
|
|
||||||
|
## Architecture
|
||||||
|
|
||||||
|
SIA follows a modular architecture centered around an agent that ]]>
|
||||||
|
</stdout>
|
||||||
|
<stderr/>
|
||||||
|
</single>
|
||||||
|
<reasoning id="094d22fd-dc5d-4842-85f0-5d3bf8cd1a7b">
|
||||||
|
<![CDATA[
|
||||||
|
My context usage is high.
|
||||||
|
This seems like a large task.
|
||||||
|
I will store the user's request in a notes directory.
|
||||||
|
Here I can formulate a plan.
|
||||||
|
I will use the `delete` action to clean up the context as I go.
|
||||||
|
]]>
|
||||||
|
</reasoning>
|
||||||
|
<single exit_code="0" id="2ae6dc6a-4329-4a26-8a43-35d1434bf7f1">
|
||||||
|
<![CDATA[mkdir /root/notes]]>
|
||||||
|
<stdout/>
|
||||||
|
<stderr/>
|
||||||
|
</single>
|
||||||
|
<single exit_code="0" id="a54ef610-8891-4882-8922-9134cb36020b">
|
||||||
|
<![CDATA[
|
||||||
|
cat > '/root/notes/user request.txt' << 'EOF'
|
||||||
|
2024-11-19T17:31:55Z
|
||||||
|
|
||||||
|
The SIA source is located in /root/sia. Not all features are implemented yet. Look at the readme and code to find what is missing. Make sure to unit test your work.
|
||||||
|
EOF
|
||||||
|
]]>
|
||||||
|
<stdout/>
|
||||||
|
<stderr/>
|
||||||
|
</single>
|
||||||
|
<single exit_code="0" id="5168b21a-dd00-4a29-890a-ceaf126708f9">
|
||||||
|
<![CDATA[cat '/root/notes/user request.txt']]>
|
||||||
|
<stdout>
|
||||||
|
<![CDATA[2024-11-19T17:31:55Z
|
||||||
|
|
||||||
|
The SIA source is located in /root/sia. Not all features are implemented yet. Look at the readme and code to find what is missing. Make sure to unit test your work.
|
||||||
|
]]>
|
||||||
|
</stdout>
|
||||||
|
<stderr/>
|
||||||
|
</single>
|
||||||
|
</context></context><response><delete id="a54ef610-8891-4882-8922-9134cb36020b"/></response></iteration>
|
||||||
436
iterations/iteration_20241119_175424_315.xml
Normal file
436
iterations/iteration_20241119_175424_315.xml
Normal file
@@ -0,0 +1,436 @@
|
|||||||
|
<?xml version='1.0' encoding='utf-8'?>
|
||||||
|
<iteration system_prompt_hash="a357171f34284409058700f0d6c20cbb4f4bfe643aff5b12168c5158767f89b4" action_schema_hash="a4cf87f3d53c7b14aab3c96097d8b7bf838e8f77e413d11f51051afbe22fa3a6"><context><context
|
||||||
|
context="78.93"
|
||||||
|
cpu="0"
|
||||||
|
disk_total="1081101176832"
|
||||||
|
disk_used="125140590592"
|
||||||
|
gpu="0"
|
||||||
|
memory_total="16630435840"
|
||||||
|
memory_used="1047011328"
|
||||||
|
stdin="0"
|
||||||
|
time="2024-11-19T17:52:15Z">
|
||||||
|
<read_stdin id="0cd183e6-3db7-4539-8b10-604f97c03a1e">
|
||||||
|
<![CDATA[The SIA source is located in /root/sia. Not all features are implemented yet. Look at the readme and code to find what is missing. Make sure to unit test your work.]]>
|
||||||
|
</read_stdin>
|
||||||
|
<reasoning id="ab67e68c-766f-4602-9237-db99e1f4581c">
|
||||||
|
<![CDATA[
|
||||||
|
|
||||||
|
I have received instructions to look at the SIA source code located in /root/sia.
|
||||||
|
I need to identify what features are missing and ensure that unit tests are implemented for my work.
|
||||||
|
First, I will navigate to the /root/sia directory and list its contents to understand the structure.
|
||||||
|
|
||||||
|
]]>
|
||||||
|
</reasoning>
|
||||||
|
<single
|
||||||
|
exit_code="0"
|
||||||
|
id="e50ee4a4-8adc-496e-80ef-7cc3aaa8fd0b"
|
||||||
|
stdout_truncated="true">
|
||||||
|
<![CDATA[
|
||||||
|
ls -la /root/sia
|
||||||
|
]]>
|
||||||
|
<stdout>
|
||||||
|
<![CDATA[total 200
|
||||||
|
drwxr-xr-x 1 root root 4096 Nov 19 16:07 .
|
||||||
|
drwx------ 1 root root 4096 Nov 19 16:07 ..
|
||||||
|
drwxr-xr-x 2 root root 4096 Oct 31 17:07 .crossnote
|
||||||
|
-rwxr-xr-x 1 root root 14 Nov 4 16:01 .dockerignore
|
||||||
|
drwxr-xr-x 8 root root 4096 Nov 19 16:01 .git
|
||||||
|
-rwxr-xr-x 1 root root 30 Nov 4 16:01 .gitignore
|
||||||
|
-rwxr-xr-x 1 root root 843 Nov 4 14:52 Dockerfile
|
||||||
|
-rwxr-xr-x 1 root root 19975 Nov 19 14:20 README.md
|
||||||
|
drwxr-xr-x 2 root root 4096 Nov 15 16:10 _test
|
||||||
|
-rwxr-xr-x 1 root root 3923 Nov 13 15:56 action_schema.xsd
|
||||||
|
-rwxr-xr-x 1 root root 2064 Nov 6 12:29 claude.sh
|
||||||
|
-rwxr-xr-x 1 root root 85153 Nov 14 13:30 claude.txt
|
||||||
|
-rwxr-xr-x 1 root root 572 Nov 19 14:20 install.sh
|
||||||
|
drwxr-xr-x 2 root root 4096 Nov 19 16:30 iterations
|
||||||
|
-rwxr-xr-x 1 root root 105 Nov 19 14:20 requirements.txt
|
||||||
|
-rwxr-xr-x 1 root root 218 Nov 12 16:26 run.sh
|
||||||
|
drwxr-xr-x 1 root root 4096 Nov 19 16:07 sia
|
||||||
|
drwxr-xr-x 3 root root 4096 Nov 19 16:01 static
|
||||||
|
-rwxr-xr-x 1 root root 4120 Nov 13 16:05 system_prompt.md
|
||||||
|
drwxr-xr-x 2 root root 4096 N]]>
|
||||||
|
</stdout>
|
||||||
|
<stderr/>
|
||||||
|
</single>
|
||||||
|
<reasoning id="206f9da6-b57a-46c3-b698-110b18602aab">
|
||||||
|
<![CDATA[
|
||||||
|
|
||||||
|
I have successfully listed the contents of the /root/sia directory.
|
||||||
|
The directory contains several files and subdirectories, including a README.md file, a Dockerfile, and various scripts.
|
||||||
|
The next step is to read the README.md file to understand the project structure and identify any missing features.
|
||||||
|
I will use the `cat` command to display the contents of the README.md file.
|
||||||
|
|
||||||
|
]]>
|
||||||
|
</reasoning>
|
||||||
|
<single
|
||||||
|
exit_code="0"
|
||||||
|
id="702b5383-e8df-4bb8-a021-d966bbf9e3fb"
|
||||||
|
stdout_truncated="true">
|
||||||
|
<![CDATA[cat /root/sia/README.md]]>
|
||||||
|
<stdout>
|
||||||
|
<![CDATA[# SIA - The Self Improving Agent
|
||||||
|
|
||||||
|
SIA is an agentic artificial intelligence system that autonomously completes complex tasks by writing and executing scripts.
|
||||||
|
It uses a Large Language Model (LLM) which operates in a loop.
|
||||||
|
Each iteration a context is updated with system info and a list of previous reasoning and actions.
|
||||||
|
The agent responds with a new reasoning or an action.
|
||||||
|
Context, reasoning and actions are stored in a file for each iteration.
|
||||||
|
SIA can read past iterations to improve its reasoning and actions.
|
||||||
|
It can improve in two ways:
|
||||||
|
- By finetuning the LLM with a better reasoning or action for a given context
|
||||||
|
- By modifying its own source code
|
||||||
|
|
||||||
|
## Example
|
||||||
|
|
||||||
|
This example shows a typical context with some monitored items and previous actions.
|
||||||
|
Between each of the responses, the context would be updated.
|
||||||
|
|
||||||
|
### Context
|
||||||
|
|
||||||
|
```xml
|
||||||
|
<context
|
||||||
|
time="2024-10-18T12:00:00Z"
|
||||||
|
cpu="12"
|
||||||
|
gpu="26"
|
||||||
|
memory_used="9556302234"
|
||||||
|
memory_total="17179869184"
|
||||||
|
disk_used="244434939904"
|
||||||
|
disk_total="273145991168"
|
||||||
|
context="3"
|
||||||
|
s]]>
|
||||||
|
</stdout>
|
||||||
|
<stderr/>
|
||||||
|
</single>
|
||||||
|
<reasoning id="1e3cc87a-8c0d-4f29-9f0b-89b3825b08e0">
|
||||||
|
<![CDATA[
|
||||||
|
|
||||||
|
I have successfully read the beginning of the README.md file.
|
||||||
|
The file provides an overview of the SIA project, including its purpose and how it operates.
|
||||||
|
The next step is to continue reading the README.md file to understand the project structure and identify any missing features.
|
||||||
|
I will use the `tail` command to display the next part of the README.md file.
|
||||||
|
|
||||||
|
]]>
|
||||||
|
</reasoning>
|
||||||
|
<single
|
||||||
|
exit_code="0"
|
||||||
|
id="394be1d8-3a5c-4794-abf2-771cb2e5e8c0"
|
||||||
|
stdout_truncated="true">
|
||||||
|
<![CDATA[tail -c +1024 /root/sia/README.md]]>
|
||||||
|
<stdout>
|
||||||
|
145991168&quot;
|
||||||
|
context=&quot;3&quot;
|
||||||
|
stdin=&quot;0&quot;
|
||||||
|
/&gt;
|
||||||
|
&lt;repeat id=&quot;a3d89ee5-28ec-4c5a-b9e9-a30af53d43a0&quot; exit_code=&quot;0&quot;&gt;
|
||||||
|
&lt;![CDATA[ls -lah /]]&gt;
|
||||||
|
&lt;stdout&gt;&lt;![CDATA[total 16K
|
||||||
|
drwxr-xr-x 1 sia 1049089 0 Oct 28 13:40 ./
|
||||||
|
drwxr-xr-x 1 sia 1049089 0 Oct 28 13:40 ../
|
||||||
|
drwxr-xr-x 1 sia 1049089 0 Oct 28 13:40 tasks/
|
||||||
|
drwxr-xr-x 1 sia 1049089 0 Oct 28 13:40 user/
|
||||||
|
]]&gt;&lt;/stdout&gt;
|
||||||
|
&lt;stderr/&gt;
|
||||||
|
&lt;/repeat&gt;
|
||||||
|
&lt;repeat id=&quot;be8070f8-dbd2-47ee-a208-defe6fd49ae0&quot; exit_code=&quot;0&quot;&gt;
|
||||||
|
&lt;![CDATA[ls -lah /tasks]]&gt;
|
||||||
|
&lt;stdout&gt;&lt;![CDATA[total 0
|
||||||
|
drwxr-xr-x 1 ngeens 1049089 0 Oct 28 13:40 ./
|
||||||
|
drwxr-xr-x 1 ngeens 1049089 0 Oct 28 13:40 ../
|
||||||
|
]]&gt;&lt;/stdout&gt;
|
||||||
|
&lt;stderr/&gt;
|
||||||
|
&lt;/repeat&gt;
|
||||||
|
&lt;repeat id=&quot;375e1657-8140-456b-bda4-a8690bc4b3fb&quot; exit_code=&quot;0&quot;&gt;
|
||||||
|
&lt;![CDATA[cat /user/general_info.txt]]&gt;
|
||||||
|
&lt;stdout&gt;&lt;![CDATA[Name: John (I don&apos;t know his last name)
|
||||||
|
Location: Somewhere in Belgium
|
||||||
|
]]&gt;&lt;/stdout&gt;
|
||||||
|
&lt;stderr/&gt;
|
||||||
|
&lt;/repeat&gt;
|
||||||
|
&lt;reasoning id=&quot;c92d1594-4487-4a42-a153-f0a99da1762f&quot;&gt;&lt;![CDATA[There is data available on the standard input channel. I have no other runnin
|
||||||
|
</stdout>
|
||||||
|
<stderr/>
|
||||||
|
</single>
|
||||||
|
<reasoning id="7566562e-feeb-4a4a-b8ff-4eaea93f930b">
|
||||||
|
<![CDATA[
|
||||||
|
|
||||||
|
|
||||||
|
I have successfully read the next part of the README.md file.
|
||||||
|
The file continues to provide an overview of the SIA project, including its purpose and how it operates.
|
||||||
|
The next step is to continue reading the README.md file to understand the project structure and identify any missing features.
|
||||||
|
I will use the `tail` command to display the next part of the README.md file.
|
||||||
|
|
||||||
|
|
||||||
|
]]>
|
||||||
|
</reasoning>
|
||||||
|
<single
|
||||||
|
exit_code="0"
|
||||||
|
id="c0ca60ee-05aa-45e8-80f0-fe37c16d0e41"
|
||||||
|
stdout_truncated="true">
|
||||||
|
<![CDATA[tail -c +2048 /root/sia/README.md]]>
|
||||||
|
<stdout>
|
||||||
|
annel. I have no other running tasks to tend to and there is room in the context. I should read the standard input.]]&gt;&lt;/reasoning&gt;
|
||||||
|
&lt;read_stdin id=&quot;5361ad0d-3ed1-4567-9f5a-70f3b462fd8d&quot;&gt;&lt;![CDATA[Remind me to feed the cat tomorrow morning]]&gt;&lt;/read_stdin&gt;
|
||||||
|
&lt;/context&gt;
|
||||||
|
```
|
||||||
|
|
||||||
|
### Responses
|
||||||
|
|
||||||
|
Start by reasoning about the task.
|
||||||
|
```xml
|
||||||
|
&lt;reasoning&gt;
|
||||||
|
John did not specify an exact time.
|
||||||
|
I&apos;ll suggest 9am.
|
||||||
|
He also did not specify how to be reminded.
|
||||||
|
I&apos;ll ask but if he doesn&apos;t respond I&apos;ll assume a text message on standard output is fine.
|
||||||
|
I&apos;ll write down this task in a file so I remember it even on a power failure.
|
||||||
|
&lt;/reasoning&gt;
|
||||||
|
```
|
||||||
|
|
||||||
|
Store important information on disk.
|
||||||
|
```xml
|
||||||
|
&lt;script&gt;&lt;![CDATA[echo &apos;Remind John to feed the cat on 2024-10-18T09:00:00+02:00. Use standard output.&apos; &gt; /tasks/reminder_to_feed_cat.txt]]&gt;&lt;/script&gt;
|
||||||
|
```
|
||||||
|
|
||||||
|
Respond to the user.
|
||||||
|
```xml
|
||||||
|
&lt;write_stdout&gt;I&apos;ll remind you to feed the cat tomorrow morning at 9am. Is a message on the standard output ok?&lt;/write_stdout&gt;
|
||||||
|
```
|
||||||
|
|
||||||
|
Clear initial reasoning.
|
||||||
|
```xml
|
||||||
|
</stdout>
|
||||||
|
<stderr/>
|
||||||
|
</single>
|
||||||
|
<reasoning id="4a92af78-dc3f-42e7-95e6-b1c7a9630013">
|
||||||
|
<![CDATA[
|
||||||
|
I have successfully read the next part of the README.md file.
|
||||||
|
The file continues to provide an overview of the SIA project, including its purpose and how it operates.
|
||||||
|
The next step is to continue reading the README.md file to understand the project structure and identify any missing features.
|
||||||
|
I will use the `tail` command to display the next part of the README.md file.
|
||||||
|
]]>
|
||||||
|
</reasoning>
|
||||||
|
<single
|
||||||
|
exit_code="0"
|
||||||
|
id="aa347374-0bfd-437c-b692-784dab52898f"
|
||||||
|
stdout_truncated="true">
|
||||||
|
<![CDATA[tail -c +3072 /root/sia/README.md]]>
|
||||||
|
<stdout>
|
||||||
|
<![CDATA[ar initial reasoning.
|
||||||
|
```xml
|
||||||
|
<delete id="c92d1594-4487-4a42-a153-f0a99da1762f"/>
|
||||||
|
```
|
||||||
|
|
||||||
|
The conversation is kept in context to understand the user's expected response.
|
||||||
|
If the context was near full, it would be summarized and cleaned up.
|
||||||
|
|
||||||
|
The `script` output is also kept in context.
|
||||||
|
If the file was updated often, it could be replaced by a repeated `cat`, like the general info.
|
||||||
|
|
||||||
|
## Working principles
|
||||||
|
|
||||||
|
The main context is regenerated for each iteration.
|
||||||
|
It contains info about the system and previous actions that have not been deleted.
|
||||||
|
Together with the system prompt and available core actions it forms the prompt for the LLM.
|
||||||
|
The LLM responds with one core action.
|
||||||
|
|
||||||
|
### Core Actions
|
||||||
|
|
||||||
|
There are only a few core actions:
|
||||||
|
- Starting a script
|
||||||
|
- Deleting data from context
|
||||||
|
- Stopping SIA
|
||||||
|
- Reading standard input
|
||||||
|
- Writing to standard output
|
||||||
|
- Reasoning
|
||||||
|
|
||||||
|
### Scripts
|
||||||
|
|
||||||
|
Scripts can run in one of 2 modes: single-shot or repeat.
|
||||||
|
Their mode and output (stdout and stderr) stay in the context until they are explicitly removed.
|
||||||
|
In]]>
|
||||||
|
</stdout>
|
||||||
|
<stderr/>
|
||||||
|
</single>
|
||||||
|
<reasoning id="cb3a2d09-0287-4ca0-9bf2-28f90f3a148e">
|
||||||
|
<![CDATA[
|
||||||
|
I have successfully read another part of the README.md file.
|
||||||
|
The file continues to provide an overview of the SIA project, including its purpose and how it operates.
|
||||||
|
I can use the structure of the markdown format to navigate through the file.
|
||||||
|
I will use the `grep` command to find headings and their offset.
|
||||||
|
]]>
|
||||||
|
</reasoning>
|
||||||
|
<single exit_code="0" id="e5067cb3-036a-4bc1-953b-730bef63d9aa">
|
||||||
|
<![CDATA[
|
||||||
|
grep -Eb "^#" /root/sia/README.md
|
||||||
|
]]>
|
||||||
|
<stdout>
|
||||||
|
<![CDATA[0:# SIA - The Self Improving Agent
|
||||||
|
668:## Example
|
||||||
|
832:### Context
|
||||||
|
2323:### Responses
|
||||||
|
3462:## Working principles
|
||||||
|
3759:### Core Actions
|
||||||
|
3953:### Scripts
|
||||||
|
4204:#### Single-shot script
|
||||||
|
4433:#### Repeat script
|
||||||
|
4711:### Use of XML
|
||||||
|
5022:#### XML Data Flow
|
||||||
|
5705:### The SIA process
|
||||||
|
6048:### Server for debuggin and human input
|
||||||
|
6619:## Architecture
|
||||||
|
6885:### Core Components
|
||||||
|
6908:#### Agent Architecture
|
||||||
|
7521:#### Working Memory
|
||||||
|
8059:#### Command Processing
|
||||||
|
8490:#### IO Handling
|
||||||
|
8787:### Processing Flow
|
||||||
|
8810:#### Standard Agent Flow
|
||||||
|
9109:#### Web Agent Flow
|
||||||
|
9472:### Web Interface
|
||||||
|
9600:#### Server-Client Communication
|
||||||
|
9932:#### WebServer Architecture
|
||||||
|
10351:### Diagrams
|
||||||
|
10367:#### Core classes
|
||||||
|
12662:#### Standard Agent Flow
|
||||||
|
13387:#### Web Agent
|
||||||
|
15536:#### Web Agent Flow
|
||||||
|
16522:#### Entry classes
|
||||||
|
18459:#### IO Buffer classes
|
||||||
|
19156:#### Command classes
|
||||||
|
]]>
|
||||||
|
</stdout>
|
||||||
|
<stderr/>
|
||||||
|
</single>
|
||||||
|
<reasoning id="9140a160-c687-4d5d-91c0-cca847d1ce9a">
|
||||||
|
<![CDATA[
|
||||||
|
I have successfully retrieved the headings and their offsets from the README.md file.
|
||||||
|
This will help me navigate through the file more efficiently.
|
||||||
|
The next step is to read the section on "Working principles" to understand the core actions and scripts better.
|
||||||
|
I will use the `tail` command with the appropriate offset and limit to display this full section.
|
||||||
|
]]>
|
||||||
|
</reasoning>
|
||||||
|
<single
|
||||||
|
exit_code="0"
|
||||||
|
id="83bbaded-c55f-4a10-a8f5-e3e97badc842"
|
||||||
|
limit="3157"
|
||||||
|
stdout_truncated="true">
|
||||||
|
<![CDATA[
|
||||||
|
tail -c +3462 /root/sia/README.md
|
||||||
|
]]>
|
||||||
|
<stdout>
|
||||||
|
<![CDATA[
|
||||||
|
## Working principles
|
||||||
|
|
||||||
|
The main context is regenerated for each iteration.
|
||||||
|
It contains info about the system and previous actions that have not been deleted.
|
||||||
|
Together with the system prompt and available core actions it forms the prompt for the LLM.
|
||||||
|
The LLM responds with one core action.
|
||||||
|
|
||||||
|
### Core Actions
|
||||||
|
|
||||||
|
There are only a few core actions:
|
||||||
|
- Starting a script
|
||||||
|
- Deleting data from context
|
||||||
|
- Stopping SIA
|
||||||
|
- Reading standard input
|
||||||
|
- Writing to standard output
|
||||||
|
- Reasoning
|
||||||
|
|
||||||
|
### Scripts
|
||||||
|
|
||||||
|
Scripts can run in one of 2 modes: single-shot or repeat.
|
||||||
|
Their mode and output (stdout and stderr) stay in the context until they are explicitly removed.
|
||||||
|
In this way the agent manages what information is available in the context.
|
||||||
|
|
||||||
|
#### Single-shot script
|
||||||
|
|
||||||
|
The script is executed once.
|
||||||
|
This is useful for most operations e.g. writing to or moving a file or downloading content from the internet.
|
||||||
|
The next iteration starts after the scripts has finished.
|
||||||
|
|
||||||
|
#### Repeat script
|
||||||
|
|
||||||
|
The script is restarted on each iteration.
|
||||||
|
This is useful for monitoring files or the file system.
|
||||||
|
commands like `head` and `tail` can be used to limit the data in context.
|
||||||
|
The next iteration starts after all repeat scripts in context have finished.
|
||||||
|
|
||||||
|
### Use of XML
|
||||||
|
|
||||||
|
The context and actions are formatted as XML.
|
||||||
|
For the context this adds clear rules for escaping.
|
||||||
|
This is usefull in case a previous context is embedded.
|
||||||
|
|
||||||
|
The LLM is free to escape data any way it wants,
|
||||||
|
as long as it results in valid XML.
|
||||||
|
The response is validated against a schema.
|
||||||
|
|
||||||
|
#### XML Data Flow
|
||||||
|
Entries store their content as raw text. During context compilation, the XML formatter
|
||||||
|
wraps text content in CDATA sections, except when the content contains CDATA closing sequences.
|
||||||
|
In those cases, the formatter uses standard XML escaping.
|
||||||
|
|
||||||
|
This separation between storage and formatting:
|
||||||
|
- Keeps entry data clean and unescaped
|
||||||
|
- Centralizes XML formatting rules
|
||||||
|
- Makes it easy to change escaping rules without modifying entries
|
||||||
|
- Allows different formatting for different use cases
|
||||||
|
|
||||||
|
The Context is escaped using CDATA blocks.
|
||||||
|
Except when the data contains CDATA closing sequences.
|
||||||
|
Then the whole block is escaped using standard XML escaping.
|
||||||
|
|
||||||
|
|
||||||
|
### The SIA process
|
||||||
|
|
||||||
|
SIA is typically runs with the `restart.sh` script.
|
||||||
|
This is a simple shell script that runs SIA in a loop.
|
||||||
|
When stopped, SIA restarts and reloads the Python files.
|
||||||
|
This is how SIA can self-update.
|
||||||
|
|
||||||
|
SIA can also run SIA processes as script.
|
||||||
|
This can be used for testing updates to the LLM or core functionality.
|
||||||
|
|
||||||
|
### Server for debuggin and human input
|
||||||
|
|
||||||
|
SIA can be started with an optional `--server` flag.
|
||||||
|
This starts a web server that can be used to interact with SIA.
|
||||||
|
It is made, specifically for reinforcement learning by human feedback.
|
||||||
|
The web interface takes over standard input and output.
|
||||||
|
It will display the context for editing before handing it to the LLM.
|
||||||
|
After each run of the LLM, before parsing, it will display the reasoning and actions.
|
||||||
|
It interactively displays if the actions can be parsed.
|
||||||
|
At any time, the user can write to the standard input of SIA.
|
||||||
|
|
||||||
|
## Architecture
|
||||||
|
|
||||||
|
SIA follows a modular architecture centered around an agent that ]]>
|
||||||
|
</stdout>
|
||||||
|
<stderr/>
|
||||||
|
</single>
|
||||||
|
<reasoning id="094d22fd-dc5d-4842-85f0-5d3bf8cd1a7b">
|
||||||
|
<![CDATA[
|
||||||
|
My context usage is high.
|
||||||
|
This seems like a large task.
|
||||||
|
I will store the user's request in a notes directory.
|
||||||
|
Here I can formulate a plan.
|
||||||
|
I will use the `delete` action to clean up the context as I go.
|
||||||
|
]]>
|
||||||
|
</reasoning>
|
||||||
|
<single exit_code="0" id="2ae6dc6a-4329-4a26-8a43-35d1434bf7f1">
|
||||||
|
<![CDATA[mkdir /root/notes]]>
|
||||||
|
<stdout/>
|
||||||
|
<stderr/>
|
||||||
|
</single>
|
||||||
|
<single exit_code="0" id="5168b21a-dd00-4a29-890a-ceaf126708f9">
|
||||||
|
<![CDATA[cat '/root/notes/user request.txt']]>
|
||||||
|
<stdout>
|
||||||
|
<![CDATA[2024-11-19T17:31:55Z
|
||||||
|
|
||||||
|
The SIA source is located in /root/sia. Not all features are implemented yet. Look at the readme and code to find what is missing. Make sure to unit test your work.
|
||||||
|
]]>
|
||||||
|
</stdout>
|
||||||
|
<stderr/>
|
||||||
|
</single>
|
||||||
|
</context></context><response><delete id="2ae6dc6a-4329-4a26-8a43-35d1434bf7f1"/></response></iteration>
|
||||||
431
iterations/iteration_20241119_175521_331.xml
Normal file
431
iterations/iteration_20241119_175521_331.xml
Normal file
@@ -0,0 +1,431 @@
|
|||||||
|
<?xml version='1.0' encoding='utf-8'?>
|
||||||
|
<iteration system_prompt_hash="a357171f34284409058700f0d6c20cbb4f4bfe643aff5b12168c5158767f89b4" action_schema_hash="a4cf87f3d53c7b14aab3c96097d8b7bf838e8f77e413d11f51051afbe22fa3a6"><context><context
|
||||||
|
context="78.17"
|
||||||
|
cpu="0"
|
||||||
|
disk_total="1081101176832"
|
||||||
|
disk_used="125140611072"
|
||||||
|
gpu="0"
|
||||||
|
memory_total="16630435840"
|
||||||
|
memory_used="1047564288"
|
||||||
|
stdin="0"
|
||||||
|
time="2024-11-19T17:54:24Z">
|
||||||
|
<read_stdin id="0cd183e6-3db7-4539-8b10-604f97c03a1e">
|
||||||
|
<![CDATA[The SIA source is located in /root/sia. Not all features are implemented yet. Look at the readme and code to find what is missing. Make sure to unit test your work.]]>
|
||||||
|
</read_stdin>
|
||||||
|
<reasoning id="ab67e68c-766f-4602-9237-db99e1f4581c">
|
||||||
|
<![CDATA[
|
||||||
|
|
||||||
|
I have received instructions to look at the SIA source code located in /root/sia.
|
||||||
|
I need to identify what features are missing and ensure that unit tests are implemented for my work.
|
||||||
|
First, I will navigate to the /root/sia directory and list its contents to understand the structure.
|
||||||
|
|
||||||
|
]]>
|
||||||
|
</reasoning>
|
||||||
|
<single
|
||||||
|
exit_code="0"
|
||||||
|
id="e50ee4a4-8adc-496e-80ef-7cc3aaa8fd0b"
|
||||||
|
stdout_truncated="true">
|
||||||
|
<![CDATA[
|
||||||
|
ls -la /root/sia
|
||||||
|
]]>
|
||||||
|
<stdout>
|
||||||
|
<![CDATA[total 200
|
||||||
|
drwxr-xr-x 1 root root 4096 Nov 19 16:07 .
|
||||||
|
drwx------ 1 root root 4096 Nov 19 16:07 ..
|
||||||
|
drwxr-xr-x 2 root root 4096 Oct 31 17:07 .crossnote
|
||||||
|
-rwxr-xr-x 1 root root 14 Nov 4 16:01 .dockerignore
|
||||||
|
drwxr-xr-x 8 root root 4096 Nov 19 16:01 .git
|
||||||
|
-rwxr-xr-x 1 root root 30 Nov 4 16:01 .gitignore
|
||||||
|
-rwxr-xr-x 1 root root 843 Nov 4 14:52 Dockerfile
|
||||||
|
-rwxr-xr-x 1 root root 19975 Nov 19 14:20 README.md
|
||||||
|
drwxr-xr-x 2 root root 4096 Nov 15 16:10 _test
|
||||||
|
-rwxr-xr-x 1 root root 3923 Nov 13 15:56 action_schema.xsd
|
||||||
|
-rwxr-xr-x 1 root root 2064 Nov 6 12:29 claude.sh
|
||||||
|
-rwxr-xr-x 1 root root 85153 Nov 14 13:30 claude.txt
|
||||||
|
-rwxr-xr-x 1 root root 572 Nov 19 14:20 install.sh
|
||||||
|
drwxr-xr-x 2 root root 4096 Nov 19 16:30 iterations
|
||||||
|
-rwxr-xr-x 1 root root 105 Nov 19 14:20 requirements.txt
|
||||||
|
-rwxr-xr-x 1 root root 218 Nov 12 16:26 run.sh
|
||||||
|
drwxr-xr-x 1 root root 4096 Nov 19 16:07 sia
|
||||||
|
drwxr-xr-x 3 root root 4096 Nov 19 16:01 static
|
||||||
|
-rwxr-xr-x 1 root root 4120 Nov 13 16:05 system_prompt.md
|
||||||
|
drwxr-xr-x 2 root root 4096 N]]>
|
||||||
|
</stdout>
|
||||||
|
<stderr/>
|
||||||
|
</single>
|
||||||
|
<reasoning id="206f9da6-b57a-46c3-b698-110b18602aab">
|
||||||
|
<![CDATA[
|
||||||
|
|
||||||
|
I have successfully listed the contents of the /root/sia directory.
|
||||||
|
The directory contains several files and subdirectories, including a README.md file, a Dockerfile, and various scripts.
|
||||||
|
The next step is to read the README.md file to understand the project structure and identify any missing features.
|
||||||
|
I will use the `cat` command to display the contents of the README.md file.
|
||||||
|
|
||||||
|
]]>
|
||||||
|
</reasoning>
|
||||||
|
<single
|
||||||
|
exit_code="0"
|
||||||
|
id="702b5383-e8df-4bb8-a021-d966bbf9e3fb"
|
||||||
|
stdout_truncated="true">
|
||||||
|
<![CDATA[cat /root/sia/README.md]]>
|
||||||
|
<stdout>
|
||||||
|
<![CDATA[# SIA - The Self Improving Agent
|
||||||
|
|
||||||
|
SIA is an agentic artificial intelligence system that autonomously completes complex tasks by writing and executing scripts.
|
||||||
|
It uses a Large Language Model (LLM) which operates in a loop.
|
||||||
|
Each iteration a context is updated with system info and a list of previous reasoning and actions.
|
||||||
|
The agent responds with a new reasoning or an action.
|
||||||
|
Context, reasoning and actions are stored in a file for each iteration.
|
||||||
|
SIA can read past iterations to improve its reasoning and actions.
|
||||||
|
It can improve in two ways:
|
||||||
|
- By finetuning the LLM with a better reasoning or action for a given context
|
||||||
|
- By modifying its own source code
|
||||||
|
|
||||||
|
## Example
|
||||||
|
|
||||||
|
This example shows a typical context with some monitored items and previous actions.
|
||||||
|
Between each of the responses, the context would be updated.
|
||||||
|
|
||||||
|
### Context
|
||||||
|
|
||||||
|
```xml
|
||||||
|
<context
|
||||||
|
time="2024-10-18T12:00:00Z"
|
||||||
|
cpu="12"
|
||||||
|
gpu="26"
|
||||||
|
memory_used="9556302234"
|
||||||
|
memory_total="17179869184"
|
||||||
|
disk_used="244434939904"
|
||||||
|
disk_total="273145991168"
|
||||||
|
context="3"
|
||||||
|
s]]>
|
||||||
|
</stdout>
|
||||||
|
<stderr/>
|
||||||
|
</single>
|
||||||
|
<reasoning id="1e3cc87a-8c0d-4f29-9f0b-89b3825b08e0">
|
||||||
|
<![CDATA[
|
||||||
|
|
||||||
|
I have successfully read the beginning of the README.md file.
|
||||||
|
The file provides an overview of the SIA project, including its purpose and how it operates.
|
||||||
|
The next step is to continue reading the README.md file to understand the project structure and identify any missing features.
|
||||||
|
I will use the `tail` command to display the next part of the README.md file.
|
||||||
|
|
||||||
|
]]>
|
||||||
|
</reasoning>
|
||||||
|
<single
|
||||||
|
exit_code="0"
|
||||||
|
id="394be1d8-3a5c-4794-abf2-771cb2e5e8c0"
|
||||||
|
stdout_truncated="true">
|
||||||
|
<![CDATA[tail -c +1024 /root/sia/README.md]]>
|
||||||
|
<stdout>
|
||||||
|
145991168&quot;
|
||||||
|
context=&quot;3&quot;
|
||||||
|
stdin=&quot;0&quot;
|
||||||
|
/&gt;
|
||||||
|
&lt;repeat id=&quot;a3d89ee5-28ec-4c5a-b9e9-a30af53d43a0&quot; exit_code=&quot;0&quot;&gt;
|
||||||
|
&lt;![CDATA[ls -lah /]]&gt;
|
||||||
|
&lt;stdout&gt;&lt;![CDATA[total 16K
|
||||||
|
drwxr-xr-x 1 sia 1049089 0 Oct 28 13:40 ./
|
||||||
|
drwxr-xr-x 1 sia 1049089 0 Oct 28 13:40 ../
|
||||||
|
drwxr-xr-x 1 sia 1049089 0 Oct 28 13:40 tasks/
|
||||||
|
drwxr-xr-x 1 sia 1049089 0 Oct 28 13:40 user/
|
||||||
|
]]&gt;&lt;/stdout&gt;
|
||||||
|
&lt;stderr/&gt;
|
||||||
|
&lt;/repeat&gt;
|
||||||
|
&lt;repeat id=&quot;be8070f8-dbd2-47ee-a208-defe6fd49ae0&quot; exit_code=&quot;0&quot;&gt;
|
||||||
|
&lt;![CDATA[ls -lah /tasks]]&gt;
|
||||||
|
&lt;stdout&gt;&lt;![CDATA[total 0
|
||||||
|
drwxr-xr-x 1 ngeens 1049089 0 Oct 28 13:40 ./
|
||||||
|
drwxr-xr-x 1 ngeens 1049089 0 Oct 28 13:40 ../
|
||||||
|
]]&gt;&lt;/stdout&gt;
|
||||||
|
&lt;stderr/&gt;
|
||||||
|
&lt;/repeat&gt;
|
||||||
|
&lt;repeat id=&quot;375e1657-8140-456b-bda4-a8690bc4b3fb&quot; exit_code=&quot;0&quot;&gt;
|
||||||
|
&lt;![CDATA[cat /user/general_info.txt]]&gt;
|
||||||
|
&lt;stdout&gt;&lt;![CDATA[Name: John (I don&apos;t know his last name)
|
||||||
|
Location: Somewhere in Belgium
|
||||||
|
]]&gt;&lt;/stdout&gt;
|
||||||
|
&lt;stderr/&gt;
|
||||||
|
&lt;/repeat&gt;
|
||||||
|
&lt;reasoning id=&quot;c92d1594-4487-4a42-a153-f0a99da1762f&quot;&gt;&lt;![CDATA[There is data available on the standard input channel. I have no other runnin
|
||||||
|
</stdout>
|
||||||
|
<stderr/>
|
||||||
|
</single>
|
||||||
|
<reasoning id="7566562e-feeb-4a4a-b8ff-4eaea93f930b">
|
||||||
|
<![CDATA[
|
||||||
|
|
||||||
|
|
||||||
|
I have successfully read the next part of the README.md file.
|
||||||
|
The file continues to provide an overview of the SIA project, including its purpose and how it operates.
|
||||||
|
The next step is to continue reading the README.md file to understand the project structure and identify any missing features.
|
||||||
|
I will use the `tail` command to display the next part of the README.md file.
|
||||||
|
|
||||||
|
|
||||||
|
]]>
|
||||||
|
</reasoning>
|
||||||
|
<single
|
||||||
|
exit_code="0"
|
||||||
|
id="c0ca60ee-05aa-45e8-80f0-fe37c16d0e41"
|
||||||
|
stdout_truncated="true">
|
||||||
|
<![CDATA[tail -c +2048 /root/sia/README.md]]>
|
||||||
|
<stdout>
|
||||||
|
annel. I have no other running tasks to tend to and there is room in the context. I should read the standard input.]]&gt;&lt;/reasoning&gt;
|
||||||
|
&lt;read_stdin id=&quot;5361ad0d-3ed1-4567-9f5a-70f3b462fd8d&quot;&gt;&lt;![CDATA[Remind me to feed the cat tomorrow morning]]&gt;&lt;/read_stdin&gt;
|
||||||
|
&lt;/context&gt;
|
||||||
|
```
|
||||||
|
|
||||||
|
### Responses
|
||||||
|
|
||||||
|
Start by reasoning about the task.
|
||||||
|
```xml
|
||||||
|
&lt;reasoning&gt;
|
||||||
|
John did not specify an exact time.
|
||||||
|
I&apos;ll suggest 9am.
|
||||||
|
He also did not specify how to be reminded.
|
||||||
|
I&apos;ll ask but if he doesn&apos;t respond I&apos;ll assume a text message on standard output is fine.
|
||||||
|
I&apos;ll write down this task in a file so I remember it even on a power failure.
|
||||||
|
&lt;/reasoning&gt;
|
||||||
|
```
|
||||||
|
|
||||||
|
Store important information on disk.
|
||||||
|
```xml
|
||||||
|
&lt;script&gt;&lt;![CDATA[echo &apos;Remind John to feed the cat on 2024-10-18T09:00:00+02:00. Use standard output.&apos; &gt; /tasks/reminder_to_feed_cat.txt]]&gt;&lt;/script&gt;
|
||||||
|
```
|
||||||
|
|
||||||
|
Respond to the user.
|
||||||
|
```xml
|
||||||
|
&lt;write_stdout&gt;I&apos;ll remind you to feed the cat tomorrow morning at 9am. Is a message on the standard output ok?&lt;/write_stdout&gt;
|
||||||
|
```
|
||||||
|
|
||||||
|
Clear initial reasoning.
|
||||||
|
```xml
|
||||||
|
</stdout>
|
||||||
|
<stderr/>
|
||||||
|
</single>
|
||||||
|
<reasoning id="4a92af78-dc3f-42e7-95e6-b1c7a9630013">
|
||||||
|
<![CDATA[
|
||||||
|
I have successfully read the next part of the README.md file.
|
||||||
|
The file continues to provide an overview of the SIA project, including its purpose and how it operates.
|
||||||
|
The next step is to continue reading the README.md file to understand the project structure and identify any missing features.
|
||||||
|
I will use the `tail` command to display the next part of the README.md file.
|
||||||
|
]]>
|
||||||
|
</reasoning>
|
||||||
|
<single
|
||||||
|
exit_code="0"
|
||||||
|
id="aa347374-0bfd-437c-b692-784dab52898f"
|
||||||
|
stdout_truncated="true">
|
||||||
|
<![CDATA[tail -c +3072 /root/sia/README.md]]>
|
||||||
|
<stdout>
|
||||||
|
<![CDATA[ar initial reasoning.
|
||||||
|
```xml
|
||||||
|
<delete id="c92d1594-4487-4a42-a153-f0a99da1762f"/>
|
||||||
|
```
|
||||||
|
|
||||||
|
The conversation is kept in context to understand the user's expected response.
|
||||||
|
If the context was near full, it would be summarized and cleaned up.
|
||||||
|
|
||||||
|
The `script` output is also kept in context.
|
||||||
|
If the file was updated often, it could be replaced by a repeated `cat`, like the general info.
|
||||||
|
|
||||||
|
## Working principles
|
||||||
|
|
||||||
|
The main context is regenerated for each iteration.
|
||||||
|
It contains info about the system and previous actions that have not been deleted.
|
||||||
|
Together with the system prompt and available core actions it forms the prompt for the LLM.
|
||||||
|
The LLM responds with one core action.
|
||||||
|
|
||||||
|
### Core Actions
|
||||||
|
|
||||||
|
There are only a few core actions:
|
||||||
|
- Starting a script
|
||||||
|
- Deleting data from context
|
||||||
|
- Stopping SIA
|
||||||
|
- Reading standard input
|
||||||
|
- Writing to standard output
|
||||||
|
- Reasoning
|
||||||
|
|
||||||
|
### Scripts
|
||||||
|
|
||||||
|
Scripts can run in one of 2 modes: single-shot or repeat.
|
||||||
|
Their mode and output (stdout and stderr) stay in the context until they are explicitly removed.
|
||||||
|
In]]>
|
||||||
|
</stdout>
|
||||||
|
<stderr/>
|
||||||
|
</single>
|
||||||
|
<reasoning id="cb3a2d09-0287-4ca0-9bf2-28f90f3a148e">
|
||||||
|
<![CDATA[
|
||||||
|
I have successfully read another part of the README.md file.
|
||||||
|
The file continues to provide an overview of the SIA project, including its purpose and how it operates.
|
||||||
|
I can use the structure of the markdown format to navigate through the file.
|
||||||
|
I will use the `grep` command to find headings and their offset.
|
||||||
|
]]>
|
||||||
|
</reasoning>
|
||||||
|
<single exit_code="0" id="e5067cb3-036a-4bc1-953b-730bef63d9aa">
|
||||||
|
<![CDATA[
|
||||||
|
grep -Eb "^#" /root/sia/README.md
|
||||||
|
]]>
|
||||||
|
<stdout>
|
||||||
|
<![CDATA[0:# SIA - The Self Improving Agent
|
||||||
|
668:## Example
|
||||||
|
832:### Context
|
||||||
|
2323:### Responses
|
||||||
|
3462:## Working principles
|
||||||
|
3759:### Core Actions
|
||||||
|
3953:### Scripts
|
||||||
|
4204:#### Single-shot script
|
||||||
|
4433:#### Repeat script
|
||||||
|
4711:### Use of XML
|
||||||
|
5022:#### XML Data Flow
|
||||||
|
5705:### The SIA process
|
||||||
|
6048:### Server for debuggin and human input
|
||||||
|
6619:## Architecture
|
||||||
|
6885:### Core Components
|
||||||
|
6908:#### Agent Architecture
|
||||||
|
7521:#### Working Memory
|
||||||
|
8059:#### Command Processing
|
||||||
|
8490:#### IO Handling
|
||||||
|
8787:### Processing Flow
|
||||||
|
8810:#### Standard Agent Flow
|
||||||
|
9109:#### Web Agent Flow
|
||||||
|
9472:### Web Interface
|
||||||
|
9600:#### Server-Client Communication
|
||||||
|
9932:#### WebServer Architecture
|
||||||
|
10351:### Diagrams
|
||||||
|
10367:#### Core classes
|
||||||
|
12662:#### Standard Agent Flow
|
||||||
|
13387:#### Web Agent
|
||||||
|
15536:#### Web Agent Flow
|
||||||
|
16522:#### Entry classes
|
||||||
|
18459:#### IO Buffer classes
|
||||||
|
19156:#### Command classes
|
||||||
|
]]>
|
||||||
|
</stdout>
|
||||||
|
<stderr/>
|
||||||
|
</single>
|
||||||
|
<reasoning id="9140a160-c687-4d5d-91c0-cca847d1ce9a">
|
||||||
|
<![CDATA[
|
||||||
|
I have successfully retrieved the headings and their offsets from the README.md file.
|
||||||
|
This will help me navigate through the file more efficiently.
|
||||||
|
The next step is to read the section on "Working principles" to understand the core actions and scripts better.
|
||||||
|
I will use the `tail` command with the appropriate offset and limit to display this full section.
|
||||||
|
]]>
|
||||||
|
</reasoning>
|
||||||
|
<single
|
||||||
|
exit_code="0"
|
||||||
|
id="83bbaded-c55f-4a10-a8f5-e3e97badc842"
|
||||||
|
limit="3157"
|
||||||
|
stdout_truncated="true">
|
||||||
|
<![CDATA[
|
||||||
|
tail -c +3462 /root/sia/README.md
|
||||||
|
]]>
|
||||||
|
<stdout>
|
||||||
|
<![CDATA[
|
||||||
|
## Working principles
|
||||||
|
|
||||||
|
The main context is regenerated for each iteration.
|
||||||
|
It contains info about the system and previous actions that have not been deleted.
|
||||||
|
Together with the system prompt and available core actions it forms the prompt for the LLM.
|
||||||
|
The LLM responds with one core action.
|
||||||
|
|
||||||
|
### Core Actions
|
||||||
|
|
||||||
|
There are only a few core actions:
|
||||||
|
- Starting a script
|
||||||
|
- Deleting data from context
|
||||||
|
- Stopping SIA
|
||||||
|
- Reading standard input
|
||||||
|
- Writing to standard output
|
||||||
|
- Reasoning
|
||||||
|
|
||||||
|
### Scripts
|
||||||
|
|
||||||
|
Scripts can run in one of 2 modes: single-shot or repeat.
|
||||||
|
Their mode and output (stdout and stderr) stay in the context until they are explicitly removed.
|
||||||
|
In this way the agent manages what information is available in the context.
|
||||||
|
|
||||||
|
#### Single-shot script
|
||||||
|
|
||||||
|
The script is executed once.
|
||||||
|
This is useful for most operations e.g. writing to or moving a file or downloading content from the internet.
|
||||||
|
The next iteration starts after the scripts has finished.
|
||||||
|
|
||||||
|
#### Repeat script
|
||||||
|
|
||||||
|
The script is restarted on each iteration.
|
||||||
|
This is useful for monitoring files or the file system.
|
||||||
|
commands like `head` and `tail` can be used to limit the data in context.
|
||||||
|
The next iteration starts after all repeat scripts in context have finished.
|
||||||
|
|
||||||
|
### Use of XML
|
||||||
|
|
||||||
|
The context and actions are formatted as XML.
|
||||||
|
For the context this adds clear rules for escaping.
|
||||||
|
This is usefull in case a previous context is embedded.
|
||||||
|
|
||||||
|
The LLM is free to escape data any way it wants,
|
||||||
|
as long as it results in valid XML.
|
||||||
|
The response is validated against a schema.
|
||||||
|
|
||||||
|
#### XML Data Flow
|
||||||
|
Entries store their content as raw text. During context compilation, the XML formatter
|
||||||
|
wraps text content in CDATA sections, except when the content contains CDATA closing sequences.
|
||||||
|
In those cases, the formatter uses standard XML escaping.
|
||||||
|
|
||||||
|
This separation between storage and formatting:
|
||||||
|
- Keeps entry data clean and unescaped
|
||||||
|
- Centralizes XML formatting rules
|
||||||
|
- Makes it easy to change escaping rules without modifying entries
|
||||||
|
- Allows different formatting for different use cases
|
||||||
|
|
||||||
|
The Context is escaped using CDATA blocks.
|
||||||
|
Except when the data contains CDATA closing sequences.
|
||||||
|
Then the whole block is escaped using standard XML escaping.
|
||||||
|
|
||||||
|
|
||||||
|
### The SIA process
|
||||||
|
|
||||||
|
SIA is typically runs with the `restart.sh` script.
|
||||||
|
This is a simple shell script that runs SIA in a loop.
|
||||||
|
When stopped, SIA restarts and reloads the Python files.
|
||||||
|
This is how SIA can self-update.
|
||||||
|
|
||||||
|
SIA can also run SIA processes as script.
|
||||||
|
This can be used for testing updates to the LLM or core functionality.
|
||||||
|
|
||||||
|
### Server for debuggin and human input
|
||||||
|
|
||||||
|
SIA can be started with an optional `--server` flag.
|
||||||
|
This starts a web server that can be used to interact with SIA.
|
||||||
|
It is made, specifically for reinforcement learning by human feedback.
|
||||||
|
The web interface takes over standard input and output.
|
||||||
|
It will display the context for editing before handing it to the LLM.
|
||||||
|
After each run of the LLM, before parsing, it will display the reasoning and actions.
|
||||||
|
It interactively displays if the actions can be parsed.
|
||||||
|
At any time, the user can write to the standard input of SIA.
|
||||||
|
|
||||||
|
## Architecture
|
||||||
|
|
||||||
|
SIA follows a modular architecture centered around an agent that ]]>
|
||||||
|
</stdout>
|
||||||
|
<stderr/>
|
||||||
|
</single>
|
||||||
|
<reasoning id="094d22fd-dc5d-4842-85f0-5d3bf8cd1a7b">
|
||||||
|
<![CDATA[
|
||||||
|
My context usage is high.
|
||||||
|
This seems like a large task.
|
||||||
|
I will store the user's request in a notes directory.
|
||||||
|
Here I can formulate a plan.
|
||||||
|
I will use the `delete` action to clean up the context as I go.
|
||||||
|
]]>
|
||||||
|
</reasoning>
|
||||||
|
<single exit_code="0" id="5168b21a-dd00-4a29-890a-ceaf126708f9">
|
||||||
|
<![CDATA[cat '/root/notes/user request.txt']]>
|
||||||
|
<stdout>
|
||||||
|
<![CDATA[2024-11-19T17:31:55Z
|
||||||
|
|
||||||
|
The SIA source is located in /root/sia. Not all features are implemented yet. Look at the readme and code to find what is missing. Make sure to unit test your work.
|
||||||
|
]]>
|
||||||
|
</stdout>
|
||||||
|
<stderr/>
|
||||||
|
</single>
|
||||||
|
</context></context><response><delete id="0cd183e6-3db7-4539-8b10-604f97c03a1e"/></response></iteration>
|
||||||
1
run.sh
1
run.sh
@@ -11,4 +11,5 @@ docker run \
|
|||||||
-p 8080:8080 \
|
-p 8080:8080 \
|
||||||
-v /$(pwd)/model/:/root/model/ \
|
-v /$(pwd)/model/:/root/model/ \
|
||||||
-v /$(pwd)/.env:/root/.env \
|
-v /$(pwd)/.env:/root/.env \
|
||||||
|
-v /$(pwd)/iterations/:/root/sia/iterations \
|
||||||
sia "$@"
|
sia "$@"
|
||||||
|
|||||||
@@ -1,13 +1,10 @@
|
|||||||
from concurrent.futures import ThreadPoolExecutor
|
|
||||||
from aiohttp import web
|
from aiohttp import web
|
||||||
from pathlib import Path
|
|
||||||
import asyncio
|
import asyncio
|
||||||
import mimetypes
|
import mimetypes
|
||||||
import time
|
|
||||||
|
|
||||||
from .config import Config
|
from .config import Config
|
||||||
from .hf_llm_engine import HfLlmEngine
|
from .hf_llm_engine import HfLlmEngine
|
||||||
from .llm_engine import LlmEngine
|
from .iteration_logger import IterationLogger
|
||||||
from .local_llm_engine import LocalLlmEngine
|
from .local_llm_engine import LocalLlmEngine
|
||||||
from .mistral_llm_engine import MistralLlmEngine
|
from .mistral_llm_engine import MistralLlmEngine
|
||||||
from .openai_llm_engine import OpenAILlmEngine
|
from .openai_llm_engine import OpenAILlmEngine
|
||||||
@@ -40,8 +37,7 @@ class Main:
|
|||||||
self._llm = LocalLlmEngine(
|
self._llm = LocalLlmEngine(
|
||||||
self._config.model,
|
self._config.model,
|
||||||
self._config.temperature,
|
self._config.temperature,
|
||||||
self._config.token_limit,
|
self._config.token_limit
|
||||||
self._config.api_token,
|
|
||||||
)
|
)
|
||||||
case "hf":
|
case "hf":
|
||||||
self._llm = HfLlmEngine(
|
self._llm = HfLlmEngine(
|
||||||
@@ -73,7 +69,8 @@ class Main:
|
|||||||
metrics=SystemMetrics(),
|
metrics=SystemMetrics(),
|
||||||
llm=self._llm,
|
llm=self._llm,
|
||||||
validator=XMLValidator(self._action_schema),
|
validator=XMLValidator(self._action_schema),
|
||||||
parser=ResponseParser(self._io_buffer)
|
parser=ResponseParser(self._io_buffer),
|
||||||
|
iteration_logger=IterationLogger(self._config.iterations_dir, self._system_prompt, self._action_schema),
|
||||||
)
|
)
|
||||||
self._ws_manager = await WebSocketManager.create(
|
self._ws_manager = await WebSocketManager.create(
|
||||||
self._agent,
|
self._agent,
|
||||||
|
|||||||
@@ -1,7 +1,5 @@
|
|||||||
from abc import ABC, abstractmethod
|
from abc import ABC
|
||||||
from typing import List
|
|
||||||
import xml.etree.ElementTree as ET
|
import xml.etree.ElementTree as ET
|
||||||
import time
|
|
||||||
|
|
||||||
from .llm_engine import LlmEngine
|
from .llm_engine import LlmEngine
|
||||||
from .response_parser import ResponseParser
|
from .response_parser import ResponseParser
|
||||||
@@ -26,7 +24,7 @@ class BaseAgent(ABC):
|
|||||||
metrics: SystemMetrics,
|
metrics: SystemMetrics,
|
||||||
llm: LlmEngine,
|
llm: LlmEngine,
|
||||||
validator: XMLValidator,
|
validator: XMLValidator,
|
||||||
parser: ResponseParser
|
parser: ResponseParser,
|
||||||
):
|
):
|
||||||
"""
|
"""
|
||||||
Initialize agent with required components.
|
Initialize agent with required components.
|
||||||
|
|||||||
@@ -33,6 +33,12 @@ class Config:
|
|||||||
default=os.getenv('SIA_ACTION_SCHEMA', 'action_schema.xsd'),
|
default=os.getenv('SIA_ACTION_SCHEMA', 'action_schema.xsd'),
|
||||||
help='Path to the action schema file (default: action_schema.xsd, env: SIA_ACTION_SCHEMA)'
|
help='Path to the action schema file (default: action_schema.xsd, env: SIA_ACTION_SCHEMA)'
|
||||||
)
|
)
|
||||||
|
parser.add_argument(
|
||||||
|
'--iterations-dir',
|
||||||
|
type=Path,
|
||||||
|
default=os.getenv('SIA_ITERATIONS_DIR', 'iterations'),
|
||||||
|
help='Path to the directory for storing iterations (default: iterations, env: SIA_ITERATIONS_DIR)'
|
||||||
|
)
|
||||||
parser.add_argument(
|
parser.add_argument(
|
||||||
'--server',
|
'--server',
|
||||||
action='store_true',
|
action='store_true',
|
||||||
@@ -113,6 +119,11 @@ class Config:
|
|||||||
"""Path to the action schema file."""
|
"""Path to the action schema file."""
|
||||||
return self.args.action_schema
|
return self.args.action_schema
|
||||||
|
|
||||||
|
@property
|
||||||
|
def iterations_dir(self) -> Path:
|
||||||
|
"""Path to the directory for storing iterations."""
|
||||||
|
return self.args.iterations_dir
|
||||||
|
|
||||||
@property
|
@property
|
||||||
def server(self) -> bool:
|
def server(self) -> bool:
|
||||||
"""Enable web server for debugging and human feedback."""
|
"""Enable web server for debugging and human feedback."""
|
||||||
|
|||||||
49
sia/iteration_logger.py
Normal file
49
sia/iteration_logger.py
Normal file
@@ -0,0 +1,49 @@
|
|||||||
|
from datetime import datetime
|
||||||
|
from pathlib import Path
|
||||||
|
import xml.etree.ElementTree as ET
|
||||||
|
import hashlib
|
||||||
|
|
||||||
|
class IterationLogger:
|
||||||
|
"""Logs agent iterations to XML files"""
|
||||||
|
|
||||||
|
def __init__(
|
||||||
|
self,
|
||||||
|
iterations_dir: Path,
|
||||||
|
system_prompt: str,
|
||||||
|
action_schema: str,
|
||||||
|
):
|
||||||
|
"""Initialize with directory for storing iteration files"""
|
||||||
|
self.iterations_dir = iterations_dir
|
||||||
|
self.iterations_dir.mkdir(parents=True, exist_ok=True)
|
||||||
|
self._system_prompt_hash = hashlib.sha256(system_prompt.encode()).hexdigest()
|
||||||
|
self._action_schema_hash = hashlib.sha256(action_schema.encode()).hexdigest()
|
||||||
|
|
||||||
|
def log_iteration(
|
||||||
|
self,
|
||||||
|
context: str,
|
||||||
|
response: str,
|
||||||
|
):
|
||||||
|
"""
|
||||||
|
Save an iteration to an XML file
|
||||||
|
|
||||||
|
Args:
|
||||||
|
context: The context as ElementTree
|
||||||
|
response: Raw response from LLM
|
||||||
|
"""
|
||||||
|
timestamp = datetime.now().strftime("%Y%m%d_%H%M%S_%f")[:-3]
|
||||||
|
filename = f"iteration_{timestamp}.xml"
|
||||||
|
filepath = self.iterations_dir / filename
|
||||||
|
|
||||||
|
root = ET.Element("iteration")
|
||||||
|
|
||||||
|
root.set("system_prompt_hash", self._system_prompt_hash)
|
||||||
|
root.set("action_schema_hash", self._action_schema_hash)
|
||||||
|
|
||||||
|
context_elem = ET.SubElement(root, "context")
|
||||||
|
context_elem.text = context
|
||||||
|
|
||||||
|
response_elem = ET.SubElement(root, "response")
|
||||||
|
response_elem.text = response
|
||||||
|
|
||||||
|
tree = ET.ElementTree(root)
|
||||||
|
tree.write(filepath, encoding="utf-8", xml_declaration=True)
|
||||||
@@ -5,6 +5,7 @@ from typing import Callable, List, Optional
|
|||||||
from .base_agent import BaseAgent
|
from .base_agent import BaseAgent
|
||||||
from .command import Command
|
from .command import Command
|
||||||
from .command_result import CommandResult
|
from .command_result import CommandResult
|
||||||
|
from .iteration_logger import IterationLogger
|
||||||
from .llm_engine import LlmEngine
|
from .llm_engine import LlmEngine
|
||||||
from .response_parser import ResponseParser
|
from .response_parser import ResponseParser
|
||||||
from .system_metrics import SystemMetrics
|
from .system_metrics import SystemMetrics
|
||||||
@@ -41,7 +42,8 @@ class WebAgent(BaseAgent):
|
|||||||
metrics: SystemMetrics,
|
metrics: SystemMetrics,
|
||||||
llm: LlmEngine,
|
llm: LlmEngine,
|
||||||
validator: XMLValidator,
|
validator: XMLValidator,
|
||||||
parser: ResponseParser
|
parser: ResponseParser,
|
||||||
|
iteration_logger: IterationLogger,
|
||||||
):
|
):
|
||||||
"""
|
"""
|
||||||
Initialize web agent with required components.
|
Initialize web agent with required components.
|
||||||
@@ -63,6 +65,7 @@ class WebAgent(BaseAgent):
|
|||||||
self._command_result: Optional[CommandResult] = None
|
self._command_result: Optional[CommandResult] = None
|
||||||
self._context = self._compile_context()
|
self._context = self._compile_context()
|
||||||
self._state_lock = Lock()
|
self._state_lock = Lock()
|
||||||
|
self._iteration_logger = iteration_logger
|
||||||
|
|
||||||
@property
|
@property
|
||||||
def state(self) -> WebAgentState:
|
def state(self) -> WebAgentState:
|
||||||
@@ -166,6 +169,7 @@ class WebAgent(BaseAgent):
|
|||||||
print()
|
print()
|
||||||
|
|
||||||
def _approve_response_thread(self) -> None:
|
def _approve_response_thread(self) -> None:
|
||||||
|
self._iteration_logger.log_iteration(self._context, self._response)
|
||||||
parse_result = self._parser.parse(self._response)
|
parse_result = self._parser.parse(self._response)
|
||||||
if isinstance(parse_result, Command):
|
if isinstance(parse_result, Command):
|
||||||
result = parse_result.execute(self._working_memory)
|
result = parse_result.execute(self._working_memory)
|
||||||
|
|||||||
Reference in New Issue
Block a user