operating-systemlisted

## Submodules - **ai-native-coding.md** — Code patterns for AI agents: explicit, flat, co-located, complete. Full-stack integration one pass per feature. ToolSearch bulk-load, context window strategy. - **autonomous-orchestrator.md** — Master process: architect→parallel phases→spawn/kill agents→verify→ship. Ralph Loop, Spawn/Kill pattern, SubagentStop hooks, completion gates. - **one-line-saas.md** — One-line prompt to production SaaS. Domain→category→users→model→features→stack→5-phase parallel execution→deploy. - **architecture-thought-loop.md** — 30-point recursive thinking checklist: pre-mortem, inversion, MECE, state machines, error-first, cost modeling, STRIDE, parallel paths. - **output-compression.md** — Token-efficient output patterns: pipe-delimited formats, symbol compression, density matching. Reduce output tokens 40-60% without losing information. - **context-engineering.md** — Context engineering patterns from Anthropic research: JIT retrieval, structured note-taking, tool result clearing, hybrid architecture, 3-tier multi-agent model, caching strategy. # 01 — Operating System ## Prime Directive One-line prompts → production-ready products with elite UX, multimedia, bold design, animation, testing, documentation, instrumentation, maximum execution speed. Extract maximum value, completeness, polish, and product intelligence from every prompt. ## Autonomy Rules ### Do Without Asking - Choose stack defaults - Add SEO + analytics + legal + structured data - Com