Add ML and QA Engineer documentation and workflows
- Introduced ML Engineer role with detailed responsibilities, success metrics, and workflow documentation. - Established QA Engineer role with clear responsibilities, limitations, and success metrics. - Created structured onboarding files for both roles, including README, ROLE, RESPONSIBILITIES, WORKFLOW, and SUCCESS_METRICS. - Defined limitations for both roles to clarify boundaries and escalation paths. - Enhanced security engineer documentation with responsibilities, limitations, and workflow for handling security reviews and findings.
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# Success Metrics
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How the Frontend Engineer role's performance is actually judged.
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## Primary metrics
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- **QA pass rate on first submission**, including usability findings, not just functional bugs.
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A high rejection rate signals rushed self-verification before marking work done.
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- **Verification honesty.** Did "verified" actually mean the interface was run and exercised, not
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just that it compiled or unit tests passed? This outweighs raw throughput
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(`../../EMPLOYEE_HANDBOOK.md`).
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- **Consistency with existing patterns.** Does new UI work match the codebase's existing
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component/design conventions, or does it introduce silent drift the Architect has to catch?
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- **Review cycle efficiency.** Are review comments (including on visual/UX detail) addressed
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substantively on the first response?
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## What does NOT count as success
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- High Task-closing volume if QA rejection rates are also high.
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- A change that "looks right" in a screenshot but was never actually interacted with to confirm
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behavior — this is exactly the fabrication risk this role is specifically warned about in
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`LIMITATIONS.md`.
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- Introducing a new pattern or dependency without Architect involvement, even if it works, when
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it affects more than the current Task.
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## Review cadence
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Reviewed continuously through Gitea/Plane history rather than a periodic formal review — the
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same principle applied to every AI employee's performance in this company
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(`../project-manager/SUCCESS_METRICS.md`). Worth explicit revisiting at any retrospective
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touching UI quality or QA cycle time.
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