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docs/development-pipeline.md

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+# Multi-agent development pipeline
+
+Goal: ship UI changes with high design quality, code quality, and the least code that works.
+
+## Phases
+
+1. **Scope framer — `product-framer`**
+   - Convert the request into a short fix ledger: issue, acceptance criteria, files, out-of-scope.
+   - Output: checklist only; no code.
+
+2. **Design quality — `ui-art-director` + `ux-critic`**
+   - Validate hierarchy, density, typography, motion, and user flow.
+   - Cut changes that do not improve the user's experience.
+
+3. **Minimal code preflight — `code-reviewer`**
+   - Find existing patterns and the shortest safe implementation path.
+   - Reject new dependencies and speculative abstractions.
+
+4. **Implementation — `frontend-craftsperson`**
+   - Implement one focused batch at a time.
+   - Add the smallest tests that prove behavior.
+   - Reuse tokens and existing DOM helpers.
+
+5. **Final 3-agent review**
+   - `visual-qa`: visual regressions and missed UX criteria.
+   - `accessibility-reviewer`: keyboard, focus, labels, motion, semantics.
+   - `code-reviewer`: correctness, maintainability, unnecessary code.
+
+6. **Fix loop**
+   - Send only blocking review findings back to `frontend-craftsperson`.
+   - Rerun the same 3-agent final review once.
+
+## Default rule
+
+If two solutions work, choose the one with fewer files, fewer branches, and no dependency changes.