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

**🔑 Session ID:** e3378443-534c-4c96-a011-586c2d671601

---

## 📊 Statistics

### Turn Counts

| Metric | Value |
|--------|-------|
| Total Turns | 28 |
| 👤 User Turns | 14 |
| 🤖 LLM Turns | 14 |

### 🔧 Tool Calls

**Total Tool Calls:** 23

`sqlite_knowledge_store_query`    8 ████████████████████████████████████████████████████████████

`bash_read-file      `    5 █████████████████████████████████████

`bash_get_git_commit `    4 ██████████████████████████████

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

`bash_get_git_log    `    1 ███████

`bash_grep-files     `    1 ███████

`bash_list-files     `    1 ███████


### 💾 Byte Usage

`Input     `    461 KiB ████████████████████████████████████████████████████████████

`Output    `      3 KiB 

`Reasoning `      5 KiB 
**Total:** 469 KiB


### 🎫 Token Usage

`Prompt      `  1,060,789 ████████████████████████████████████████████████████████████

`Completion  `     32,761 █

`Cached      `    069,000 ██████████████████████████████████████████████████████
**Total:** 1,480,451

_(069,000 cached)_

---

## 👤 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 docs

---
From #445



### 🛠️ 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. Optionally compiles or tests the code after writing. Use 'none' for the check action when making multiple edits that are not yet final, to avoid redundant compilation.
- **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>

The user wants me to update documentation. The reference "#445" suggests this might be related to an issue or task number. Let me first gather context by reading the AI-CONTEXT.md file and querying the knowledge base to understand the current state of the project and documentation.
</details>

### 💬 Response

**Summary:** Gathering context from AI-CONTEXT.md and knowledge base to understand current documentation state and identify what needs updating.

### 🔧 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>

Let me analyze what I've learned:

1. The project has 119 modules (increased from 79 mentioned in the system prompt - the OS model added many modules)
2. The last commit seen is `cb52af7` but the git log shows newer commits including `41ab97b Feature/session search (#444)` which seems related to issue #445 mentioned by the user
3. There are 19 documentation files
4. The most recent docs updates were on 2026-03-26 (cli-commands.md, sessions.md, tools.md)

The user reference "#445" seems to be about updating documentation. Let me check the recent commits to understand what changes have been made that might need documentation updates.

Let me look at the recent commits more closely and check what code changes might need documentation.
</details>

### 💬 Response

**Summary:** Found project has 119 modules, 19 docs, and recent commits including session search (#444) that may need documentation updates. Checking recent commit details and code changes.

### 🔧 Tool Calls

- **bash_get_git_commit**

- **bash_get_git_commit**

- **bash_get_git_commit**

- **bash_get_git_commit**

---

## 👤 Step 5: User Turn



---

## 🤖 Step 6: LLM Turn

### 💭 Thinking Process

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

Based on my analysis, I now have a good understanding of the recent changes. The user is asking me to "update docs" related to issue #445, but looking at the git history, #445 doesn't appear directly. However, there are related commits:

1. **41ab97b** - Feature/session search (#444) - This adds the session-search and session-index commands
2. **405aa9b** - Implement conversation queue edition in TUI
3. **1028c79** - TUI turn navigation (#439)

These are significant features that need documentation updates:

1. **session-search and session-index commands** - New CLI commands for fuzzy text search across session files
2. **TUI conversation queue management** - New TUI features for managing queued messages when paused
3. **TUI turn navigation** - Navigate through turns and fork conversations

Let me check what documentation currently exists and what needs to be updated:

1. `docs/cli-commands.md` - Needs updates for session-search and session-index commands
2. `docs/sessions.md` - May need updates for session search functionality
3. `docs/tui.md` - Needs updates for turn navigation and queue management features

Let me read the current state of these docs and the new code to properly document them.
</details>

### 💬 Response

**Summary:** Analyzed recent commits. Found significant new features needing documentation: session-search/index commands (#444), TUI queue management, and TUI turn navigation. Need to update cli-commands.md, sessions.md, and tui.md.

### 🔧 Tool Calls

- **bash_read-file**

- **bash_read-file**

- **bash_read-file**

---

## 👤 Step 7: User Turn



---

## 🤖 Step 8: LLM Turn

### 💭 Thinking Process

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

Now I have a good understanding of the current documentation and what needs to be updated. Based on the commits I've analyzed:

1. **session-search and session-index commands** (#444) - These are NEW CLI commands that need to be added to:
   - `docs/cli-commands.md` - Add the new commands
   - `docs/sessions.md` - Add session search documentation

2. **TUI turn navigation** (#439) - Need to add to:
   - `docs/tui.md` - Add turn navigation and forking documentation

3. **TUI conversation queue management** - Need to add to:
   - `docs/tui.md` - Add queue management documentation

Let me also check what modules exist in the codebase to ensure the knowledge base is up to date.
</details>

### 💬 Response

**Summary:** Reviewed existing docs. Need to add: 1) session-search/index commands to cli-commands.md and sessions.md, 2) TUI turn navigation and queue management to tui.md. Let me also check the code_index for new modules.

### 🔧 Tool Calls

- **sqlite_knowledge_store_query**

- **bash_grep-files**

---

## 👤 Step 9: User Turn



---

## 🤖 Step 10: LLM Turn

### 💭 Thinking Process

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

I notice that the code_index doesn't have entries for the new Session Search modules. Let me search for these modules directly and add them to the knowledge base. The grep-files didn't find anything, which is strange since we know these commands exist from the git commit.

Let me check the actual files to make sure they exist and then update the knowledge base.
</details>

### 💬 Response

**Summary:** The knowledge base is missing entries for the new Session Search modules. Let me check for these files and update the documentation.

### 🔧 Tool Calls

- **bash_list-files**

---

## 👤 Step 11: User Turn



---

## 🤖 Step 12: LLM Turn

### 💭 Thinking Process

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

Good, I can see the new modules exist:
- `src/System/Agents/Session/Search/Index.hs`
- `src/System/Agents/Session/Search/Types.hs`
- `src/System/Agents/Session/Search/Query.hs`
- `src/System/Agents/CLI/SessionIndex.hs`
- `src/System/Agents/CLI/SessionSearch.hs`

Now I need to:
1. Update the knowledge base with these new modules
2. Update the documentation files:
   - `docs/cli-commands.md` - Add session-search and session-index commands
   - `docs/sessions.md` - Add session search functionality documentation
   - `docs/tui.md` - Add turn navigation and queue management features

Let me start by updating the knowledge base and then the documentation.
</details>

### 💬 Response

**Summary:** Found the new Session Search files. Now updating documentation for: 1) CLI commands (session-search/index), 2) Sessions (search functionality), 3) TUI (turn navigation & queue management).

### 🔧 Tool Calls

- **sqlite_knowledge_store_query**

---

## 👤 Step 13: User Turn



---

## 🤖 Step 14: LLM Turn

### 💭 Thinking Process

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

Good, the knowledge base is updated. Now let me update the documentation files. I'll start with cli-commands.md to add the session-search and session-index commands.
</details>

### 💬 Response

**Summary:** Knowledge base updated with new modules. Now updating documentation files with the new features.

### 🔧 Tool Calls

- **bash_write-file**

---

## 👤 Step 15: User Turn



---

## 🤖 Step 16: LLM Turn

### 💭 Thinking Process

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

Good, I've updated the cli-commands.md file with the new session-search and session-index commands. Now I need to update:
1. docs/sessions.md - Add session search functionality
2. docs/tui.md - Add turn navigation and queue management features

Let me update the sessions.md file first.
</details>

### 💬 Response

**Summary:** Updated cli-commands.md with session-search and session-index commands. Now updating sessions.md with search functionality documentation.

### 🔧 Tool Calls

- **bash_write-file**

---

## 👤 Step 17: User Turn



---

## 🤖 Step 18: LLM Turn

### 💭 Thinking Process

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

Good, I've updated the sessions.md file with the session search functionality. Now I need to update the tui.md file with turn navigation and queue management features. Let me update that file.
</details>

### 💬 Response

**Summary:** Updated sessions.md with session search documentation. Now updating tui.md with turn navigation and queue management features.

### 🔧 Tool Calls

- **bash_write-file**

---

## 👤 Step 19: User Turn



---

## 🤖 Step 20: LLM Turn

### 💭 Thinking Process

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

Good, I've updated the tui.md file with turn navigation and queue management features. Now let me update the knowledge base to track that these documents have been updated, and update the docs_index with the new last_updated timestamps.
</details>

### 💬 Response

**Summary:** Updated all three documentation files. Now updating the knowledge base to reflect the documentation updates.

### 🔧 Tool Calls

- **sqlite_knowledge_store_query**

- **sqlite_knowledge_store_query**

---

## 👤 Step 21: User Turn



---

## 🤖 Step 22: LLM Turn

### 💭 Thinking Process

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

The second update failed because there's no last_doc_update column in the project_overview table. Let me fix that.
</details>

### 💬 Response

**Summary:** First update succeeded. The project_overview table doesn't have a last_doc_update column, so let me check its structure and update correctly.

### 🔧 Tool Calls

- **sqlite_knowledge_store_query**

---

## 👤 Step 23: User Turn



---

## 🤖 Step 24: LLM Turn

### 💭 Thinking Process

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

Hmm, the last_doc_update IS in the table, but it's stored as a row, not a column. Let me update it correctly.
</details>

### 💬 Response

**Summary:** The project_overview uses key-value pairs. Let me update the last_doc_update key correctly.

### 🔧 Tool Calls

- **sqlite_knowledge_store_query**

---

## 👤 Step 25: User Turn



---

## 🤖 Step 26: LLM Turn

### 💭 Thinking Process

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

The knowledge base has been updated. Now let me also verify the documentation files were written correctly by doing a quick consistency check, and then summarize what was done.
</details>

### 💬 Response

**Summary:** Knowledge base updated. Let me verify the documentation changes are consistent by checking the file headers.

### 🔧 Tool Calls

- **bash_read-file**

---

## 👤 Step 27: User Turn



---

## 🤖 Step 28: LLM Turn

### 💭 Thinking Process

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

All documentation has been updated successfully. Let me provide a final summary of what was done.
</details>

### 💬 Response

**Summary:** Documentation update complete. Successfully updated all three documentation files with new features from recent commits.

## Documentation Update Complete

Updated documentation for recent features from commits:
- **41ab97b** - Feature/session search (#444)
- **405aa9b** - TUI conversation queue edition
- **1028c79** - TUI turn navigation (#439)

### Files Modified:

1. **`docs/cli-commands.md`** - Added:
   - `session-index` command with `--build`, `--update`, `--status`, `--clean` options
   - `session-search` command with fuzzy matching, filters, JSON output
   - Session search workflow examples
   - JSON output format documentation

2. **`docs/sessions.md`** - Added:
   - Session Search subsystem documentation
   - SQLite FTS5 index schema and architecture
   - `SearchIndexConfig`, `SearchOptions`, `SearchResult` types
   - Fuzzy matching with trigram tokenization explanation
   - CLI usage examples for `session-index` and `session-search`
   - Search workflow examples and best practices

3. **`docs/tui.md`** - Added:
   - Turn Navigation feature documentation
   - Forking conversations at selected turns
   - Message Queue Management for paused conversations
   - New keyboard shortcuts for navigation, forking, and queue management
   - UI examples and visual descriptions
   - State management for `TurnNavigationState` and `queuedMessagesFocus`

### Knowledge Base Updates:
- Added 5 new module entries for Session Search subsystem
- Updated `last_doc_update` timestamp to 2026-04-11
