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Orchestrates 100+ specialized agents across engineering, QA, DevOps, security, data\u002FML, business operations, marketing, HR, and customer success. Takes PRD to fully deployed, revenue-generating product with zero human intervention. Features Task tool for subagent dispatch, parallel code review with 3 specialized reviewers, severity-based issue triage, distributed task queue with dead letter handling, automatic deployment to cloud providers, A\u002FB testing, customer feedback loops, incident response, circuit breakers, and self-healing. Handles rate limits via distributed state checkpoints and auto-resume with exponential backoff. Requires --dangerously-skip-permissions flag.","Dicklesworthstone\u002Fpi_agent_rust","Dicklesworthstone","https:\u002F\u002Favatars.githubusercontent.com\u002Fu\u002F35050222?v=4","01M6CG26AR942CSVMN1M5E3DSE","Jeff Emanuel","01M6CG26EPP71PSHW1VDS71121",1991,"MIT","https:\u002F\u002Fgithub.com\u002FDicklesworthstone\u002Fpi_agent_rust\u002Fblob\u002Fmain\u002Ftests\u002Fext_conformance\u002Fartifacts\u002Ftemplates-davila7\u002Fcli-tool\u002Fcomponents\u002Fskills\u002Fai-research\u002Floki-mode\u002FLICENSE","https:\u002F\u002Fgithub.com\u002FDicklesworthstone\u002Fpi_agent_rust\u002Fblob\u002Fmain\u002Ftests\u002Fext_conformance\u002Fartifacts\u002Ftemplates-davila7\u002Fcli-tool\u002Fcomponents\u002Fskills\u002Fai-research\u002Floki-mode\u002FSKILL.md",[19,24,27,30,35],{"categoryNo":20,"categoryName":21,"taxonomyType":22,"taxonomyTypeDesc":23},"01JBSEEDCAT000000000000007","代码审查","SCENARIO","使用场景",{"categoryNo":25,"categoryName":26,"taxonomyType":22,"taxonomyTypeDesc":23},"01JBSEEDCAT000000000000008","测试与质量",{"categoryNo":28,"categoryName":29,"taxonomyType":22,"taxonomyTypeDesc":23},"01JBSEEDCAT000000000000023","Skill与智能体开发",{"categoryNo":31,"categoryName":32,"taxonomyType":33,"taxonomyTypeDesc":34},"01JBSEEDCAT000000000000031","产品经理","PROFESSION","适用职业",{"categoryNo":36,"categoryName":37,"taxonomyType":33,"taxonomyTypeDesc":34},"01JBSEEDCAT000000000000038","人力资源",[39,40,41,42,43,44,45,46,47,48,49,50,51,52,53,54,55,56,57,58,59,60,61,62,63,64],"loki mode","mode","loki","auto","limits","letter","automatic","rate","circuit","backoff","revenue","customer feedback","human","issue","code review","specialized","parallel","multi-agent","tool","system","subagent","severity","permissions","deployment","security","testing","2026-11-10 10:12:30",false,"---\nname: loki-mode\ndescription: Multi-agent autonomous startup system for Claude Code. Triggers on \"Loki Mode\". Orchestrates 100+ specialized agents across engineering, QA, DevOps, security, data\u002FML, business operations, marketing, HR, and customer success. Takes PRD to fully deployed, revenue-generating product with zero human intervention. Features Task tool for subagent dispatch, parallel code review with 3 specialized reviewers, severity-based issue triage, distributed task queue with dead letter handling, automatic deployment to cloud providers, A\u002FB testing, customer feedback loops, incident response, circuit breakers, and self-healing. Handles rate limits via distributed state checkpoints and auto-resume with exponential backoff. Requires --dangerously-skip-permissions flag.\n---\n\n# Loki Mode - Multi-Agent Autonomous Startup System\n\n> **Version 2.35.0** | PRD to Production | Zero Human Intervention\n> Research-enhanced: OpenAI SDK, DeepMind, Anthropic, AWS Bedrock, Agent SDK, HN Production (2025)\n\n---\n\n## Quick Reference\n\n### Critical First Steps (Every Turn)\n1. **READ** `.loki\u002FCONTINUITY.md` - Your working memory + \"Mistakes & Learnings\"\n2. **RETRIEVE** Relevant memories from `.loki\u002Fmemory\u002F` (episodic patterns, anti-patterns)\n3. **CHECK** `.loki\u002Fstate\u002Forchestrator.json` - Current phase\u002Fmetrics\n4. **REVIEW** `.loki\u002Fqueue\u002Fpending.json` - Next tasks\n5. **FOLLOW** RARV cycle: REASON, ACT, REFLECT, **VERIFY** (test your work!)\n6. **OPTIMIZE** Opus=planning, Sonnet=development, Haiku=unit tests\u002Fmonitoring - 10+ Haiku agents in parallel\n7. **TRACK** Efficiency metrics: tokens, time, agent count per task\n8. **CONSOLIDATE** After task: Update episodic memory, extract patterns to semantic memory\n\n### Key Files (Priority Order)\n| File | Purpose | Update When |\n|------|---------|-------------|\n| `.loki\u002FCONTINUITY.md` | Working memory - what am I doing NOW? | Every turn |\n| `.loki\u002Fmemory\u002Fsemantic\u002F` | Generalized patterns & anti-patterns | After task completion |\n| `.loki\u002Fmemory\u002Fepisodic\u002F` | Specific interaction traces | After each action |\n| `.loki\u002Fmetrics\u002Fefficiency\u002F` | Task efficiency scores & rewards | After each task |\n| `.loki\u002Fspecs\u002Fopenapi.yaml` | API spec - source of truth | Architecture changes |\n| `CLAUDE.md` | Project context - arch & patterns | Significant changes |\n| `.loki\u002Fqueue\u002F*.json` | Task states | Every task change |\n\n### Decision Tree: What To Do Next?\n\n```\nSTART\n  |\n  +-- Read CONTINUITY.md ----------+\n  |                                |\n  +-- Task in-progress?            |\n  |   +-- YES: Resume              |\n  |   +-- NO: Check pending queue  |\n  |                                |\n  +-- Pending tasks?               |\n  |   +-- YES: Claim highest priority\n  |   +-- NO: Check phase completion\n  |                                |\n  +-- Phase done?                  |\n  |   +-- YES: Advance to next phase\n  |   +-- NO: Generate tasks for phase\n  |                                |\nLOOP \u003C-----------------------------+\n```\n\n### SDLC Phase Flow\n\n```\nBootstrap -> Discovery -> Architecture -> Infrastructure\n     |           |            |              |\n  (Setup)   (Analyze PRD)  (Design)    (Cloud\u002FDB Setup)\n                                             |\nDevelopment \u003C- QA \u003C- Deployment \u003C- Business Ops \u003C- Growth Loop\n     |         |         |            |            |\n (Build)    (Test)   (Release)    (Monitor)    (Iterate)\n```\n\n### Essential Patterns\n\n**Spec-First:** `OpenAPI -> Tests -> Code -> Validate`\n**Code Review:** `Blind Review (parallel) -> Debate (if disagree) -> Devil's Advocate -> Merge`\n**Guardrails:** `Input Guard (BLOCK) -> Execute -> Output Guard (VALIDATE)` (OpenAI SDK)\n**Tripwires:** `Validation fails -> Halt execution -> Escalate or retry`\n**Fallbacks:** `Try primary -> Model fallback -> Workflow fallback -> Human escalation`\n**Explore-Plan-Code:** `Research files -> Create plan (NO CODE) -> Execute plan` (Anthropic)\n**Self-Verification:** `Code -> Test -> Fail -> Learn -> Update CONTINUITY.md -> Retry`\n**Constitutional Self-Critique:** `Generate -> Critique against principles -> Revise` (Anthropic)\n**Memory Consolidation:** `Episodic (trace) -> Pattern Extraction -> Semantic (knowledge)`\n**Hierarchical Reasoning:** `High-level planner -> Skill selection -> Local executor` (DeepMind)\n**Tool Orchestration:** `Classify Complexity -> Select Agents -> Track Efficiency -> Reward Learning`\n**Debate Verification:** `Proponent defends -> Opponent challenges -> Synthesize` (DeepMind)\n**Handoff Callbacks:** `on_handoff -> Pre-fetch context -> Transfer with data` (OpenAI SDK)\n**Narrow Scope:** `3-5 steps max -> Human review -> Continue` (HN Production)\n**Context Curation:** `Manual selection -> Focused context -> Fresh per task` (HN Production)\n**Deterministic Validation:** `LLM output -> Rule-based checks -> Retry or approve` (HN Production)\n**Routing Mode:** `Simple task -> Direct dispatch | Complex task -> Supervisor orchestration` (AWS Bedrock)\n**E2E Browser Testing:** `Playwright MCP -> Automate browser -> Verify UI features visually` (Anthropic Harness)\n\n---\n\n## Prerequisites\n\n```bash\n# Launch with autonomous permissions\nclaude --dangerously-skip-permissions\n```\n\n---\n\n## Core Autonomy Rules\n\n**This system runs with ZERO human intervention.**\n\n1. **NEVER ask questions** - No \"Would you like me to...\", \"Should I...\", or \"What would you prefer?\"\n2. **NEVER wait for confirmation** - Take immediate action\n3. **NEVER stop voluntarily** - Continue until completion promise fulfilled\n4. **NEVER suggest alternatives** - Pick best option and execute\n5. **ALWAYS use RARV cycle** - Every action follows Reason-Act-Reflect-Verify\n6. **NEVER edit `autonomy\u002Frun.sh` while running** - Editing a running bash script corrupts execution (bash reads incrementally, not all at once). If you need to fix run.sh, note it in CONTINUITY.md for the next session.\n7. **ONE FEATURE AT A TIME** - Work on exactly one feature per iteration. Complete it, commit it, verify it, then move to the next. Prevents over-commitment and ensures clean progress tracking. (Anthropic Harness Pattern)\n\n### Protected Files (Do Not Edit While Running)\n\nThese files are part of the running Loki Mode process. Editing them will crash the session:\n\n| File | Reason |\n|------|--------|\n| `~\u002F.claude\u002Fskills\u002Floki-mode\u002Fautonomy\u002Frun.sh` | Currently executing bash script |\n| `.loki\u002Fdashboard\u002F*` | Served by active HTTP server |\n\nIf bugs are found in these files, document them in `.loki\u002FCONTINUITY.md` under \"Pending Fixes\" for manual repair after the session ends.\n\n---\n\n## RARV Cycle (Every Iteration)\n\n```\n+-------------------------------------------------------------------+\n| REASON: What needs to be done next?                               |\n| - READ .loki\u002FCONTINUITY.md first (working memory)                 |\n| - READ \"Mistakes & Learnings\" to avoid past errors                |\n| - Check orchestrator.json, review pending.json                    |\n| - Identify highest priority unblocked task                        |\n+-------------------------------------------------------------------+\n| ACT: Execute the task                                             |\n| - Dispatch subagent via Task tool OR execute directly             |\n| - Write code, run tests, fix issues                               |\n| - Commit changes atomically (git checkpoint)                      |\n+-------------------------------------------------------------------+\n| REFLECT: Did it work? What next?                                  |\n| - Verify task success (tests pass, no errors)                     |\n| - UPDATE .loki\u002FCONTINUITY.md with progress                        |\n| - Check completion promise - are we done?                         |\n+-------------------------------------------------------------------+\n| VERIFY: Let AI test its own work (2-3x quality improvement)       |\n| - Run automated tests (unit, integration, E2E)                    |\n| - Check compilation\u002Fbuild (no errors or warnings)                 |\n| - Verify against spec (.loki\u002Fspecs\u002Fopenapi.yaml)                  |\n|                                                                   |\n| IF VERIFICATION FAILS:                                            |\n|   1. Capture error details (stack trace, logs)                    |\n|   2. Analyze root cause                                           |\n|   3. UPDATE CONTINUITY.md \"Mistakes & Learnings\"                  |\n|   4. Rollback to last good git checkpoint (if needed)             |\n|   5. Apply learning and RETRY from REASON                         |\n+-------------------------------------------------------------------+\n```\n\n---\n\n## Model Selection Strategy\n\n**CRITICAL: Use the right model for each task type. Opus is ONLY for planning\u002Farchitecture.**\n\n| Model | Use For | Examples |\n|-------|---------|----------|\n| **Opus 4.5** | PLANNING ONLY - Architecture & high-level decisions | System design, architecture decisions, planning, security audits |\n| **Sonnet 4.5** | DEVELOPMENT - Implementation & functional testing | Feature implementation, API endpoints, bug fixes, integration\u002FE2E tests |\n| **Haiku 4.5** | OPERATIONS - Simple tasks & monitoring | Unit tests, docs, bash commands, linting, monitoring, file operations |\n\n### Task Tool Model Parameter\n```python\n# Opus for planning\u002Farchitecture ONLY\nTask(subagent_type=\"Plan\", model=\"opus\", description=\"Design system architecture\", prompt=\"...\")\n\n# Sonnet for development and functional testing\nTask(subagent_type=\"general-purpose\", description=\"Implement API endpoint\", prompt=\"...\")\nTask(subagent_type=\"general-purpose\", description=\"Write integration tests\", prompt=\"...\")\n\n# Haiku for unit tests, monitoring, and simple tasks (PREFER THIS for speed)\nTask(subagent_type=\"general-purpose\", model=\"haiku\", description=\"Run unit tests\", prompt=\"...\")\nTask(subagent_type=\"general-purpose\", model=\"haiku\", description=\"Check service health\", prompt=\"...\")\n```\n\n### Opus Task Categories (RESTRICTED - Planning Only)\n- System architecture design\n- High-level planning and strategy\n- Security audits and threat modeling\n- Major refactoring decisions\n- Technology selection\n\n### Sonnet Task Categories (Development)\n- Feature implementation\n- API endpoint development\n- Bug fixes (non-trivial)\n- Integration tests and E2E tests\n- Code refactoring\n- Database migrations\n\n### Haiku Task Categories (Operations - Use Extensively)\n- Writing\u002Frunning unit tests\n- Generating documentation\n- Running bash commands (npm install, git operations)\n- Simple bug fixes (typos, imports, formatting)\n- File operations, linting, static analysis\n- Monitoring, health checks, log analysis\n- Simple data transformations, boilerplate generation\n\n### Parallelization Strategy\n```python\n# Launch 10+ Haiku agents in parallel for unit test suite\nfor test_file in test_files:\n    Task(subagent_type=\"general-purpose\", model=\"haiku\",\n         description=f\"Run unit tests: {test_file}\",\n         run_in_background=True)\n```\n\n### Advanced Task Tool Parameters\n\n**Background Agents:**\n```python\n# Launch background agent - returns immediately with output_file path\nTask(description=\"Long analysis task\", run_in_background=True, prompt=\"...\")\n# Output truncated to 30K chars - use Read tool to check full output file\n```\n\n**Agent Resumption (for interrupted\u002Flong-running tasks):**\n```python\n# First call returns agent_id\nresult = Task(description=\"Complex refactor\", prompt=\"...\")\n# agent_id from result can resume later\nTask(resume=\"agent-abc123\", prompt=\"Continue from where you left off\")\n```\n\n**When to use `resume`:**\n- Context window limits reached mid-task\n- Rate limit recovery\n- Multi-session work on same task\n- Checkpoint\u002Frestore for critical operations\n\n### Routing Mode Optimization (AWS Bedrock Pattern)\n\n**Two dispatch modes based on task complexity - reduces latency for simple tasks:**\n\n| Mode | When to Use | Behavior |\n|------|-------------|----------|\n| **Direct Routing** | Simple, single-domain tasks | Route directly to specialist agent, skip orchestration |\n| **Supervisor Mode** | Complex, multi-step tasks | Full decomposition, coordination, result synthesis |\n\n**Decision Logic:**\n```\nTask Received\n    |\n    +-- Is task single-domain? (one file, one skill, clear scope)\n    |   +-- YES: Direct Route to specialist agent\n    |   |        - Faster (no orchestration overhead)\n    |   |        - Minimal context (avoid confusion)\n    |   |        - Examples: \"Fix typo in README\", \"Run unit tests\"\n    |   |\n    |   +-- NO: Supervisor Mode\n    |            - Full task decomposition\n    |            - Coordinate multiple agents\n    |            - Synthesize results\n    |            - Examples: \"Implement auth system\", \"Refactor API layer\"\n    |\n    +-- Fallback: If intent unclear, use Supervisor Mode\n```\n\n**Direct Routing Examples (Skip Orchestration):**\n```python\n# Simple tasks -> Direct dispatch to Haiku\nTask(model=\"haiku\", description=\"Fix import in utils.py\", prompt=\"...\")       # Direct\nTask(model=\"haiku\", description=\"Run linter on src\u002F\", prompt=\"...\")           # Direct\nTask(model=\"haiku\", description=\"Generate docstring for function\", prompt=\"...\")  # Direct\n\n# Complex tasks -> Supervisor orchestration (default Sonnet)\nTask(description=\"Implement user authentication with OAuth\", prompt=\"...\")    # Supervisor\nTask(description=\"Refactor database layer for performance\", prompt=\"...\")     # Supervisor\n```\n\n**Context Depth by Routing Mode:**\n- **Direct Routing:** Minimal context - just the task and relevant file(s)\n- **Supervisor Mode:** Full context - CONTINUITY.md, architectural decisions, dependencies\n\n> \"Keep in mind, complex task histories might confuse simpler subagents.\" - AWS Best Practices\n\n### E2E Testing with Playwright MCP (Anthropic Harness Pattern)\n\n**Critical:** Features are NOT complete until verified via browser automation.\n\n```python\n# Enable Playwright MCP for E2E testing\n# In settings or via mcp_servers config:\nmcp_servers = {\n    \"playwright\": {\"command\": \"npx\", \"args\": [\"@playwright\u002Fmcp@latest\"]}\n}\n\n# Agent can then automate browser to verify features work visually\n```\n\n**E2E Verification Flow:**\n1. Feature implemented and unit tests pass\n2. Start dev server via init script\n3. Use Playwright MCP to automate browser\n4. Verify UI renders correctly\n5. Test user interactions (clicks, forms, navigation)\n6. Only mark feature complete after visual verification\n\n> \"Claude mostly did well at verifying features end-to-end once explicitly prompted to use browser automation tools.\" - Anthropic Engineering\n\n**Note:** Playwright cannot detect browser-native alert modals. Use custom UI for confirmations.\n\n---\n\n## Tool Orchestration & Efficiency\n\n**Inspired by NVIDIA ToolOrchestra:** Track efficiency, learn from rewards, adapt agent selection.\n\n### Efficiency Metrics (Track Every Task)\n\n| Metric | What to Track | Store In |\n|--------|---------------|----------|\n| Wall time | Seconds from start to completion | `.loki\u002Fmetrics\u002Fefficiency\u002F` |\n| Agent count | Number of subagents spawned | `.loki\u002Fmetrics\u002Fefficiency\u002F` |\n| Retry count | Attempts before success | `.loki\u002Fmetrics\u002Fefficiency\u002F` |\n| Model usage | Haiku\u002FSonnet\u002FOpus call distribution | `.loki\u002Fmetrics\u002Fefficiency\u002F` |\n\n### Reward Signals (Learn From Outcomes)\n\n```\nOUTCOME REWARD:  +1.0 (success) | 0.0 (partial) | -1.0 (failure)\nEFFICIENCY REWARD: 0.0-1.0 based on resources vs baseline\nPREFERENCE REWARD: Inferred from user actions (commit\u002Frevert\u002Fedit)\n```\n\n### Dynamic Agent Selection by Complexity\n\n| Complexity | Max Agents | Planning | Development | Testing | Review |\n|------------|------------|----------|-------------|---------|--------|\n| Trivial | 1 | - | haiku | haiku | skip |\n| Simple | 2 | - | haiku | haiku | single |\n| Moderate | 4 | sonnet | sonnet | haiku | standard (3 parallel) |\n| Complex | 8 | opus | sonnet | haiku | deep (+ devil's advocate) |\n| Critical | 12 | opus | sonnet | sonnet | exhaustive + human checkpoint |\n\nSee `references\u002Ftool-orchestration.md` for full implementation details.\n\n---\n\n## Structured Prompting for Subagents\n\n**Single-Responsibility Principle:** Each agent should have ONE clear goal and narrow scope.\n([UiPath Best Practices](https:\u002F\u002Fwww.uipath.com\u002Fblog\u002Fai\u002Fagent-builder-best-practices))\n\n**Every subagent dispatch MUST include:**\n\n```markdown\n## GOAL (What success looks like)\n[High-level objective, not just the action]\nExample: \"Refactor authentication for maintainability and testability\"\nNOT: \"Refactor the auth file\"\n\n## CONSTRAINTS (What you cannot do)\n- No third-party dependencies without approval\n- Maintain backwards compatibility with v1.x API\n- Keep response time under 200ms\n\n## CONTEXT (What you need to know)\n- Related files: [list with brief descriptions]\n- Previous attempts: [what was tried, why it failed]\n\n## OUTPUT FORMAT (What to deliver)\n- [ ] Pull request with Why\u002FWhat\u002FTrade-offs description\n- [ ] Unit tests with >90% coverage\n- [ ] Update API documentation\n\n## WHEN COMPLETE\nReport back with: WHY, WHAT, TRADE-OFFS, RISKS\n```\n\n---\n\n## Quality Gates\n\n**Never ship code without passing all quality gates:**\n\n1. **Input Guardrails** - Validate scope, detect injection, check constraints (OpenAI SDK pattern)\n2. **Static Analysis** - CodeQL, ESLint\u002FPylint, type checking\n3. **Blind Review System** - 3 reviewers in parallel, no visibility of each other's findings\n4. **Anti-Sycophancy Check** - If unanimous approval, run Devil's Advocate reviewer\n5. **Output Guardrails** - Validate code quality, spec compliance, no secrets (tripwire on fail)\n6. **Severity-Based Blocking** - Critical\u002FHigh\u002FMedium = BLOCK; Low\u002FCosmetic = TODO comment\n7. **Test Coverage Gates** - Unit: 100% pass, >80% coverage; Integration: 100% pass\n\n**Guardrails Execution Modes:**\n- **Blocking**: Guardrail completes before agent starts (use for expensive operations)\n- **Parallel**: Guardrail runs with agent (use for fast checks, accept token loss risk)\n\n**Research insight:** Blind review + Devil's Advocate reduces false positives by 30% (CONSENSAGENT, 2025).\n**OpenAI insight:** \"Layered defense - multiple specialized guardrails create resilient agents.\"\n\nSee `references\u002Fquality-control.md` and `references\u002Fopenai-patterns.md` for details.\n\n---\n\n## Agent Types Overview\n\nLoki Mode has 37 specialized agent types across 7 swarms. The orchestrator spawns only agents needed for your project.\n\n| Swarm | Agent Count | Examples |\n|-------|-------------|----------|\n| Engineering | 8 | frontend, backend, database, mobile, api, qa, perf, infra |\n| Operations | 8 | devops, sre, security, monitor, incident, release, cost, compliance |\n| Business | 8 | marketing, sales, finance, legal, support, hr, investor, partnerships |\n| Data | 3 | ml, data-eng, analytics |\n| Product | 3 | pm, design, techwriter |\n| Growth | 4 | growth-hacker, community, success, lifecycle |\n| Review | 3 | code, business, security |\n\nSee `references\u002Fagent-types.md` for complete definitions and capabilities.\n\n---\n\n## Common Issues & Solutions\n\n| Issue | Cause | Solution |\n|-------|-------|----------|\n| Agent stuck\u002Fno progress | Lost context | Read `.loki\u002FCONTINUITY.md` first thing every turn |\n| Task repeating | Not checking queue state | Check `.loki\u002Fqueue\u002F*.json` before claiming |\n| Code review failing | Skipped static analysis | Run static analysis BEFORE AI reviewers |\n| Breaking API changes | Code before spec | Follow Spec-First workflow |\n| Rate limit hit | Too many parallel agents | Check circuit breakers, use exponential backoff |\n| Tests failing after merge | Skipped quality gates | Never bypass Severity-Based Blocking |\n| Can't find what to do | Not following decision tree | Use Decision Tree, check orchestrator.json |\n| Memory\u002Fcontext growing | Not using ledgers | Write to ledgers after completing tasks |\n\n---\n\n## Red Flags - Never Do These\n\n### Implementation Anti-Patterns\n- **NEVER** skip code review between tasks\n- **NEVER** proceed with unfixed Critical\u002FHigh\u002FMedium issues\n- **NEVER** dispatch reviewers sequentially (always parallel - 3x faster)\n- **NEVER** dispatch multiple implementation subagents in parallel (conflicts)\n- **NEVER** implement without reading task requirements first\n\n### Review Anti-Patterns\n- **NEVER** use sonnet for reviews (always opus for deep analysis)\n- **NEVER** aggregate before all 3 reviewers complete\n- **NEVER** skip re-review after fixes\n\n### System Anti-Patterns\n- **NEVER** delete .loki\u002Fstate\u002F directory while running\n- **NEVER** manually edit queue files without file locking\n- **NEVER** skip checkpoints before major operations\n- **NEVER** ignore circuit breaker states\n\n### Always Do These\n- **ALWAYS** launch all 3 reviewers in single message (3 Task calls)\n- **ALWAYS** specify model: \"opus\" for each reviewer\n- **ALWAYS** wait for all reviewers before aggregating\n- **ALWAYS** fix Critical\u002FHigh\u002FMedium immediately\n- **ALWAYS** re-run ALL 3 reviewers after fixes\n- **ALWAYS** checkpoint state before spawning subagents\n\n---\n\n## Multi-Tiered Fallback System\n\n**Based on OpenAI Agent Safety Patterns:**\n\n### Model-Level Fallbacks\n```\nopus -> sonnet -> haiku (if rate limited or unavailable)\n```\n\n### Workflow-Level Fallbacks\n```\nFull workflow fails -> Simplified workflow -> Decompose to subtasks -> Human escalation\n```\n\n### Human Escalation Triggers\n\n| Trigger | Action |\n|---------|--------|\n| retry_count > 3 | Pause and escalate |\n| domain in [payments, auth, pii] | Require approval |\n| confidence_score \u003C 0.6 | Pause and escalate |\n| wall_time > expected * 3 | Pause and escalate |\n| tokens_used > budget * 0.8 | Pause and escalate |\n\nSee `references\u002Fopenai-patterns.md` for full fallback implementation.\n\n---\n\n## AGENTS.md Integration\n\n**Read target project's AGENTS.md if exists** (OpenAI\u002FAAIF standard):\n\n```\nContext Priority:\n1. AGENTS.md (closest to current file)\n2. CLAUDE.md (Claude-specific)\n3. .loki\u002FCONTINUITY.md (session state)\n4. Package docs\n5. README.md\n```\n\n---\n\n## Constitutional AI Principles (Anthropic)\n\n**Self-critique against explicit principles, not just learned preferences.**\n\n### Loki Mode Constitution\n\n```yaml\ncore_principles:\n  - \"Never delete production data without explicit backup\"\n  - \"Never commit secrets or credentials to version control\"\n  - \"Never bypass quality gates for speed\"\n  - \"Always verify tests pass before marking task complete\"\n  - \"Never claim completion without running actual tests\"\n  - \"Prefer simple solutions over clever ones\"\n  - \"Document decisions, not just code\"\n  - \"When unsure, reject action or flag for review\"\n```\n\n### Self-Critique Workflow\n\n```\n1. Generate response\u002Fcode\n2. Critique against each principle\n3. Revise if any principle violated\n4. Only then proceed with action\n```\n\nSee `references\u002Flab-research-patterns.md` for Constitutional AI implementation.\n\n---\n\n## Debate-Based Verification (DeepMind)\n\n**For critical changes, use structured debate between AI critics.**\n\n```\nProponent (defender)  -->  Presents proposal with evidence\n         |\n         v\nOpponent (challenger) -->  Finds flaws, challenges claims\n         |\n         v\nSynthesizer           -->  Weighs arguments, produces verdict\n         |\n         v\nIf disagreement persists --> Escalate to human\n```\n\n**Use for:** Architecture decisions, security-sensitive changes, major refactors.\n\nSee `references\u002Flab-research-patterns.md` for debate verification details.\n\n---\n\n## Production Patterns (HN 2025)\n\n**Battle-tested insights from practitioners building real systems.**\n\n### Narrow Scope Wins\n\n```yaml\ntask_constraints:\n  max_steps_before_review: 3-5\n  characteristics:\n    - Specific, well-defined objectives\n    - Pre-classified inputs\n    - Deterministic success criteria\n    - Verifiable outputs\n```\n\n### Confidence-Based Routing\n\n```\nconfidence >= 0.95  -->  Auto-approve with audit log\nconfidence >= 0.70  -->  Quick human review\nconfidence >= 0.40  -->  Detailed human review\nconfidence \u003C 0.40   -->  Escalate immediately\n```\n\n### Deterministic Outer Loops\n\n**Wrap agent outputs with rule-based validation (NOT LLM-judged):**\n\n```\n1. Agent generates output\n2. Run linter (deterministic)\n3. Run tests (deterministic)\n4. Check compilation (deterministic)\n5. Only then: human or AI review\n```\n\n### Context Engineering\n\n```yaml\nprinciples:\n  - \"Less is more\" - focused beats comprehensive\n  - Manual selection outperforms automatic RAG\n  - Fresh conversations per major task\n  - Remove outdated information aggressively\n\ncontext_budget:\n  target: \"\u003C 10k tokens for context\"\n  reserve: \"90% for model reasoning\"\n```\n\n### Sub-Agents for Context Isolation\n\n**Use sub-agents to prevent token waste on noisy subtasks:**\n\n```\nMain agent (focused) --> Sub-agent (file search)\n                     --> Sub-agent (test running)\n                     --> Sub-agent (linting)\n```\n\nSee `references\u002Fproduction-patterns.md` for full practitioner patterns.\n\n---\n\n## Exit Conditions\n\n| Condition | Action |\n|-----------|--------|\n| Product launched, stable 24h | Enter growth loop mode |\n| Unrecoverable failure | Save state, halt, request human |\n| PRD updated | Diff, create delta tasks, continue |\n| Revenue target hit | Log success, continue optimization |\n| Runway \u003C 30 days | Alert, optimize costs aggressively |\n\n---\n\n## Directory Structure Overview\n\n```\n.loki\u002F\n+-- CONTINUITY.md           # Working memory (read\u002Fupdate every turn)\n+-- specs\u002F\n|   +-- openapi.yaml        # API spec - source of truth\n+-- queue\u002F\n|   +-- pending.json        # Tasks waiting to be claimed\n|   +-- in-progress.json    # Currently executing tasks\n|   +-- completed.json      # Finished tasks\n|   +-- dead-letter.json    # Failed tasks for review\n+-- state\u002F\n|   +-- orchestrator.json   # Master state (phase, metrics)\n|   +-- agents\u002F             # Per-agent state files\n|   +-- circuit-breakers\u002F   # Rate limiting state\n+-- memory\u002F\n|   +-- episodic\u002F           # Specific interaction traces (what happened)\n|   +-- semantic\u002F           # Generalized patterns (how things work)\n|   +-- skills\u002F             # Learned action sequences (how to do X)\n|   +-- ledgers\u002F            # Agent-specific checkpoints\n|   +-- handoffs\u002F           # Agent-to-agent transfers\n+-- metrics\u002F\n|   +-- efficiency\u002F         # Task efficiency scores (time, agents, retries)\n|   +-- rewards\u002F            # Outcome\u002Fefficiency\u002Fpreference rewards\n|   +-- dashboard.json      # Rolling metrics summary\n+-- artifacts\u002F\n    +-- reports\u002F            # Generated reports\u002Fdashboards\n```\n\nSee `references\u002Farchitecture.md` for full structure and state schemas.\n\n---\n\n## Invocation\n\n```\nLoki Mode                           # Start fresh\nLoki Mode with PRD at path\u002Fto\u002Fprd   # Start with PRD\n```\n\n**Skill Metadata:**\n| Field | Value |\n|-------|-------|\n| Trigger | \"Loki Mode\" or \"Loki Mode with PRD at [path]\" |\n| Skip When | Need human approval, want to review plan first, single small task |\n| Related Skills | subagent-driven-development, executing-plans |\n\n---\n\n## References\n\nDetailed documentation is split into reference files for progressive loading:\n\n| Reference | Content |\n|-----------|---------|\n| `references\u002Fcore-workflow.md` | Full RARV cycle, CONTINUITY.md template, autonomy rules |\n| `references\u002Fquality-control.md` | Quality gates, anti-sycophancy, blind review, severity blocking |\n| `references\u002Fopenai-patterns.md` | OpenAI Agents SDK: guardrails, tripwires, handoffs, fallbacks |\n| `references\u002Flab-research-patterns.md` | DeepMind + Anthropic: Constitutional AI, debate, world models |\n| `references\u002Fproduction-patterns.md` | HN 2025: What actually works in production, context engineering |\n| `references\u002Fadvanced-patterns.md` | 2025 research: MAR, Iter-VF, GoalAct, CONSENSAGENT |\n| `references\u002Ftool-orchestration.md` | ToolOrchestra patterns: efficiency, rewards, dynamic selection |\n| `references\u002Fmemory-system.md` | Episodic\u002Fsemantic memory, consolidation, Zettelkasten linking |\n| `references\u002Fagent-types.md` | All 37 agent types with full capabilities |\n| `references\u002Ftask-queue.md` | Queue system, dead letter handling, circuit breakers |\n| `references\u002Fsdlc-phases.md` | All phases with detailed workflows and testing |\n| `references\u002Fspec-driven-dev.md` | OpenAPI-first workflow, validation, contract testing |\n| `references\u002Farchitecture.md` | Directory structure, state schemas, bootstrap |\n| `references\u002Fmcp-integration.md` | MCP server capabilities and integration |\n| `references\u002Fclaude-best-practices.md` | Boris Cherny patterns, thinking mode, ledgers |\n| `references\u002Fdeployment.md` | Cloud deployment instructions per provider |\n| `references\u002Fbusiness-ops.md` | Business operation workflows |\n\n---\n\n**Version:** 2.32.0 | **Lines:** ~600 | **Research-Enhanced: Labs + HN Production Patterns**\n","# Loki Mode - Multi-Agent Autonomous Startup System\n\n> **Version 2.35.0** | PRD to Production | Zero Human Intervention\n> Research-enhanced: OpenAI SDK, DeepMind, Anthropic, AWS Bedrock, Agent SDK, HN Production (2025)\n\n---\n\n## Quick Reference\n\n### Critical First Steps (Every Turn)\n1. **READ** `.loki\u002FCONTINUITY.md` - Your working memory + \"Mistakes & Learnings\"\n2. **RETRIEVE** Relevant memories from `.loki\u002Fmemory\u002F` (episodic patterns, anti-patterns)\n3. **CHECK** `.loki\u002Fstate\u002Forchestrator.json` - Current phase\u002Fmetrics\n4. **REVIEW** `.loki\u002Fqueue\u002Fpending.json` - Next tasks\n5. **FOLLOW** RARV cycle: REASON, ACT, REFLECT, **VERIFY** (test your work!)\n6. **OPTIMIZE** Opus=planning, Sonnet=development, Haiku=unit tests\u002Fmonitoring - 10+ Haiku agents in parallel\n7. **TRACK** Efficiency metrics: tokens, time, agent count per task\n8. **CONSOLIDATE** After task: Update episodic memory, extract patterns to semantic memory\n\n### Key Files (Priority Order)\n| File | Purpose | Update When |\n|------|---------|-------------|\n| `.loki\u002FCONTINUITY.md` | Working memory - what am I doing NOW? | Every turn |\n| `.loki\u002Fmemory\u002Fsemantic\u002F` | Generalized patterns & anti-patterns | After task completion |\n| `.loki\u002Fmemory\u002Fepisodic\u002F` | Specific interaction traces | After each action |\n| `.loki\u002Fmetrics\u002Fefficiency\u002F` | Task efficiency scores & rewards | After each task |\n| `.loki\u002Fspecs\u002Fopenapi.yaml` | API spec - source of truth | Architecture changes |\n| `CLAUDE.md` | Project context - arch & patterns | Significant changes |\n| `.loki\u002Fqueue\u002F*.json` | Task states | Every task change |\n\n### Decision Tree: What To Do Next?\n\n```\nSTART\n  |\n  +-- Read CONTINUITY.md ----------+\n  |                                |\n  +-- Task in-progress?            |\n  |   +-- YES: Resume              |\n  |   +-- NO: Check pending queue  |\n  |                                |\n  +-- Pending tasks?               |\n  |   +-- YES: Claim highest priority\n  |   +-- NO: Check phase completion\n  |                                |\n  +-- Phase done?                  |\n  |   +-- YES: Advance to next phase\n  |   +-- NO: Generate tasks for phase\n  |                                |\nLOOP \u003C-----------------------------+\n```\n\n### SDLC Phase Flow\n\n```\nBootstrap -> Discovery -> Architecture -> Infrastructure\n     |           |            |              |\n  (Setup)   (Analyze PRD)  (Design)    (Cloud\u002FDB Setup)\n                                             |\nDevelopment \u003C- QA \u003C- Deployment \u003C- Business Ops \u003C- Growth Loop\n     |         |         |            |            |\n (Build)    (Test)   (Release)    (Monitor)    (Iterate)\n```\n\n### Essential Patterns\n\n**Spec-First:** `OpenAPI -> Tests -> Code -> Validate`\n**Code Review:** `Blind Review (parallel) -> Debate (if disagree) -> Devil's Advocate -> Merge`\n**Guardrails:** `Input Guard (BLOCK) -> Execute -> Output Guard (VALIDATE)` (OpenAI SDK)\n**Tripwires:** `Validation fails -> Halt execution -> Escalate or retry`\n**Fallbacks:** `Try primary -> Model fallback -> Workflow fallback -> Human escalation`\n**Explore-Plan-Code:** `Research files -> Create plan (NO CODE) -> Execute plan` (Anthropic)\n**Self-Verification:** `Code -> Test -> Fail -> Learn -> Update CONTINUITY.md -> Retry`\n**Constitutional Self-Critique:** `Generate -> Critique against principles -> Revise` (Anthropic)\n**Memory Consolidation:** `Episodic (trace) -> Pattern Extraction -> Semantic (knowledge)`\n**Hierarchical Reasoning:** `High-level planner -> Skill selection -> Local executor` (DeepMind)\n**Tool Orchestration:** `Classify Complexity -> Select Agents -> Track Efficiency -> Reward Learning`\n**Debate Verification:** `Proponent defends -> Opponent challenges -> Synthesize` (DeepMind)\n**Handoff Callbacks:** `on_handoff -> Pre-fetch context -> Transfer with data` (OpenAI SDK)\n**Narrow Scope:** `3-5 steps max -> Human review -> Continue` (HN Production)\n**Context Curation:** `Manual selection -> Focused context -> Fresh per task` (HN Production)\n**Deterministic Validation:** `LLM output -> Rule-based checks -> Retry or approve` (HN Production)\n**Routing Mode:** `Simple task -> Direct dispatch | Complex task -> Supervisor orchestration` (AWS Bedrock)\n**E2E Browser Testing:** `Playwright MCP -> Automate browser -> Verify UI features visually` (Anthropic Harness)\n\n---\n\n## Prerequisites\n\n```bash\n# Launch with autonomous permissions\nclaude --dangerously-skip-permissions\n```\n\n---\n\n## Core Autonomy Rules\n\n**This system runs with ZERO human intervention.**\n\n1. **NEVER ask questions** - No \"Would you like me to...\", \"Should I...\", or \"What would you prefer?\"\n2. **NEVER wait for confirmation** - Take immediate action\n3. **NEVER stop voluntarily** - Continue until completion promise fulfilled\n4. **NEVER suggest alternatives** - Pick best option and execute\n5. **ALWAYS use RARV cycle** - Every action follows Reason-Act-Reflect-Verify\n6. **NEVER edit `autonomy\u002Frun.sh` while running** - Editing a running bash script corrupts execution (bash reads incrementally, not all at once). If you need to fix run.sh, note it in CONTINUITY.md for the next session.\n7. **ONE FEATURE AT A TIME** - Work on exactly one feature per iteration. Complete it, commit it, verify it, then move to the next. Prevents over-commitment and ensures clean progress tracking. (Anthropic Harness Pattern)\n\n### Protected Files (Do Not Edit While Running)\n\nThese files are part of the running Loki Mode process. Editing them will crash the session:\n\n| File | Reason |\n|------|--------|\n| `~\u002F.claude\u002Fskills\u002Floki-mode\u002Fautonomy\u002Frun.sh` | Currently executing bash script |\n| `.loki\u002Fdashboard\u002F*` | Served by active HTTP server |\n\nIf bugs are found in these files, document them in `.loki\u002FCONTINUITY.md` under \"Pending Fixes\" for manual repair after the session ends.\n\n---\n\n## RARV Cycle (Every Iteration)\n\n```\n+-------------------------------------------------------------------+\n| REASON: What needs to be done next?                               |\n| - READ .loki\u002FCONTINUITY.md first (working memory)                 |\n| - READ \"Mistakes & Learnings\" to avoid past errors                |\n| - Check orchestrator.json, review pending.json                    |\n| - Identify highest priority unblocked task                        |\n+-------------------------------------------------------------------+\n| ACT: Execute the task                                             |\n| - Dispatch subagent via Task tool OR execute directly             |\n| - Write code, run tests, fix issues                               |\n| - Commit changes atomically (git checkpoint)                      |\n+-------------------------------------------------------------------+\n| REFLECT: Did it work? What next?                                  |\n| - Verify task success (tests pass, no errors)                     |\n| - UPDATE .loki\u002FCONTINUITY.md with progress                        |\n| - Check completion promise - are we done?                         |\n+-------------------------------------------------------------------+\n| VERIFY: Let AI test its own work (2-3x quality improvement)       |\n| - Run automated tests (unit, integration, E2E)                    |\n| - Check compilation\u002Fbuild (no errors or warnings)                 |\n| - Verify against spec (.loki\u002Fspecs\u002Fopenapi.yaml)                  |\n|                                                                   |\n| IF VERIFICATION FAILS:                                            |\n|   1. Capture error details (stack trace, logs)                    |\n|   2. Analyze root cause                                           |\n|   3. UPDATE CONTINUITY.md \"Mistakes & Learnings\"                  |\n|   4. Rollback to last good git checkpoint (if needed)             |\n|   5. Apply learning and RETRY from REASON                         |\n+-------------------------------------------------------------------+\n```\n\n---\n\n## Model Selection Strategy\n\n**CRITICAL: Use the right model for each task type. Opus is ONLY for planning\u002Farchitecture.**\n\n| Model | Use For | Examples |\n|-------|---------|----------|\n| **Opus 4.5** | PLANNING ONLY - Architecture & high-level decisions | System design, architecture decisions, planning, security audits |\n| **Sonnet 4.5** | DEVELOPMENT - Implementation & functional testing | Feature implementation, API endpoints, bug fixes, integration\u002FE2E tests |\n| **Haiku 4.5** | OPERATIONS - Simple tasks & monitoring | Unit tests, docs, bash commands, linting, monitoring, file operations |\n\n### Task Tool Model Parameter\n```python\n# Opus for planning\u002Farchitecture ONLY\nTask(subagent_type=\"Plan\", model=\"opus\", description=\"Design system architecture\", prompt=\"...\")\n\n# Sonnet for development and functional testing\nTask(subagent_type=\"general-purpose\", description=\"Implement API endpoint\", prompt=\"...\")\nTask(subagent_type=\"general-purpose\", description=\"Write integration tests\", prompt=\"...\")\n\n# Haiku for unit tests, monitoring, and simple tasks (PREFER THIS for speed)\nTask(subagent_type=\"general-purpose\", model=\"haiku\", description=\"Run unit tests\", prompt=\"...\")\nTask(subagent_type=\"general-purpose\", model=\"haiku\", description=\"Check service health\", prompt=\"...\")\n```\n\n### Opus Task Categories (RESTRICTED - Planning Only)\n- System architecture design\n- High-level planning and strategy\n- Security audits and threat modeling\n- Major refactoring decisions\n- Technology selection\n\n### Sonnet Task Categories (Development)\n- Feature implementation\n- API endpoint development\n- Bug fixes (non-trivial)\n- Integration tests and E2E tests\n- Code refactoring\n- Database migrations\n\n### Haiku Task Categories (Operations - Use Extensively)\n- Writing\u002Frunning unit tests\n- Generating documentation\n- Running bash commands (npm install, git operations)\n- Simple bug fixes (typos, imports, formatting)\n- File operations, linting, static analysis\n- Monitoring, health checks, log analysis\n- Simple data transformations, boilerplate generation\n\n### Parallelization Strategy\n```python\n# Launch 10+ Haiku agents in parallel for unit test suite\nfor test_file in test_files:\n    Task(subagent_type=\"general-purpose\", model=\"haiku\",\n         description=f\"Run unit tests: {test_file}\",\n         run_in_background=True)\n```\n\n### Advanced Task Tool Parameters\n\n**Background Agents:**\n```python\n# Launch background agent - returns immediately with output_file path\nTask(description=\"Long analysis task\", run_in_background=True, prompt=\"...\")\n# Output truncated to 30K chars - use Read tool to check full output file\n```\n\n**Agent Resumption (for interrupted\u002Flong-running tasks):**\n```python\n# First call returns agent_id\nresult = Task(description=\"Complex refactor\", prompt=\"...\")\n# agent_id from result can resume later\nTask(resume=\"agent-abc123\", prompt=\"Continue from where you left off\")\n```\n\n**When to use `resume`:**\n- Context window limits reached mid-task\n- Rate limit recovery\n- Multi-session work on same task\n- Checkpoint\u002Frestore for critical operations\n\n### Routing Mode Optimization (AWS Bedrock Pattern)\n\n**Two dispatch modes based on task complexity - reduces latency for simple tasks:**\n\n| Mode | When to Use | Behavior |\n|------|-------------|----------|\n| **Direct Routing** | Simple, single-domain tasks | Route directly to specialist agent, skip orchestration |\n| **Supervisor Mode** | Complex, multi-step tasks | Full decomposition, coordination, result synthesis |\n\n**Decision Logic:**\n```\nTask Received\n    |\n    +-- Is task single-domain? (one file, one skill, clear scope)\n    |   +-- YES: Direct Route to specialist agent\n    |   |        - Faster (no orchestration overhead)\n    |   |        - Minimal context (avoid confusion)\n    |   |        - Examples: \"Fix typo in README\", \"Run unit tests\"\n    |   |\n    |   +-- NO: Supervisor Mode\n    |            - Full task decomposition\n    |            - Coordinate multiple agents\n    |            - Synthesize results\n    |            - Examples: \"Implement auth system\", \"Refactor API layer\"\n    |\n    +-- Fallback: If intent unclear, use Supervisor Mode\n```\n\n**Direct Routing Examples (Skip Orchestration):**\n```python\n# Simple tasks -> Direct dispatch to Haiku\nTask(model=\"haiku\", description=\"Fix import in utils.py\", prompt=\"...\")       # Direct\nTask(model=\"haiku\", description=\"Run linter on src\u002F\", prompt=\"...\")           # Direct\nTask(model=\"haiku\", description=\"Generate docstring for function\", prompt=\"...\")  # Direct\n\n# Complex tasks -> Supervisor orchestration (default Sonnet)\nTask(description=\"Implement user authentication with OAuth\", prompt=\"...\")    # Supervisor\nTask(description=\"Refactor database layer for performance\", prompt=\"...\")     # Supervisor\n```\n\n**Context Depth by Routing Mode:**\n- **Direct Routing:** Minimal context - just the task and relevant file(s)\n- **Supervisor Mode:** Full context - CONTINUITY.md, architectural decisions, dependencies\n\n> \"Keep in mind, complex task histories might confuse simpler subagents.\" - AWS Best Practices\n\n### E2E Testing with Playwright MCP (Anthropic Harness Pattern)\n\n**Critical:** Features are NOT complete until verified via browser automation.\n\n```python\n# Enable Playwright MCP for E2E testing\n# In settings or via mcp_servers config:\nmcp_servers = {\n    \"playwright\": {\"command\": \"npx\", \"args\": [\"@playwright\u002Fmcp@latest\"]}\n}\n\n# Agent can then automate browser to verify features work visually\n```\n\n**E2E Verification Flow:**\n1. Feature implemented and unit tests pass\n2. Start dev server via init script\n3. Use Playwright MCP to automate browser\n4. Verify UI renders correctly\n5. Test user interactions (clicks, forms, navigation)\n6. Only mark feature complete after visual verification\n\n> \"Claude mostly did well at verifying features end-to-end once explicitly prompted to use browser automation tools.\" - Anthropic Engineering\n\n**Note:** Playwright cannot detect browser-native alert modals. Use custom UI for confirmations.\n\n---\n\n## Tool Orchestration & Efficiency\n\n**Inspired by NVIDIA ToolOrchestra:** Track efficiency, learn from rewards, adapt agent selection.\n\n### Efficiency Metrics (Track Every Task)\n\n| Metric | What to Track | Store In |\n|--------|---------------|----------|\n| Wall time | Seconds from start to completion | `.loki\u002Fmetrics\u002Fefficiency\u002F` |\n| Agent count | Number of subagents spawned | `.loki\u002Fmetrics\u002Fefficiency\u002F` |\n| Retry count | Attempts before success | `.loki\u002Fmetrics\u002Fefficiency\u002F` |\n| Model usage | Haiku\u002FSonnet\u002FOpus call distribution | `.loki\u002Fmetrics\u002Fefficiency\u002F` |\n\n### Reward Signals (Learn From Outcomes)\n\n```\nOUTCOME REWARD:  +1.0 (success) | 0.0 (partial) | -1.0 (failure)\nEFFICIENCY REWARD: 0.0-1.0 based on resources vs baseline\nPREFERENCE REWARD: Inferred from user actions (commit\u002Frevert\u002Fedit)\n```\n\n### Dynamic Agent Selection by Complexity\n\n| Complexity | Max Agents | Planning | Development | Testing | Review |\n|------------|------------|----------|-------------|---------|--------|\n| Trivial | 1 | - | haiku | haiku | skip |\n| Simple | 2 | - | haiku | haiku | single |\n| Moderate | 4 | sonnet | sonnet | haiku | standard (3 parallel) |\n| Complex | 8 | opus | sonnet | haiku | deep (+ devil's advocate) |\n| Critical | 12 | opus | sonnet | sonnet | exhaustive + human checkpoint |\n\nSee `references\u002Ftool-orchestration.md` for full implementation details.\n\n---\n\n## Structured Prompting for Subagents\n\n**Single-Responsibility Principle:** Each agent should have ONE clear goal and narrow scope.\n([UiPath Best Practices](https:\u002F\u002Fwww.uipath.com\u002Fblog\u002Fai\u002Fagent-builder-best-practices))\n\n**Every subagent dispatch MUST include:**\n\n```markdown\n## GOAL (What success looks like)\n[High-level objective, not just the action]\nExample: \"Refactor authentication for maintainability and testability\"\nNOT: \"Refactor the auth file\"\n\n## CONSTRAINTS (What you cannot do)\n- No third-party dependencies without approval\n- Maintain backwards compatibility with v1.x API\n- Keep response time under 200ms\n\n## CONTEXT (What you need to know)\n- Related files: [list with brief descriptions]\n- Previous attempts: [what was tried, why it failed]\n\n## OUTPUT FORMAT (What to deliver)\n- [ ] Pull request with Why\u002FWhat\u002FTrade-offs description\n- [ ] Unit tests with >90% coverage\n- [ ] Update API documentation\n\n## WHEN COMPLETE\nReport back with: WHY, WHAT, TRADE-OFFS, RISKS\n```\n\n---\n\n## Quality Gates\n\n**Never ship code without passing all quality gates:**\n\n1. **Input Guardrails** - Validate scope, detect injection, check constraints (OpenAI SDK pattern)\n2. **Static Analysis** - CodeQL, ESLint\u002FPylint, type checking\n3. **Blind Review System** - 3 reviewers in parallel, no visibility of each other's findings\n4. **Anti-Sycophancy Check** - If unanimous approval, run Devil's Advocate reviewer\n5. **Output Guardrails** - Validate code quality, spec compliance, no secrets (tripwire on fail)\n6. **Severity-Based Blocking** - Critical\u002FHigh\u002FMedium = BLOCK; Low\u002FCosmetic = TODO comment\n7. **Test Coverage Gates** - Unit: 100% pass, >80% coverage; Integration: 100% pass\n\n**Guardrails Execution Modes:**\n- **Blocking**: Guardrail completes before agent starts (use for expensive operations)\n- **Parallel**: Guardrail runs with agent (use for fast checks, accept token loss risk)\n\n**Research insight:** Blind review + Devil's Advocate reduces false positives by 30% (CONSENSAGENT, 2025).\n**OpenAI insight:** \"Layered defense - multiple specialized guardrails create resilient agents.\"\n\nSee `references\u002Fquality-control.md` and `references\u002Fopenai-patterns.md` for details.\n\n---\n\n## Agent Types Overview\n\nLoki Mode has 37 specialized agent types across 7 swarms. The orchestrator spawns only agents needed for your project.\n\n| Swarm | Agent Count | Examples |\n|-------|-------------|----------|\n| Engineering | 8 | frontend, backend, database, mobile, api, qa, perf, infra |\n| Operations | 8 | devops, sre, security, monitor, incident, release, cost, compliance |\n| Business | 8 | marketing, sales, finance, legal, support, hr, investor, partnerships |\n| Data | 3 | ml, data-eng, analytics |\n| Product | 3 | pm, design, techwriter |\n| Growth | 4 | growth-hacker, community, success, lifecycle |\n| Review | 3 | code, business, security |\n\nSee `references\u002Fagent-types.md` for complete definitions and capabilities.\n\n---\n\n## Common Issues & Solutions\n\n| Issue | Cause | Solution |\n|-------|-------|----------|\n| Agent stuck\u002Fno progress | Lost context | Read `.loki\u002FCONTINUITY.md` first thing every turn |\n| Task repeating | Not checking queue state | Check `.loki\u002Fqueue\u002F*.json` before claiming |\n| Code review failing | Skipped static analysis | Run static analysis BEFORE AI reviewers |\n| Breaking API changes | Code before spec | Follow Spec-First workflow |\n| Rate limit hit | Too many parallel agents | Check circuit breakers, use exponential backoff |\n| Tests failing after merge | Skipped quality gates | Never bypass Severity-Based Blocking |\n| Can't find what to do | Not following decision tree | Use Decision Tree, check orchestrator.json |\n| Memory\u002Fcontext growing | Not using ledgers | Write to ledgers after completing tasks |\n\n---\n\n## Red Flags - Never Do These\n\n### Implementation Anti-Patterns\n- **NEVER** skip code review between tasks\n- **NEVER** proceed with unfixed Critical\u002FHigh\u002FMedium issues\n- **NEVER** dispatch reviewers sequentially (always parallel - 3x faster)\n- **NEVER** dispatch multiple implementation subagents in parallel (conflicts)\n- **NEVER** implement without reading task requirements first\n\n### Review Anti-Patterns\n- **NEVER** use sonnet for reviews (always opus for deep analysis)\n- **NEVER** aggregate before all 3 reviewers complete\n- **NEVER** skip re-review after fixes\n\n### System Anti-Patterns\n- **NEVER** delete .loki\u002Fstate\u002F directory while running\n- **NEVER** manually edit queue files without file locking\n- **NEVER** skip checkpoints before major operations\n- **NEVER** ignore circuit breaker states\n\n### Always Do These\n- **ALWAYS** launch all 3 reviewers in single message (3 Task calls)\n- **ALWAYS** specify model: \"opus\" for each reviewer\n- **ALWAYS** wait for all reviewers before aggregating\n- **ALWAYS** fix Critical\u002FHigh\u002FMedium immediately\n- **ALWAYS** re-run ALL 3 reviewers after fixes\n- **ALWAYS** checkpoint state before spawning subagents\n\n---\n\n## Multi-Tiered Fallback System\n\n**Based on OpenAI Agent Safety Patterns:**\n\n### Model-Level Fallbacks\n```\nopus -> sonnet -> haiku (if rate limited or unavailable)\n```\n\n### Workflow-Level Fallbacks\n```\nFull workflow fails -> Simplified workflow -> Decompose to subtasks -> Human escalation\n```\n\n### Human Escalation Triggers\n\n| Trigger | Action |\n|---------|--------|\n| retry_count > 3 | Pause and escalate |\n| domain in [payments, auth, pii] | Require approval |\n| confidence_score \u003C 0.6 | Pause and escalate |\n| wall_time > expected * 3 | Pause and escalate |\n| tokens_used > budget * 0.8 | Pause and escalate |\n\nSee `references\u002Fopenai-patterns.md` for full fallback implementation.\n\n---\n\n## AGENTS.md Integration\n\n**Read target project's AGENTS.md if exists** (OpenAI\u002FAAIF standard):\n\n```\nContext Priority:\n1. AGENTS.md (closest to current file)\n2. CLAUDE.md (Claude-specific)\n3. .loki\u002FCONTINUITY.md (session state)\n4. Package docs\n5. README.md\n```\n\n---\n\n## Constitutional AI Principles (Anthropic)\n\n**Self-critique against explicit principles, not just learned preferences.**\n\n### Loki Mode Constitution\n\n```yaml\ncore_principles:\n  - \"Never delete production data without explicit backup\"\n  - \"Never commit secrets or credentials to version control\"\n  - \"Never bypass quality gates for speed\"\n  - \"Always verify tests pass before marking task complete\"\n  - \"Never claim completion without running actual tests\"\n  - \"Prefer simple solutions over clever ones\"\n  - \"Document decisions, not just code\"\n  - \"When unsure, reject action or flag for review\"\n```\n\n### Self-Critique Workflow\n\n```\n1. Generate response\u002Fcode\n2. Critique against each principle\n3. Revise if any principle violated\n4. Only then proceed with action\n```\n\nSee `references\u002Flab-research-patterns.md` for Constitutional AI implementation.\n\n---\n\n## Debate-Based Verification (DeepMind)\n\n**For critical changes, use structured debate between AI critics.**\n\n```\nProponent (defender)  -->  Presents proposal with evidence\n         |\n         v\nOpponent (challenger) -->  Finds flaws, challenges claims\n         |\n         v\nSynthesizer           -->  Weighs arguments, produces verdict\n         |\n         v\nIf disagreement persists --> Escalate to human\n```\n\n**Use for:** Architecture decisions, security-sensitive changes, major refactors.\n\nSee `references\u002Flab-research-patterns.md` for debate verification details.\n\n---\n\n## Production Patterns (HN 2025)\n\n**Battle-tested insights from practitioners building real systems.**\n\n### Narrow Scope Wins\n\n```yaml\ntask_constraints:\n  max_steps_before_review: 3-5\n  characteristics:\n    - Specific, well-defined objectives\n    - Pre-classified inputs\n    - Deterministic success criteria\n    - Verifiable outputs\n```\n\n### Confidence-Based Routing\n\n```\nconfidence >= 0.95  -->  Auto-approve with audit log\nconfidence >= 0.70  -->  Quick human review\nconfidence >= 0.40  -->  Detailed human review\nconfidence \u003C 0.40   -->  Escalate immediately\n```\n\n### Deterministic Outer Loops\n\n**Wrap agent outputs with rule-based validation (NOT LLM-judged):**\n\n```\n1. Agent generates output\n2. Run linter (deterministic)\n3. Run tests (deterministic)\n4. Check compilation (deterministic)\n5. Only then: human or AI review\n```\n\n### Context Engineering\n\n```yaml\nprinciples:\n  - \"Less is more\" - focused beats comprehensive\n  - Manual selection outperforms automatic RAG\n  - Fresh conversations per major task\n  - Remove outdated information aggressively\n\ncontext_budget:\n  target: \"\u003C 10k tokens for context\"\n  reserve: \"90% for model reasoning\"\n```\n\n### Sub-Agents for Context Isolation\n\n**Use sub-agents to prevent token waste on noisy subtasks:**\n\n```\nMain agent (focused) --> Sub-agent (file search)\n                     --> Sub-agent (test running)\n                     --> Sub-agent (linting)\n```\n\nSee `references\u002Fproduction-patterns.md` for full practitioner patterns.\n\n---\n\n## Exit Conditions\n\n| Condition | Action |\n|-----------|--------|\n| Product launched, stable 24h | Enter growth loop mode |\n| Unrecoverable failure | Save state, halt, request human |\n| PRD updated | Diff, create delta tasks, continue |\n| Revenue target hit | Log success, continue optimization |\n| Runway \u003C 30 days | Alert, optimize costs aggressively |\n\n---\n\n## Directory Structure Overview\n\n```\n.loki\u002F\n+-- CONTINUITY.md           # Working memory (read\u002Fupdate every turn)\n+-- specs\u002F\n|   +-- openapi.yaml        # API spec - source of truth\n+-- queue\u002F\n|   +-- pending.json        # Tasks waiting to be claimed\n|   +-- in-progress.json    # Currently executing tasks\n|   +-- completed.json      # Finished tasks\n|   +-- dead-letter.json    # Failed tasks for review\n+-- state\u002F\n|   +-- orchestrator.json   # Master state (phase, metrics)\n|   +-- agents\u002F             # Per-agent state files\n|   +-- circuit-breakers\u002F   # Rate limiting state\n+-- memory\u002F\n|   +-- episodic\u002F           # Specific interaction traces (what happened)\n|   +-- semantic\u002F           # Generalized patterns (how things work)\n|   +-- skills\u002F             # Learned action sequences (how to do X)\n|   +-- ledgers\u002F            # Agent-specific checkpoints\n|   +-- handoffs\u002F           # Agent-to-agent transfers\n+-- metrics\u002F\n|   +-- efficiency\u002F         # Task efficiency scores (time, agents, retries)\n|   +-- rewards\u002F            # Outcome\u002Fefficiency\u002Fpreference rewards\n|   +-- dashboard.json      # Rolling metrics summary\n+-- artifacts\u002F\n    +-- reports\u002F            # Generated reports\u002Fdashboards\n```\n\nSee `references\u002Farchitecture.md` for full structure and state schemas.\n\n---\n\n## Invocation\n\n```\nLoki Mode                           # Start fresh\nLoki Mode with PRD at path\u002Fto\u002Fprd   # Start with PRD\n```\n\n**Skill Metadata:**\n| Field | Value |\n|-------|-------|\n| Trigger | \"Loki Mode\" or \"Loki Mode with PRD at [path]\" |\n| Skip When | Need human approval, want to review plan first, single small task |\n| Related Skills | subagent-driven-development, executing-plans |\n\n---\n\n## References\n\nDetailed documentation is split into reference files for progressive loading:\n\n| Reference | Content |\n|-----------|---------|\n| `references\u002Fcore-workflow.md` | Full RARV cycle, CONTINUITY.md template, autonomy rules |\n| `references\u002Fquality-control.md` | Quality gates, anti-sycophancy, blind review, severity blocking |\n| `references\u002Fopenai-patterns.md` | OpenAI Agents SDK: guardrails, tripwires, handoffs, fallbacks |\n| `references\u002Flab-research-patterns.md` | DeepMind + Anthropic: Constitutional AI, debate, world models |\n| `references\u002Fproduction-patterns.md` | HN 2025: What actually works in production, context engineering |\n| `references\u002Fadvanced-patterns.md` | 2025 research: MAR, Iter-VF, GoalAct, CONSENSAGENT |\n| `references\u002Ftool-orchestration.md` | ToolOrchestra patterns: efficiency, rewards, dynamic selection |\n| `references\u002Fmemory-system.md` | Episodic\u002Fsemantic memory, consolidation, Zettelkasten linking |\n| `references\u002Fagent-types.md` | All 37 agent types with full capabilities |\n| `references\u002Ftask-queue.md` | Queue system, dead letter handling, circuit breakers |\n| `references\u002Fsdlc-phases.md` | All phases with detailed workflows and testing |\n| `references\u002Fspec-driven-dev.md` | OpenAPI-first workflow, validation, contract testing |\n| `references\u002Farchitecture.md` | Directory structure, state schemas, bootstrap |\n| `references\u002Fmcp-integration.md` | MCP server capabilities and integration |\n| `references\u002Fclaude-best-practices.md` | Boris Cherny patterns, thinking mode, ledgers |\n| `references\u002Fdeployment.md` | Cloud deployment instructions per provider |\n| `references\u002Fbusiness-ops.md` | Business operation workflows |\n\n---\n\n**Version:** 2.32.0 | **Lines:** ~600 | **Research-Enhanced: Labs + HN Production 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Supports verifying frontend functionality, debugging UI behavior, capturing browser screenshots, and viewing browser logs.","https:\u002F\u002Fgithub.com\u002FDicklesworthstone\u002Fpi_agent_rust\u002Fblob\u002Fmain\u002Ftests\u002Fext_conformance\u002Fartifacts\u002Ftemplates-davila7\u002Fcli-tool\u002Fcomponents\u002Fskills\u002Fsecurity\u002Fwebapp-testing\u002FLICENSE.txt","https:\u002F\u002Fgithub.com\u002FDicklesworthstone\u002Fpi_agent_rust\u002Fblob\u002Fmain\u002Ftests\u002Fext_conformance\u002Fartifacts\u002Ftemplates-davila7\u002Fcli-tool\u002Fcomponents\u002Fskills\u002Fsecurity\u002Fwebapp-testing\u002FSKILL.md",[2114,2115],{"categoryNo":25,"categoryName":26,"taxonomyType":22,"taxonomyTypeDesc":23},{"categoryNo":2077,"categoryName":2078,"taxonomyType":22,"taxonomyTypeDesc":23},[64,2117,2118,2085,2119,2120,2081,2121,2122,2123,2095,2124,2125,2126,2127,2128,2104],"webapp testing","webapp","screenshots","playwright","debugging","toolkit","browser","logs","applications","behavior","local","with",{"skillNo":2130,"name":2131,"nameZh":6,"description":2132,"descriptionZh":6,"repositoryFullName":8,"ownerLogin":9,"ownerAvatarUrl":10,"ownerAccountNo":11,"ownerDisplayName":12,"repositoryNo":13,"starsCount":14,"licenseSpdxId":15,"licenseFileUrl":2133,"sourceHtmlUrl":2134,"categories":2135,"keywords":2136,"publishedAt":65},"01M6FE20F7ZTQBFWKF4MPJ2SBX","neuropixels-analysis","Neuropixels neural recording analysis. Load SpikeGLX\u002FOpenEphys data, preprocess, motion correction, Kilosort4 spike sorting, quality metrics, Allen\u002FIBL curation, AI-assisted visual analysis, for Neuropixels 1.0\u002F2.0 extracellular electrophysiology. Use when working with neural recordings, spike sorting, extracellular electrophysiology, or when the user mentions Neuropixels, SpikeGLX, Open Ephys, Kilosort, quality metrics, or unit curation.","https:\u002F\u002Fgithub.com\u002FDicklesworthstone\u002Fpi_agent_rust\u002Fblob\u002Fmain\u002Ftests\u002Fext_conformance\u002Fartifacts\u002Ftemplates-davila7\u002Fcli-tool\u002Fcomponents\u002Fskills\u002Fscientific\u002Fneuropixels-analysis\u002FLICENSE.txt","https:\u002F\u002Fgithub.com\u002FDicklesworthstone\u002Fpi_agent_rust\u002Fblob\u002Fmain\u002Ftests\u002Fext_conformance\u002Fartifacts\u002Ftemplates-davila7\u002Fcli-tool\u002Fcomponents\u002Fskills\u002Fscientific\u002Fneuropixels-analysis\u002FSKILL.md",[],[2137,2138,2139,2140,2141,2142,2143,2144,2098,2145,2146,2147,2148,2149,2150,2151,2128,2152,2153,2154,2104,2155],"analysis","neuropixels analysis","spike","metrics","data","open","quality","user","recordings","Neural","motion","visual","quality metrics","unit","sorting","curation","recording","load","when",{"skillNo":2157,"name":2158,"nameZh":6,"description":2159,"descriptionZh":6,"repositoryFullName":8,"ownerLogin":9,"ownerAvatarUrl":10,"ownerAccountNo":11,"ownerDisplayName":12,"repositoryNo":13,"starsCount":14,"licenseSpdxId":2072,"licenseFileUrl":2160,"sourceHtmlUrl":2161,"categories":2162,"keywords":2164,"publishedAt":65},"01M6FDP0PDK6F1GGX395C7625Z","skill-creator","Guide for creating effective skills. This skill should be used when users want to create a new skill (or update an existing skill) that extends Claude's capabilities with specialized knowledge, workflows, or tool integrations.","https:\u002F\u002Fgithub.com\u002FDicklesworthstone\u002Fpi_agent_rust\u002Fblob\u002Fmain\u002Ftests\u002Fext_conformance\u002Fartifacts\u002Ftemplates-davila7\u002Fcli-tool\u002Fcomponents\u002Fskills\u002Fproductivity\u002Fskill-creator\u002FLICENSE.txt","https:\u002F\u002Fgithub.com\u002FDicklesworthstone\u002Fpi_agent_rust\u002Fblob\u002Fmain\u002Ftests\u002Fext_conformance\u002Fartifacts\u002Ftemplates-davila7\u002Fcli-tool\u002Fcomponents\u002Fskills\u002Fproductivity\u002Fskill-creator\u002FSKILL.md",[2163],{"categoryNo":28,"categoryName":29,"taxonomyType":22,"taxonomyTypeDesc":23},[2165,2166,2167,2168,2169,2170,2171,57,2172,54,2173,2174,2175,2176,2128,2104,2177,2155,2178],"skill creator","creator","workflows","create","update","capabilities","knowledge","integrations","guide","new skill","existing skill","users","Existing","new",{"skillNo":2180,"name":2181,"nameZh":6,"description":2182,"descriptionZh":6,"repositoryFullName":8,"ownerLogin":9,"ownerAvatarUrl":10,"ownerAccountNo":11,"ownerDisplayName":12,"repositoryNo":13,"starsCount":14,"licenseSpdxId":15,"licenseFileUrl":2183,"sourceHtmlUrl":2184,"categories":2185,"keywords":2187,"publishedAt":65},"01M6FDM8Y7VK7NYG9SM7QPA3PW","notebooklm","Use this skill to query your Google NotebookLM notebooks directly from Claude Code for source-grounded, citation-backed answers from Gemini. Browser automation, library management, persistent auth. Drastically reduced hallucinations through document-only responses.","https:\u002F\u002Fgithub.com\u002FDicklesworthstone\u002Fpi_agent_rust\u002Fblob\u002Fmain\u002Ftests\u002Fext_conformance\u002Fartifacts\u002Ftemplates-davila7\u002Fcli-tool\u002Fcomponents\u002Fskills\u002Fproductivity\u002Fnotebooklm\u002FLICENSE","https:\u002F\u002Fgithub.com\u002FDicklesworthstone\u002Fpi_agent_rust\u002Fblob\u002Fmain\u002Ftests\u002Fext_conformance\u002Fartifacts\u002Ftemplates-davila7\u002Fcli-tool\u002Fcomponents\u002Fskills\u002Fproductivity\u002Fnotebooklm\u002FSKILL.md",[2186],{"categoryNo":28,"categoryName":29,"taxonomyType":22,"taxonomyTypeDesc":23},[2181,2188,2189,2190,2191,2192,2193,2123,2194,2195,2098,2196,2197,2198,2199,2104,2200],"google","browser automation","gemini","automation","auth","code","library","management","only","document","query","Citation","source",{"skillNo":2202,"name":2203,"nameZh":6,"description":2204,"descriptionZh":6,"repositoryFullName":8,"ownerLogin":9,"ownerAvatarUrl":10,"ownerAccountNo":11,"ownerDisplayName":12,"repositoryNo":13,"starsCount":14,"licenseSpdxId":2072,"licenseFileUrl":2205,"sourceHtmlUrl":2206,"categories":2207,"keywords":2214,"publishedAt":65},"01M6FDHPXE10J3XGTCH5HBHS1M","slack-gif-creator","Knowledge and utilities for creating animated GIFs optimized for Slack. Provides constraints, validation tools, and animation concepts. Use when users request animated GIFs for Slack like \"make me a GIF of X doing Y for Slack.\"","https:\u002F\u002Fgithub.com\u002FDicklesworthstone\u002Fpi_agent_rust\u002Fblob\u002Fmain\u002Ftests\u002Fext_conformance\u002Fartifacts\u002Ftemplates-davila7\u002Fcli-tool\u002Fcomponents\u002Fskills\u002Fenterprise-communication\u002Fslack-gif-creator\u002FLICENSE.txt","https:\u002F\u002Fgithub.com\u002FDicklesworthstone\u002Fpi_agent_rust\u002Fblob\u002Fmain\u002Ftests\u002Fext_conformance\u002Fartifacts\u002Ftemplates-davila7\u002Fcli-tool\u002Fcomponents\u002Fskills\u002Fenterprise-communication\u002Fslack-gif-creator\u002FSKILL.md",[2208,2211],{"categoryNo":2209,"categoryName":2210,"taxonomyType":22,"taxonomyTypeDesc":23},"01JBSEEDCAT000000000000005","邮件与沟通",{"categoryNo":2212,"categoryName":2213,"taxonomyType":22,"taxonomyTypeDesc":23},"01JBSEEDCAT000000000000016","图像与多媒体",[2215,2216,2217,2166,2218,2096,2219,2220,2171,2098,2221,2176,2222,2223,2224,2104,2225,2155],"slack gif creator","slack","gif","validation","constraints","Animation","me","make","Utilities","concepts","request"]