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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
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Scope framer —
product-framer- Convert the request into a short fix ledger: issue, acceptance criteria, files, out-of-scope.
- Output: checklist only; no code.
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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.
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Minimal code preflight —
code-reviewer- Find existing patterns and the shortest safe implementation path.
- Reject new dependencies and speculative abstractions.
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Implementation —
frontend-craftsperson- Implement one focused batch at a time.
- Add the smallest tests that prove behavior.
- Reuse tokens and existing DOM helpers.
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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.
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Fix loop
- Send only blocking review findings back to
frontend-craftsperson. - Rerun the same 3-agent final review once.
- Send only blocking review findings back to
Default rule
If two solutions work, choose the one with fewer files, fewer branches, and no dependency changes.