# Agent Autonomy Research - Complete Index ## Navigation Guide to Research Documents **Research Date:** 2026-01-09 **Status:** ✅ Complete & Ready for Adoption **Total Documentation:** 2,565 lines across 4 documents --- ## 📚 Document Overview ### Quick Navigation by Use Case **I want to...** - **Understand how Luzia prevents blocking** → Read `AGENT-AUTONOMY-RESEARCH.md` Section 1 - **Learn the 5 core patterns** → Read `AGENT-CLI-PATTERNS.md` "Quick Reference" - **Design an autonomous agent prompt** → Read `AGENT-CLI-PATTERNS.md` "Prompt Patterns" - **See copy-paste ready templates** → Read `AUTONOMOUS-AGENT-TEMPLATES.md` - **Troubleshoot a blocking agent** → Read `AGENT-AUTONOMY-RESEARCH.md` Section 11 - **Get executive summary** → Read `RESEARCH-SUMMARY.md` - **Find code examples** → Read `AUTONOMOUS-AGENT-TEMPLATES.md` (6 templates) --- ## 📖 Document Descriptions ### 1. AGENT-AUTONOMY-RESEARCH.md (881 lines) **Comprehensive Technical Research** The foundational research document covering all aspects of agent autonomy. **Sections:** 1. **How Luzia Prevents Agent Blocking** (lines 35-165) - Core pattern: detached spawning - Permission bypass strategy - Full agent spawn flow - Why it's safe 2. **Handling Clarification Without Blocking** (lines 167-265) - AskUserQuestion problem - Solutions: context-first design, structured tasks, async fallback - Why AskUserQuestion fails for async agents 3. **Job State Machine and Exit Codes** (lines 267-333) - Job lifecycle states - Exit code capturing - Status determination 4. **Handling Approval Prompts** (lines 335-387) - How approval prompts work - Prevention mechanism (3 layers) - Safe execution model 5. **Async Communication Patterns** (lines 389-476) - File-based job queue - Notification log pattern - Job directory as IPC channel - Example: monitoring job completion 6. **Prompt Patterns for Autonomy** (lines 478-575) - Ideal autonomous prompt structure - Good vs bad prompt examples - Prompt template used in Luzia 7. **Pattern Summary** (lines 577-665) - Five patterns overview - Interactive vs autonomous comparison - When to use each pattern 8. **Real Implementation Examples** (lines 667-753) - Running tests autonomously - Code analysis autonomously 9. **Best Practices** (lines 755-829) - Prompt design guidelines - Environment setup - Failure recovery 10. **Advanced Patterns** (lines 831-887) - Multi-phase tasks - Knowledge graph integration - Cross-agent coordination 11. **Failure Cases and Solutions** (lines 889-929) - Common blocking issues with solutions - Debugging techniques 12. **Conclusion** (lines 931-976) - Core principle - Implementation checklist - When blocks still occur **Use this document for:** Understanding the "why" behind patterns, deep technical knowledge, debugging complex issues --- ### 2. AGENT-CLI-PATTERNS.md (629 lines) **Practical Pattern Guide** Hands-on guide with patterns, anti-patterns, and examples. **Contents:** 1. **Quick Reference: 5 Critical Patterns** (lines 1-75) - Detached spawning (with code) - Permission bypass (with code) - File-based I/O (with code) - Exit code signaling (with code) - Context-first prompts (with code) 2. **Prompt Patterns for Autonomy** (lines 77-310) - Pattern 1: Analysis Task (read-only) - Pattern 2: Execution Task (run & report) - Pattern 3: Implementation Task (read + modify) - Pattern 4: Multi-Phase Task (sequential) - Pattern 5: Decision Task (branch logic) - Each with complete example 3. **Anti-Patterns: What NOT to Do** (lines 312-436) - ❌ Anti-Pattern 1: Ambiguous tasks (with fix) - ❌ Anti-Pattern 2: Vague success criteria (with fix) - ❌ Anti-Pattern 3: Implicit constraints (with fix) - ❌ Anti-Pattern 4: Interactive questions (with fix) - ❌ Anti-Pattern 5: Requiring approval (with fix) 4. **Handling Edge Cases** (lines 438-488) - File not found - Ambiguous state - Partial success 5. **Prompt Template** (lines 490-522) - Complete template with all sections 6. **Real-World Examples** (lines 524-629) - Code quality scan - Database migration - Deployment check **Use this document for:** Writing prompts, designing agents, avoiding common mistakes --- ### 3. AUTONOMOUS-AGENT-TEMPLATES.md (666 lines) **Production-Ready Code Templates** Six complete, copy-paste ready agent templates. **Templates:** 1. **Simple Task Agent** (lines 1-78) - Use case: Read-only analysis - Prompt template (complete) - Expected output (JSON example) - Lines: 78 2. **Test Execution Agent** (lines 80-157) - Use case: Run tests & report - Prompt template (complete) - Expected output (JSON example) - Lines: 77 3. **Code Modification Agent** (lines 159-253) - Use case: Modify code & verify - Prompt template (complete with constraints) - Expected output files (3 examples) - Lines: 94 4. **Multi-Step Workflow Agent** (lines 255-353) - Use case: Multi-phase orchestration - Prompt template (6 phases) - Expected output (JSON example) - Lines: 98 5. **Diagnostic Agent** (lines 355-459) - Use case: Troubleshoot issues - Prompt template (6 investigation steps) - Expected output (comprehensive JSON) - Lines: 104 6. **Integration Test Agent** (lines 461-566) - Use case: Validate multiple components - Prompt template (6 test suites) - Expected output (detailed report) - Lines: 105 **Usage Pattern** (lines 568-615) - How to spawn agent - How to monitor completion - How to retrieve results **Use this document for:** Starting new agents, copy-paste templates, production examples --- ### 4. RESEARCH-SUMMARY.md (389 lines) **Executive Summary** High-level overview for decision makers and quick reference. **Sections:** 1. **What Was Researched** (lines 1-23) - 7 research questions 2. **Key Findings** (lines 25-125) - Finding 1: Architecture prevents blocking - Finding 2: Golden rule of autonomy - Finding 3: Five critical patterns - Finding 4: AskUserQuestion problem - Finding 5: Job lifecycle as key 3. **Deliverables Created** (lines 127-165) - 4 documents overview 4. **Implementation Checklist** (lines 167-190) - Using patterns - Creating custom agents 5. **Code References** (lines 192-217) - Key files and functions 6. **Knowledge Graph Integration** (lines 219-232) - What was stored - How to query 7. **Quick Start** (lines 234-260) - For developers - For architects - For troubleshooting 8. **Metrics & Results** (lines 262-283) - Documentation coverage - Research completeness - Knowledge graph entries 9. **Recommendations** (lines 285-308) - For teams - For Claude development - For future research **Use this document for:** Getting overview, making decisions, finding quick answers --- ## 🎯 Finding What You Need ### By Experience Level **Beginner:** 1. Start: `RESEARCH-SUMMARY.md` (get overview) 2. Read: `AGENT-CLI-PATTERNS.md` - Quick Reference (5 patterns) 3. Use: `AUTONOMOUS-AGENT-TEMPLATES.md` (pick a template) 4. Deploy: Your first agent! **Intermediate:** 1. Read: `AGENT-AUTONOMY-RESEARCH.md` Sections 1-3 (architecture) 2. Study: `AGENT-CLI-PATTERNS.md` Prompt Patterns (all 5) 3. Review: Anti-Patterns section 4. Adapt: Templates to your needs **Advanced:** 1. Deep dive: `AGENT-AUTONOMY-RESEARCH.md` Sections 4-11 (all details) 2. Design: Custom prompt patterns 3. Implement: Advanced patterns (Section 10) 4. Optimize: Failure recovery (Section 11) --- ### By Topic **Architecture & Design:** - `AGENT-AUTONOMY-RESEARCH.md` Sections 1-5 - `RESEARCH-SUMMARY.md` "Key Findings" **Prompt Design:** - `AGENT-CLI-PATTERNS.md` "Prompt Patterns" section - `AGENT-AUTONOMY-RESEARCH.md` Section 6 **Implementation:** - `AUTONOMOUS-AGENT-TEMPLATES.md` (all 6 templates) - `AGENT-CLI-PATTERNS.md` "Real-World Examples" **Best Practices:** - `AGENT-AUTONOMY-RESEARCH.md` Section 9 - `AGENT-CLI-PATTERNS.md` Checklist section **Debugging:** - `AGENT-AUTONOMY-RESEARCH.md` Section 11 - `AGENT-CLI-PATTERNS.md` "Detecting Blocking Questions" **Edge Cases:** - `AGENT-CLI-PATTERNS.md` "Handling Edge Cases" - `AGENT-AUTONOMY-RESEARCH.md` Section 11 --- ### By Persona **Prompt Engineer:** → `AGENT-CLI-PATTERNS.md` Sections 2-3 **Software Developer:** → `AUTONOMOUS-AGENT-TEMPLATES.md` + your favorite template **DevOps Engineer:** → `AGENT-AUTONOMY-RESEARCH.md` Section 5 (async patterns) **Team Lead:** → `RESEARCH-SUMMARY.md` + decide adoption path **Security Review:** → `AGENT-AUTONOMY-RESEARCH.md` Section 4 (permissions) **Troubleshooter:** → `AGENT-AUTONOMY-RESEARCH.md` Section 11 or `AGENT-CLI-PATTERNS.md` debugging --- ## 🔍 Cross-References ### Key Concepts Across Documents | Concept | RESEARCH | PATTERNS | TEMPLATES | SUMMARY | |---------|----------|----------|-----------|---------| | Detached spawning | Sec 1 | Quick Ref | Usage | Key Find 1 | | Permission bypass | Sec 1, 4 | Quick Ref | All templates | Key Find 1 | | File-based IPC | Sec 5 | Quick Ref | Usage | Key Find 1 | | Exit code signaling | Sec 3 | Quick Ref | All templates | Key Find 1 | | Context-first | Sec 6 | Quick Ref, Patterns | All templates | Key Find 2 | | AskUserQuestion issue | Sec 2 | Quick Ref | N/A | Key Find 4 | | 5 patterns | Sec 7 | Throughout | N/A | Key Find 3 | | Job lifecycle | Sec 3 | Usage | Usage | Key Find 5 | | Anti-patterns | Sec 7 | Full section | N/A | Recommendations | | Best practices | Sec 9 | Throughout | Throughout | Checklist | --- ## 💾 Knowledge Graph Research findings stored in shared knowledge graph at: `/etc/zen-swarm/memory/projects.db` **Access via:** ```bash # Search for patterns mcp__shared-projects-memory__search_context "autonomous agent" # Query specific relation mcp__shared-projects-memory__query_relations \ entity_name="detached-process-execution" ``` **Stored relations:** - 5 core patterns documented - 1 anti-pattern documented - 2 best practices documented - 4 deliverables linked - 6 key implementation references --- ## 📊 Statistics | Metric | Value | |--------|-------| | **Total Lines** | 2,565 | | **Documents** | 4 | | **Sections** | 42+ | | **Patterns** | 10 (5 good + 5 anti) | | **Templates** | 6 | | **Code Examples** | 20+ | | **Anti-patterns with fixes** | 5 | | **Case studies** | 3 | | **Best practices** | 9 | --- ## 🚀 Getting Started ### One-Minute Quick Start ```bash # 1. Read the quick reference head -75 AGENT-CLI-PATTERNS.md # 2. Pick a template that matches your need ls AUTONOMOUS-AGENT-TEMPLATES.md # 3. Copy the prompt grep -A 50 "Template 1:" AUTONOMOUS-AGENT-TEMPLATES.md | head -50 # 4. Use it with Luzia luzia myproject "My task description" ``` ### Five-Minute Deep Dive 1. Read: `RESEARCH-SUMMARY.md` (Key Findings section) 2. Understand: The 5 patterns 3. Choose: A template that fits 4. Adapt: To your specific needs 5. Deploy: Your first agent ### Thirty-Minute Mastery 1. Read: `AGENT-AUTONOMY-RESEARCH.md` Sections 1-3 2. Study: `AGENT-CLI-PATTERNS.md` All prompt patterns 3. Review: Anti-patterns section 4. Design: Your own prompt 5. Test: With a simple task --- ## ✅ Quality Checklist Before using a prompt: - [ ] Task is specific (not "improve" or "fix") - [ ] Success criteria defined - [ ] Output format specified (JSON, file, etc) - [ ] Exit codes documented - [ ] Constraints listed (what can't change) - [ ] Complete context provided - [ ] No ambiguity - [ ] No approval requests - [ ] No "if you think..." language - [ ] Read from `AGENT-CLI-PATTERNS.md` checklist --- ## 📝 Notes for Teams ### For Adoption 1. **Week 1:** Team reads `RESEARCH-SUMMARY.md` 2. **Week 1:** Prompt engineers read `AGENT-CLI-PATTERNS.md` 3. **Week 2:** Developers use `AUTONOMOUS-AGENT-TEMPLATES.md` 4. **Week 3:** Team creates custom agents 5. **Ongoing:** Share findings via knowledge graph ### For Training - **30-min session:** Project overview + quick reference - **60-min session:** Full patterns + anti-patterns - **90-min session:** Design workshop using templates - **Workshop:** Build custom agent for your use case ### For Reference - Keep `RESEARCH-SUMMARY.md` handy (quick answers) - Bookmark `AGENT-CLI-PATTERNS.md` (prompt design) - Use `AUTONOMOUS-AGENT-TEMPLATES.md` (templates) - Deep dive `AGENT-AUTONOMY-RESEARCH.md` as needed --- ## 🔗 Integration Points **Knowledge Graph:** - Store facts about your agents - Link to patterns used - Query for similar agents **Luzia CLI:** - Use patterns in `spawn_claude_agent()` calls - Monitor jobs via job directory - Query job status asynchronously **Team Documentation:** - Reference this index - Link to specific sections - Use templates in runbooks --- ## 📞 Need Help? **Question Type** → **Document** → **Section** "How do I prevent agent blocking?" → RESEARCH → Section 1 "What should I include in a prompt?" → PATTERNS → Prompt Patterns "Can you show me a working example?" → TEMPLATES → Pick one "Why is my agent asking questions?" → PATTERNS → Anti-Patterns "How do I monitor an agent?" → RESEARCH → Section 5 "What exit codes should I use?" → RESEARCH → Section 3 "How do I handle failures?" → RESEARCH → Section 11 "Is this pattern safe?" → RESEARCH → Section 4 --- ## 🎓 Learning Path ``` START HERE ↓ RESEARCH-SUMMARY.md (Key Findings) ↓ Choose your path: ├→ "I want to understand" │ → AGENT-AUTONOMY-RESEARCH.md Sections 1-3 │ ├→ "I want to build an agent" │ → AGENT-CLI-PATTERNS.md Quick Reference │ → AUTONOMOUS-AGENT-TEMPLATES.md (pick template) │ └→ "I want to master this" → AGENT-AUTONOMY-RESEARCH.md (all) → AGENT-CLI-PATTERNS.md (all) → AUTONOMOUS-AGENT-TEMPLATES.md (modify templates) → Create custom agents ``` --- ## 📦 Files in This Research ``` /opt/server-agents/orchestrator/ ├── AGENT-AUTONOMY-RESEARCH.md # 881 lines, comprehensive research ├── AGENT-CLI-PATTERNS.md # 629 lines, practical patterns ├── AUTONOMOUS-AGENT-TEMPLATES.md # 666 lines, code templates ├── RESEARCH-SUMMARY.md # 389 lines, executive summary └── AGENT-AUTONOMY-INDEX.md # This file, navigation guide ``` **Total:** 2,565 lines of production-ready documentation --- ## 🏁 Conclusion This research provides everything needed to: - ✅ Understand how autonomous agents work - ✅ Prevent agent blocking - ✅ Design effective prompts - ✅ Implement agents in production - ✅ Troubleshoot issues - ✅ Best practices and patterns **Start with:** This index + `RESEARCH-SUMMARY.md` **Go deeper with:** `AGENT-CLI-PATTERNS.md` and `AGENT-AUTONOMY-RESEARCH.md` **Implement with:** `AUTONOMOUS-AGENT-TEMPLATES.md` **Questions?** Check the appropriate document using the "Finding What You Need" section above. --- **Research Date:** 2026-01-09 **Status:** ✅ Complete **Version:** 1.0 **Ready for:** Immediate team adoption