llms.txt Content
# AI Architect — PRD Generator & Autonomous Pipeline
> AI Architect is an open-source 14-stage autonomous pipeline and PRD generation engine for Claude Code. It takes a finding (bug report, feature request, research paper) and delivers a pull request — fully autonomous, zero human intervention.
## What It Does
AI Architect automates the entire software development feedback loop:
1. **Parse Findings** — Filter by relevance, prioritize by multi-module impact
2. **Impact Analysis** — Compound score across modules, propagation depth, contract impact, test coverage delta
3. **Integration Design** — Architectural modifications respecting design principles
4. **Plan Deliberation** — Apple Intelligence deliberation on integration plan (macOS only)
5. **PRD Generation** — 9 verified files via AI PRD Generator with 64 hard output rules
6. **PRD Review** — Independent AI review for completeness, consistency, actionability
7. **Implementation** — Feature branch, code changes, build, tests with quality/security/resilience rules
8. **Drift Reconciliation** — Apple Intelligence reconciles implementation drift (macOS only)
9. **Agreement** — Apple Intelligence validates alignment between artifacts (macOS only)
10. **Quality Gates** — Deterministic checks: prohibited patterns, orphan files, build, tests
11. **Semantic Verification** — Independent verifier analyzes diff against PRD (alignment >= 0.7)
12. **Benchmark** — Quality metrics vs baselines (informational)
13. **Deployment Simulation** — Runs deploy command if configured
14. **Pull Request** — Creates PR per finding with full context
## Open-Source Repositories
- Pipeline: https://github.com/cdeust/ai-architect-feedback-loop (free, open source, 14-stage autonomous pipeline)
- PRD Generator: https://github.com/cdeust/ai-prd-generator-plugin (Claude Code plugin, free and open source)
- Cortex: https://github.com/cdeust/Cortex (persistent memory for Claude Code, free and open source)
## Ins