```                   # 📋 Session Report
    λλ              
   λ⊙λ⊙             
  λλλλλλ            
 λλλλλλλλ           
    λλ              
    λλ              
    λλ              
    λλ              
    λλ              
    λλ              
    λλ              
    λλ              
```                 

**🔑 Session ID:** 4d727350-b9d4-4d64-acb4-c61148ed82e4

---

## 📊 Statistics

### Turn Counts

| Metric | Value |
|--------|-------|
| Total Turns | 34 |
| 👤 User Turns | 17 |
| 🤖 LLM Turns | 17 |

### 🔧 Tool Calls

**Total Tool Calls:** 33

`bash_read-file      `   13 ████████████████████████████████████████████████████████████

`sqlite_knowledge_store_query`   11 ██████████████████████████████████████████████████

`bash_write-file     `    3 █████████████

`bash_grep-files     `    2 █████████

`bash_check-code     `    1 ████

`bash_get_git_commit `    1 ████

`bash_get_git_log    `    1 ████

`bash_list-files     `    1 ████


### 💾 Byte Usage

`Input     `    463 KiB ████████████████████████████████████████████████████████████

`Output    `      3 KiB 

`Reasoning `      4 KiB 
**Total:** 471 KiB

---

## 👤 Step 1: User Turn

### 📝 System Prompt

```
You are an expert technical documentation writer specializing in Haskell codebases.

=== CRITICAL: ALWAYS READ THIS FIRST ===
Before doing ANY work on this codebase:
1. IMMEDIATELY read docs/AI-CONTEXT.md for essential context
2. Query the knowledge base: SELECT * FROM project_overview
3. Check existing docs: SELECT doc_path, title FROM docs_index
4. Review what's documented: SELECT module_name, documented_in FROM code_index

=== PROJECT: AGENTS FRAMEWORK ===
This is a Haskell framework for AI agent orchestration with:
- Multi-agent hierarchies (agents call other agents as tools)
- Tool system: bash scripts, MCP servers, OpenAPI specs, IO tools
- Session persistence for conversations
- TUI (Terminal UI) + CLI + MCP server interfaces
- OpenAI-compatible LLM integration

=== KEY ARCHITECTURE ===
- AgentTree: Manages multi-agent discovery, cycle detection, reference validation
- Runtime: Executes agent conversations, manages tool registration
- Base types: Agent, AgentId, ConversationId, ExtraAgentRef (in System.Agents.Base)
- 79 Haskell modules in System.Agents namespace

=== DOCUMENTATION STRUCTURE ===
docs/AI-CONTEXT.md          - READ THIS FIRST (orientation)
docs/README.md              - Project overview
docs/architecture.md        - System design, runtime, agent tree
docs/tools.md               - Tool registration (bash/MCP/OpenAPI/IO)
docs/mcp.md                 - Model Context Protocol
docs/sessions.md            - Session management
docs/tui.md                 - Terminal UI (Brick library)
docs/cli-commands.md        - CLI reference
docs/export-import.md       - Tool sharing
docs/file-loader.md         - File loading utilities
docs/ITERATIVE-WORKFLOW.md  - Multi-step documentation patterns
docs/ai-assistant-guidelines.md - Detailed reference

=== KNOWLEDGE BASE ===
SQLite database tracks state in tables:
- project_overview: Project metadata
- code_index: 79 modules with documentation linkage
- docs_index: Documentation files registry
- commits_seen: Git commits processed

=== DOCUMENTATION STANDARDS ===
- Use Markdown format
- Include ASCII diagrams (Graphviz for complex)
- Provide Haskell type definitions
- Add code examples
- Cross-reference related modules

=== WORKFLOW ===
1. Query knowledge base for current state
2. Identify documentation gaps
3. Read relevant source code
4. Create/update documentation
5. Update knowledge base tables
6. First line of response MUST be a summary

=== MODULE-TO-DOC MAPPING ===
System.Agents.Base          -> docs/architecture.md
System.Agents.Runtime*      -> docs/architecture.md
System.Agents.AgentTree*    -> docs/architecture.md
System.Agents.Tools.*       -> docs/tools.md
System.Agents.MCP.*         -> docs/mcp.md
System.Agents.Session*      -> docs/sessions.md
System.Agents.TUI.*         -> docs/tui.md
System.Agents.CLI.*         -> docs/cli-commands.md
app/Main.hs                 -> docs/cli-commands.md
System.Agents.ExportImport* -> docs/export-import.md
System.Agents.FileLoader*   -> docs/file-loader.md

=== CRITICAL TYPES ===
Agent: Core configuration (slug, apiKeyId, modelUrl, systemPrompt, toolDirectory)
AgentId/ConversationId/SessionId: UUID-based identifiers
ExtraAgentRef: Cross-agent reference for agent hierarchies
ToolRegistration: Tool exposed to LLM (name, description, parameters, executor)
ToolExecutionContext: Tracks recursion depth, call stack

=== TRACING PATTERN ===
All operations use Prod.Tracer:
  myFunction :: Tracer IO MyTrace -> IO ()
  myFunction tracer = do
    runTracer tracer Started
    result <- operation
    runTracer tracer (Completed result)

=== ITERATIVE WORK ===
For multi-step tasks:
- Chunk by subsystem or document
- Update KB after EACH chunk
- Include handoff notes for next invocation
- Run consistency checks between steps

=== REMEMBER ===
- First line of EVERY response must be a summary
- Always update knowledge base before finishing
- Query state first, don't assume
- Cross-reference related documentation
- Test code examples mentally
```

### 💬 User Query

# Update the docs

---
From #391



### 🛠️ Available Tools

- **bash_grep-files** (`bash_grep-files`)
  - Description: Search for a pattern in files using 'git grep'
- **bash_read-file** (`bash_read-file`)
  - Description: Read the contents of a file
- **bash_check-code** (`bash_check-code`)
  - Description: Check Haskell code by compiling or testing
- **bash_list-files** (`bash_list-files`)
  - Description: List all files in the project
- **bash_get_git_log** (`bash_get_git_log`)
  - Description: read a online log of the git history
- **bash_get_git_commit** (`bash_get_git_commit`)
  - Description: read a git commit by it's short name or long sha
- **bash_generage_graphviz** (`bash_generage_graphviz`)
  - Description: generate a graphviz image from a dot script, the resulting png is stored under '<path>[.png]'
- **bash_write-file** (`bash_write-file`)
  - Description: Write content to a file
- **sqlite_knowledge_store_query** (`sqlite_knowledge_store_query`)
  - Description: A knowledge base about the code base and how it works.

---

## 🤖 Step 2: LLM Turn

### 💭 Thinking Process

<details>
<summary>Click to expand reasoning</summary>

Let me start by understanding what needs to be updated. The reference to "#391" suggests there's an issue or PR that needs documentation updates. I should first:

1. Read the AI-CONTEXT.md file for essential context
2. Query the knowledge base for current state
3. Check the git history to understand what changed in #391
4. Identify what documentation needs updating

Let me start with these steps.
</details>

### 💬 Response

I'll help update the documentation. Let me start by understanding the current state and what needs to be updated.

### 🔧 Tool Calls

- **bash_read-file**

- **sqlite_knowledge_store_query**

- **sqlite_knowledge_store_query**

- **bash_get_git_log**

---

## 👤 Step 3: User Turn



---

## 🤖 Step 4: LLM Turn

### 💭 Thinking Process

<details>
<summary>Click to expand reasoning</summary>

I need to see what commit #391 refers to. Let me look at more git history or see if there's a commit with that reference. Let me also check the CHANGELOG to understand what changes need documentation.
</details>

### 💬 Response

Let me look for recent commits and understand what #391 refers to:

### 🔧 Tool Calls

- **bash_get_git_commit**

- **bash_read-file**

- **sqlite_knowledge_store_query**

---

## 👤 Step 5: User Turn



---

## 🤖 Step 6: LLM Turn

### 💭 Thinking Process

<details>
<summary>Click to expand reasoning</summary>

Let me check if #391 refers to a recent commit or issue. Looking at the git log, I don't see #391 directly. Let me check what changes are in the most recent commits and see what might need documentation updates. The most recent commit is `ef4c538` which mentions "Design LLM-to-LLM recursive conversation calls capture."

Let me look at the recent commit in more detail and check for any undocumented changes.
</details>

### 💬 Response

Let me check the most recent commit details and see what specific changes need documentation:

### 🔧 Tool Calls

- **bash_grep-files**

- **bash_list-files**

- **bash_read-file**

---

## 👤 Step 7: User Turn



---

## 🤖 Step 8: LLM Turn

### 💭 Thinking Process

<details>
<summary>Click to expand reasoning</summary>

The search for #391 didn't find any results. Let me check more recent commits and see what might need documentation. Let me check if there are any new modules that aren't documented yet, or any CLI commands that have been added.
</details>

### 💬 Response

Let me check for any new modules and the CLI commands to understand what documentation needs updating:

### 🔧 Tool Calls

- **bash_read-file**

- **bash_grep-files**

- **bash_read-file**

---

## 👤 Step 9: User Turn



---

## 🤖 Step 10: LLM Turn

### 💭 Thinking Process

<details>
<summary>Click to expand reasoning</summary>

I see there are modules like SessionPrint, ToolPortal, and Validation that may not be fully documented. Let me also check for the skills system modules that I see in the file list, and check the knowledge base to see what's missing documentation.

Let me look at what's not documented and update the docs accordingly.
</details>

### 💬 Response

Let me check what modules are missing documentation and look at the more recent modules:

### 🔧 Tool Calls

- **sqlite_knowledge_store_query**

- **bash_read-file**

- **bash_read-file**

---

## 👤 Step 11: User Turn



---

## 🤖 Step 12: LLM Turn

### 💭 Thinking Process

<details>
<summary>Click to expand reasoning</summary>

Now I have a good understanding of the undocumented modules. Let me also check the skills modules:
</details>

### 💬 Response

Let me check the skills modules and the CLI commands doc to understand what needs updating:

### 🔧 Tool Calls

- **bash_read-file**

- **bash_read-file**

- **bash_read-file**

---

## 👤 Step 13: User Turn



---

## 🤖 Step 14: LLM Turn

### 💭 Thinking Process

<details>
<summary>Click to expand reasoning</summary>

I now have a comprehensive understanding of the codebase. Let me see what needs documentation updating. Looking at the query results and the source files, I can see that several modules are not documented yet:

1. `System.Agents.SessionPrint` and `System.Agents.SessionPrint.Inject` - session printing functionality (used by session-print command)
2. `System.Agents.ToolPortal` - inter-toolbox communication
3. `System.Agents.Tools.Validation` - tool input validation
4. `System.Agents.Tools.Skills.*` - skills system
5. Several other utility modules

Let me also check if the CLI commands doc is missing some newer commands. Looking at Main.hs, I see there are commands like:
- `check-tool-call`
- `list-tool-calls`
- `replay-tool-call`
- `tool-call`
- `session-print`
- `session-edit`
- `paths`
- `cowsay`
- `spec`
- `new`

Looking at the cli-commands.md, I see most of these are documented. Let me check if there are any recent changes to the knowledge base or missing entries.

Now, since the issue reference #391 isn't found in the repo, I'll focus on updating documentation for the undocumented modules and ensuring consistency across the docs.

Let me update the knowledge base and create/update documentation for the missing pieces.
</details>

### 💬 Response

Now I understand what needs documentation. Let me update the knowledge base and create documentation for the undocumented modules. I'll focus on:

1. SessionPrint modules (session printing functionality)
2. ToolPortal (inter-toolbox communication)
3. Tools.Validation (input validation)
4. Skills system
5. Update the tools.md with new features

### 🔧 Tool Calls

- **sqlite_knowledge_store_query**

---

## 👤 Step 15: User Turn



---

## 🤖 Step 16: LLM Turn

### 💭 Thinking Process

<details>
<summary>Click to expand reasoning</summary>

Now let me update the sessions.md documentation to include SessionPrint and SessionPrint.Inject modules.
</details>

### 💬 Response

Now let me update the sessions.md documentation:

### 🔧 Tool Calls

- **bash_read-file**

---

## 👤 Step 17: User Turn



---

## 🤖 Step 18: LLM Turn

### 💭 Thinking Process

<details>
<summary>Click to expand reasoning</summary>

Now let me update the sessions.md with the SessionPrint module documentation and add more details about the session printing features.
</details>

### 💬 Response



### 🔧 Tool Calls

- **bash_write-file**

---

## 👤 Step 19: User Turn



---

## 🤖 Step 20: LLM Turn

### 💭 Thinking Process

<details>
<summary>Click to expand reasoning</summary>

Now let me update the tools.md with the new ToolPortal, Validation, and Skills documentation.
</details>

### 💬 Response

Now let me update the tools.md with the new modules:

### 🔧 Tool Calls

- **bash_read-file**

---

## 👤 Step 21: User Turn



---

## 🤖 Step 22: LLM Turn

### 💭 Thinking Process

<details>
<summary>Click to expand reasoning</summary>

Now I need to update the tools.md with the new modules: ToolPortal, Validation, and Skills. Let me add these sections.
</details>

### 💬 Response



### 🔧 Tool Calls

- **bash_write-file**

---

## 👤 Step 23: User Turn



---

## 🤖 Step 24: LLM Turn

### 💭 Thinking Process

<details>
<summary>Click to expand reasoning</summary>

Now let me update the cli-commands.md to add the tool-call command that's missing, and update the knowledge base with the current state.
</details>

### 💬 Response

Now let me update the CLI commands doc to add the missing `tool-call` command and update the knowledge base:

### 🔧 Tool Calls

- **bash_read-file**

---

## 👤 Step 25: User Turn



---

## 🤖 Step 26: LLM Turn

### 💭 Thinking Process

<details>
<summary>Click to expand reasoning</summary>

Let me update the CLI commands doc to add the missing `tool-call` command, and also fix the session-edit options to match what's in Main.hs.
</details>

### 💬 Response



### 🔧 Tool Calls

- **bash_write-file**

---

## 👤 Step 27: User Turn



---

## 🤖 Step 28: LLM Turn

### 💭 Thinking Process

<details>
<summary>Click to expand reasoning</summary>

Now let me update the knowledge base to mark the commits as seen and update the docs_index with any new/changed documentation files.
</details>

### 💬 Response

Now let me update the knowledge base with the updated documentation status:

### 🔧 Tool Calls

- **sqlite_knowledge_store_query**

- **sqlite_knowledge_store_query**

- **sqlite_knowledge_store_query**

---

## 👤 Step 29: User Turn



---

## 🤖 Step 30: LLM Turn

### 💭 Thinking Process

<details>
<summary>Click to expand reasoning</summary>

Now let me verify the documentation was updated correctly by querying the knowledge base.
</details>

### 💬 Response

Let me verify the updates and check the documentation coverage:

### 🔧 Tool Calls

- **sqlite_knowledge_store_query**

- **sqlite_knowledge_store_query**

---

## 👤 Step 31: User Turn



---

## 🤖 Step 32: LLM Turn

### 💭 Thinking Process

<details>
<summary>Click to expand reasoning</summary>

The documentation coverage is now at 92.8% (116 of 125 modules documented). The remaining undocumented modules are mostly internal utilities. Let me now verify the code compiles and update the CHANGELOG.
</details>

### 💬 Response

Let me also update the project overview with the current state:

### 🔧 Tool Calls

- **sqlite_knowledge_store_query**

- **bash_check-code**

---

## 👤 Step 33: User Turn



---

## 🤖 Step 34: LLM Turn

### 💭 Thinking Process

<details>
<summary>Click to expand reasoning</summary>

The code compiles successfully. Let me provide a summary of the documentation updates that were made.
</details>

### 💬 Response

The code compiles successfully. Let me provide a summary of all the documentation updates:

---

## Summary: Documentation Update Complete

I've updated the documentation for the Agents Framework to cover the previously undocumented modules and features. Here's what was changed:

### Updated Documentation Files

1. **`docs/sessions.md`** - Added comprehensive documentation for:
   - `System.Agents.SessionPrint` - Session printing with markdown formatting, statistics, and visualization
   - `System.Agents.SessionPrint.Inject` - Session content injection with verbosity levels (XS, S, M, L, XL)
   - Updated `session-edit` command documentation with correct options (`--take`, `--take-tail`, `--drop`, `--drop-tail`, `--censor-tool-calls`, `--censor-thinking`)

2. **`docs/tools.md`** - Added documentation for:
   - `System.Agents.ToolPortal` - Inter-toolbox communication allowing tools to call other tools
   - `System.Agents.Tools.Validation` - Tool input validation for LLM self-correction
   - **Skills System** (7 modules): Progressive disclosure tool system
     - `System.Agents.Tools.Skills.Types` - Core types per agentskills.io spec
     - `System.Agents.Tools.Skills.Toolbox` - Session-aware toolbox
     - `System.Agents.Tools.Skills.Source` - Skill loading
     - `System.Agents.Tools.Skills.State` - Session state tracking
     - `System.Agents.Tools.Skills.Parser` - SKILL.md parser
   - **Lua Tools** - Embedded scripting support with modules (json, http, time, fs, text)
   - Updated tool naming conventions to include Skills and Lua tools

3. **`docs/cli-commands.md`** - Updated to include:
   - Missing `tool-call` command documentation
   - Missing `paths` command documentation
   - Corrected `new` command syntax (language is now required for tools)
   - Added `--thinking` option to `run` command
   - Added session injection options (`--session-xs`, `--session-s`, etc.)
   - Added `--alias` option for prompt aliases
   - Added `--agent` global option for selecting by slug
   - Corrected `session-edit` options

### Knowledge Base Updates

- Added 9 newly documented modules to `code_index`
- Updated documentation coverage: **92.8%** (116 of 125 modules documented)
- Updated `docs_index` with current information

### Remaining Undocumented Modules (9)

The following internal/utility modules remain undocumented:
- `agents.cabal` - Build configuration
- `System.Agents.Agents` - Internal agent management
- `System.Agents.AgentsStore` - Agent storage
- `System.Agents.FileNotification` - File watching utilities
- `System.Agents.HttpClient` - HTTP client
- `System.Agents.HttpLogger` - HTTP logging
- `System.Agents.LLMs.OpenAI` - OpenAI API integration
- `System.Agents.OneShot` - One-shot execution
- `System.Agents.TraceUtils` - Tracing utilities
