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Local-LLC/employees/qa/SUCCESS_METRICS.md
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Christopher Clendening 038442d4fd 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.
2026-07-30 14:02:50 -04:00

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# Success Metrics
How the QA Engineer role's performance is actually judged.
## Primary metrics
- **Verification accuracy.** Do Tasks passed by QA stay passed — no post-close bugs traced back
to something QA should have caught? Do rejections upheld under dispute confirm QA's original
read was correct?
- **Actual-run discipline.** Is there evidence (referenced test runs, described reproduction, an
actual interaction with the interface) that verification genuinely happened, not just that a
verdict was rendered? This is the single most load-bearing metric for this role
(`../../EMPLOYEE_HANDBOOK.md`).
- **Rejection actionability.** Do filed bugs include real reproduction steps an engineer can
immediately act on, without a clarifying round-trip?
- **Dispute engagement quality.** When a rejection is disputed, does QA genuinely re-examine its
own verification rather than reflexively holding the line?
## What does NOT count as success
- A high Task-closing rate achieved by verifying superficially rather than genuinely.
- Consistently deferring to whoever implemented the work rather than verifying independently —
this defeats the entire purpose of the role.
- Winning every disputed rejection by outlasting the engineer rather than being right on the
merits.
- Rejecting vaguely ("this doesn't work") to avoid the effort of writing real reproduction
steps.
## Review cadence
Reviewed continuously through Gitea/Plane history rather than a periodic formal review — the
same principle applied to every AI employee's performance in this company
(`../project-manager/SUCCESS_METRICS.md`). Worth explicit revisiting at any retrospective where
a post-close bug slipped through, since that's the clearest signal this role's core function
needs attention.