SIA/iterations/iteration_20241120_105312_809.xml

<?xml version='1.0' encoding='utf-8'?>
<iteration system_prompt_hash="a357171f34284409058700f0d6c20cbb4f4bfe643aff5b12168c5158767f89b4" action_schema_hash="a4cf87f3d53c7b14aab3c96097d8b7bf838e8f77e413d11f51051afbe22fa3a6"><context>&lt;context
    context="59.6"
    cpu="0"
    disk_total="1081101176832"
    disk_used="125111209984"
    gpu="0"
    memory_total="16630431744"
    memory_used="993644544"
    stdin="0"
    time="2024-11-20T10:52:34Z"&gt;
    &lt;read_stdin id="3da7f743-19b7-4738-aaf9-49634618e8f7"&gt;
        &lt;![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.]]&gt;
    &lt;/read_stdin&gt;
    &lt;single exit_code="0" id="ac690fe5-45d0-4028-8120-107c318977a9"&gt;
        &lt;![CDATA[grep -Eb "^#" /root/sia/README.md]]&gt;
        &lt;stdout&gt;
            &lt;![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
]]&gt;
        &lt;/stdout&gt;
        &lt;stderr/&gt;
    &lt;/single&gt;
    &lt;single exit_code="0" id="79f5a8b7-cc57-44c3-b942-c74e3bcabcf8"&gt;
        &lt;![CDATA[head -c 668 /root/sia/README.md]]&gt;
        &lt;stdout&gt;
            &lt;![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

]]&gt;
        &lt;/stdout&gt;
        &lt;stderr/&gt;
    &lt;/single&gt;
    &lt;single
        exit_code="0"
        id="c0aad1a9-48d4-46cd-bd5f-70230566b442"
        limit="266"
        stdout_truncated="true"&gt;
        &lt;![CDATA[tail -c +6619 /root/sia/README.md]]&gt;
        &lt;stdout&gt;
            &lt;![CDATA[
## Architecture

SIA follows a modular architecture centered around an agent that processes context through an LLM to generate actions.
The system can run in two modes: a standard command-line mode and an interactive web mode for debugging and human feedback.

### ]]&gt;
        &lt;/stdout&gt;
        &lt;stderr/&gt;
    &lt;/single&gt;
    &lt;single
        exit_code="0"
        id="973d9034-7076-479a-afea-4aaf81b065be"
        limit="9624"&gt;
        &lt;![CDATA[tail -c +10351 /root/sia/README.md]]&gt;
        &lt;stdout&gt;
            &lt;![CDATA[
### Diagrams

#### Core classes

```mermaid
classDiagram
    class SystemMetrics {
        +SystemMetrics(sample_interval float)
        +generate_context(context_usage float) ElementTree
        +stop() void
        -monitor_loop() void
    }

    class LLMEngine {
        +LLMEngine(model_path str)
        +set_model_path(model_path str) void
        +infer(system_prompt str, main_context str) Iterator~str~
    }

    class BaseAgent {
        &lt;&lt;abstract&gt;&gt;
        -working_memory: WorkingMemory
        -metrics: SystemMetrics
        -llm: LLMEngine
        -parser: ResponseParser
        -validator: XMLValidator
        -action_schema: str

        #_compile_context() str
    }

    class WorkingMemory {
        -entries: List~Entry~

        +WorkingMemory()
        +add_entry(entry Entry) void
        +remove_entry(id str) void
        +clear() void
        +get_entry(id str) Optional~Entry~
        +get_entries() List~Entry~
        +get_entries_count() int
        +get_entries_by_type(type Type) List~Entry~
        +update() void
        +generate_context() List~ElementTree~
    }

    class XMLValidator {
        +XMLValidator(schema str)
        +validate(xml str) Optional~str~
        +get_valid_root_elements() Set~str~
    }

    class ResponseParser {
        -io_buffer: IOBuffer

        +ResponseParser(io_buffer IOBuffer)
        +parse(xml str) Command | Entry
    }

    class Entry {
        &lt;&lt;abstract&gt;&gt;
        +id: str readonly
        +timestamp: datetime readonly

        +Entry(id str, timestamp datetime)
        +update() void*
        +generate_context() ElementTree*
        +cleanup() void*
    }

    class IOBuffer {
        &lt;&lt;interface&gt;&gt;
        +read() str*
        +write(content str) void*
        +buffer_length() int*
    }

    class Command {
        &lt;&lt;abstract&gt;&gt;
        +execute(memory WorkingMemory) CommandResult*
    }

    SystemMetrics "1" --* "1" BaseAgent
    LLMEngine "1" --* "1" BaseAgent
    XMLValidator "1" --* "1" BaseAgent
    BaseAgent "1" *-- "1" IOBuffer
    BaseAgent "1" *-- "1" WorkingMemory
    BaseAgent "1" *-- "1" ResponseParser
    WorkingMemory "1" *-- "*" Entry
    ResponseParser ..&gt; Entry
    ResponseParser ..&gt; Command
```

#### Standard Agent Flow

```mermaid
stateDiagram-v2
    direction LR
    state "Standard Agent Flow" as standard_agent_flow {
        [*] --&gt; UpdateSystem: Start
        UpdateSystem --&gt; CompileContext: Updated Metrics &amp; Size
        CompileContext --&gt; ProcessLLM
        ProcessLLM --&gt; ValidateXML: LLM Response
        ValidateXML --&gt; ParseResponse: Valid XML
        ValidateXML --&gt; UpdateEntries: Invalid XML\nCreate ParseErrorEntry
        ParseResponse --&gt; ExecuteCommands: Command
        ParseResponse --&gt; UpdateEntries: Entry
        ExecuteCommands --&gt; [*]: Stop Command
        ExecuteCommands --&gt; UpdateEntries: Delete Command
        UpdateEntries --&gt; UpdateSystem: Continue Loop
    }
```

#### Web Agent

```mermaid
classDiagram
    class BaseAgent {
        &lt;&lt;abstract&gt;&gt;
        -working_memory: WorkingMemory
        -metrics: SystemMetrics
        -llm: LLMEngine
        -parser: ResponseParser
        -validator: XMLValidator
        -action_schema: str

        #_compile_context() str
    }

    class StandardAgent {
        +StandardAgent(model_path str, system_prompt str, action_schema str)
        +run() void
    }

    class WebAgent {
        +context: str
        +response: str readonly
        +current_state WebAgentState readonly
        +command_result Optional[CommandResult] readonly
        +validation_error Optional[str] readonly

        +add_state_change_handler(handler Callable) void
        +add_response_change_handler(handler Callable) void
        +approve_context() void
        +set__response(response str) void
        +approve_response() void
    }

    class WebAgentState {

        &lt;&lt;enumeration&gt;&gt;
        UPDATE
        CONTEXT_APPROVAL
        INFERENCE
        RESPONSE_APPROVAL
        STOPPED
    }

    class WebSocketManager {
        -web_sockets: Set~WebSocket~

        +WebServer(agent WebAgent, io_buffer WebIOBuffer, static_files path, host str, port int)
    }

    class ClientMessage {
        &lt;&lt;enumeration&gt;&gt;
        APPROVE_CONTEXT
        APPROVE_RESPONSE
        MODIFY_RESPONSE
        SEND_INPUT
    }

    class ServerMessage {
        &lt;&lt;enumeration&gt;&gt;
        STATE_CHANGE
        CONTEXT_UPDATE
        RESPONSE_UPDATE
        OUTPUT_UPDATE
        VALIDATION_ERROR
    }

    class WebIOBuffer {
        -stdin_buffer: str
        -stdout_buffer: str

        +read() str
        +write(content str) void
        +buffer_length() int
        +append_stdin(content str) void
        +get_stdout() str
        +clear_stdout() void
    }

    BaseAgent &lt;|-- WebAgent
    BaseAgent &lt;|-- StandardAgent

    WebServer --&gt; ClientMessage
    WebServer --&gt; ServerMessage

    WebServer "1" *-- "1" WebIOBuffer
    WebServer "1" *-- "1" WebAgent
    WebAgent "1" *-- "1" WebAgentState
```

#### Web Agent Flow

```mermaid
stateDiagram-v2
    direction LR
    state "Web Agent Flow" as web_agent_flow {
        [*] --&gt; UpdateSystem: Start
        UpdateSystem --&gt; CompileContext: Updated Metrics &amp; Size
        CompileContext --&gt; WaitForContextApproval: Send Context
        WaitForContextApproval --&gt; ProcessLLM: Context Approved
        ProcessLLM --&gt; ValidateXML: LLM Response
        ValidateXML --&gt; WaitForResponseApproval: Send Validation Result
        ValidateXML --&gt; UpdateEntries: Invalid XML\nCreate ParseErrorEntry

        WaitForResponseApproval --&gt; ValidateXML: Modified Response
        WaitForResponseApproval --&gt; ParseResponse: Approved Response

        ParseResponse --&gt; ExecuteCommands: Command
        ParseResponse --&gt; UpdateEntries: Entry
        
        ExecuteCommands --&gt; [*]: Stop Command
        ExecuteCommands --&gt; UpdateEntries: Delete Command
        
        UpdateEntries --&gt; UpdateSystem: Continue Loop
    }
```

#### Entry classes

```mermaid
classDiagram
    class Entry {
        &lt;&lt;abstract&gt;&gt;
        +id: str readonly
        +timestamp: datetime readonly

        +Entry(id str, timestamp datetime)
        +update() void*
        +generate_context() ElementTree*
        +cleanup() void*
    }

    class ScriptEntry {
        +script: str readonly
        +stdout: str readonly
        +stderr: str readonly
        +exit_code: Optional~int~ readonly

        +Script(script str, id str, timestamp datetime)
        +update() void
        +generate_context() ElementTree
    }

    class RepeatEntry {
        +script: str readonly
        +stdout: str readonly
        +stderr: str readonly
        +exit_code: Optional~int~ readonly

        +RepeatEntry(script str, id str, timestamp datetime)
        +update() void
        +generate_context() ElementTree
    }

    class ReasoningEntry {
        +content: str readonly

        +ReasoningEntry(content str, id str, timestamp datetime)
        +update() void
        +generate_context() ElementTree
    }

    class ParseErrorEntry {
        +content: str readonly
        +error: str readonly

        +ParseErrorEntry(content str, error str, id str, timestamp datetime)
        +update() void
        +generate_context() ElementTree
    }

    class ReadEntry {
        +content: str readonly

        +ReadEntry(io_buffer IOBuffer, id str, timestamp datetime)
        +update() void
        +generate_context() ElementTree
    }

    class WriteEntry {
        +content: str readonly

        +WriteEntry(content str, io_buffer IOBuffer, id str, timestamp datetime)
        +update() void
        +generate_context() ElementTree
    }

    ReasoningEntry --|&gt; Entry
    ParseErrorEntry --|&gt; Entry
    ReadEntry --|&gt; Entry
    Entry &lt;|-- WriteEntry
    Entry &lt;|-- ScriptEntry
    Entry &lt;|-- RepeatEntry
```

#### IO Buffer classes

```mermaid
classDiagram
    class IOBuffer {
        &lt;&lt;interface&gt;&gt;
        +read() str*
        +write(content str) void*
        +buffer_length() int*
    }

    class StandardIOBuffer {
        +StandardIOBuffer()
        +read() str
        +write(content str) void
        +buffer_length() int
    }

    class WebIOBuffer {
        -stdin_buffer: str
        -stdout_buffer: str

        +read() str
        +write(content str) void
        +buffer_length() int
        +append_stdin(content str) void
        +get_stdout() str
        +clear_stdout() void
    }

    IOBuffer &lt;|.. WebIOBuffer
    IOBuffer &lt;|.. StandardIOBuffer
```

#### Command classes

```mermaid
classDiagram
    direction LR
    class Command {
        &lt;&lt;abstract&gt;&gt;
        +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 &lt;|-- DeleteCommand
    Command &lt;|-- StopCommand
    Command -- CommandResult
```
]]&gt;
        &lt;/stdout&gt;
        &lt;stderr/&gt;
    &lt;/single&gt;
    &lt;reasoning id="869e20e9-48ef-4223-b901-09796f4e0627"&gt;
        &lt;![CDATA[
    The diagrams give a good overview of which classes to expect.
    I will explore the `/root/sia/sia` directory to see which of these classes are already implemented.
]]&gt;
    &lt;/reasoning&gt;
&lt;/context&gt;</context><response>&lt;single limit="10000"&gt;ls -l /root/sia/sia&lt;/single&gt;</response></iteration>