cd ~/swe/telemetry_projects/agent_dump && \
python launchers/dump_conversations.py \
  --start-hour 72 --end-hour 0 --prompt-only --agent both

cd ~/swe/telemetry_projects/agent_dump && \
python launchers/dump_conversations.py \
  --start-hour 72 --end-hour 0 --prompt-only --agent claude > /tmp/all_prompts.json

# [Title] — Interleaved Conversation by Theme

*Generated by Claude: `{agent-id}`*

This document shows the user's prompts **interleaved chronologically** across all agents,
organized by the user's **intention/theme**.

---

## 1. [Theme Name]

> [Theme description]

**{N} prompts** across **{M} agents**

---

## 2. [Next Theme]
...

---

## Summary

| Theme | Prompts | Agents | Time Span |
|-------|---------|--------|-----------|
| Theme 1 | N | Agent1, Agent2... | MM-DD HH:MM → MM-DD HH:MM |
...

## Narrative Summary (optional)

[Brief paragraph describing the timeline of work]

import json
import re

# Load data
with open('/tmp/all_prompts.json', 'r') as f:
    data = json.load(f)

# Agent mapping (customize as needed)
agents_info = {
    "sid-here": {"name": "Agent Name", "short": "ShortName"},
    # Add more agents...
}

# Collect all prompts
all_prompts = []
for session in data:
    sid = session.get('sid')
    agent_name = agents_info.get(sid, {}).get('short', sid[:8])
    for p in session.get('user_prompts', []):
        t = p.get('t', '')
        text = p.get('prompt', '')
        # Clean text
        text = re.sub(r'Your agent Id is:[^\n]*\n?', '', text)
        text = re.sub(r'\s+', ' ', text).strip()
        if text and len(text) > 3:
            all_prompts.append({
                'datetime': t,
                'agent': agent_name,
                'sid': sid[:8],
                'text': text
            })

# Sort by datetime
all_prompts.sort(key=lambda x: x['datetime'])

# Classify themes
def classify_theme(text):
    text_lower = text.lower()
    if any(k in text_lower for k in ['version', '0.77', '0.88', 'symlink', "what's new"]):
        return 'version_investigation'
    if any(k in text_lower for k in ['extension', 'vscode', 'shim', 'binary', 'crash']):
        return 'vscode_extension'
    if any(k in text_lower for k in ['steer', 'sub agent', 'subagent']):
        return 'new_features'
    if any(k in text_lower for k in ['dump', 'sqlite', 'archive', 'sse_lines', 'query']):
        return 'observability_tooling'
    if any(k in text_lower for k in ['thinking', 'anthropic']):
        return 'code_analysis'
    return 'isolated'

for p in all_prompts:
    p['theme'] = classify_theme(p['text'])

# Group by theme
themes = {
    'version_investigation': {'title': '1. Version Investigation', 'desc': 'Understanding version changes', 'prompts': []},
    'vscode_extension': {'title': '2. VS Code Extension Issues', 'desc': 'Binary resolution, crashes, shim servers', 'prompts': []},
    'new_features': {'title': '3. New Features Exploration', 'desc': 'New capabilities and modes', 'prompts': []},
    'observability_tooling': {'title': '4. Observability Tooling', 'desc': 'Building dump scripts, queries', 'prompts': []},
    'code_analysis': {'title': '5. Code Analysis', 'desc': 'Analyzing code changes', 'prompts': []},
    'isolated': {'title': '6. Isolated / Misc', 'desc': 'Orphan prompts', 'prompts': []},
}

for p in all_prompts:
    theme = p['theme']
    if theme in themes:
        themes[theme]['prompts'].append(p)

# Generate markdown output
for theme_key, theme in themes.items():
    prompts = theme['prompts']
    if not prompts:
        continue

    print(f"## {theme['title']}")
    print(f"\n> {theme['desc']}")
    print(f"\n**{len(prompts)} prompts** across **{len(set(p['agent'] for p in prompts))} agents**")
    print("\n```")

    for p in prompts:
        dt = p['datetime']
        agent = p['agent']
        text = p['text'][:200] + "..." if len(p['text']) > 200 else p['text']
        print(f"[{dt}] {agent:12} │ {text}")

    print("```\n")

# Codex 0.88.0 Porting — Interleaved Conversation by Theme

*Generated by Claude: `757cc520-4b58-4827-9132-c6982d3f8aba`*

---

## 1. Version Investigation

> Understanding changes from 0.77 → 0.88, tracing symlinks

**27 prompts** across **16 agents**

---

## 2. VS Code Extension Issues

> Binary resolution, crashes, shim servers, observability

**34 prompts** across **6 agents**

---

## Summary

| Theme | Prompts | Agents | Time Span |
|-------|---------|--------|-----------|
| Version Investigation | 27 | Scout, Architect, Analyst... | 01-21 16:06 → 01-23 14:47 |
| VS Code Extension | 34 | Debugger, Builder, Validator... | 01-22 17:11 → 01-23 14:34 |
| New Features | 9 | Scout, NightOwl, Logger | 01-21 16:08 → 01-23 12:48 |
| Observability Tooling | 25 | Logger, Continuator, Finalizer | 01-22 19:52 → 01-23 14:46 |
| Isolated / Misc | 47 | (various) | 01-21 16:47 → 01-23 14:20 |

## Narrative Summary

**Day 1 (Jan 21)**: The Scout agent explored what's new in Codex 0.77→0.88.

**Day 2 (Jan 22)**: VS Code extension issues emerged. Multiple agents investigated binary resolution and shim servers.

**Day 3 (Jan 23)**: Heavy observability tooling development. Agent search retrospective.