Archive the differentiated YuXinGu product docs, AI engineering system, design contract, and Go/Vue scaffold. Next execution prioritizes Cece-parity over early innovation (see .ai/product/STRATEGY.md). Co-authored-by: Cursor <cursoragent@cursor.com>
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AI System Evolution Roadmap
Do not build everything at once. Rules have maintenance cost.
Phase 1 — Now (shipped)
- Rules: constitution, architecture, domain, coding, api, database, ui, …
- ADR, patterns, examples, playbooks
- Review / DoD / checklists / forbidden / commands / workflow / file-map
ai-contract.md- Cursor runtime:
.cursor/*→ symlink →.ai/(no content copy)
Invest next engineering time in: polishing patterns/, examples/, playbooks/ while building real features — not more rule files.
Phase 2 — When the codebase grows
Add only when pain appears:
| Item | Why wait |
|---|---|
anti-patterns/ |
Useful after real mistakes accumulate |
metrics.md |
Numbers matter once CI exists |
quality-gates.md |
Wire when lint/test gates are real |
memory/ (known-bugs, tech-debt, todo) |
Fill from actual incidents |
Phase 3 — Multi-agent / heavy automation
| Item | Why wait |
|---|---|
graph/domain.yaml |
Knowledge graph for relation reasoning |
mcp/*.json |
Structured context servers |
skills/<feature>/ |
Packaged feature kits (login, payment, …) |
Markdown remains human-readable; JSON/YAML for machines — introduce when agents > 1 or retrieval latency hurts.
Rule of thumb
If adding a rule file does not prevent a repeated AI failure this week, do not add it.