LabaliciousAI & QA ACADEMY
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AIQAA certification review — private instructor record

Copy into approved private storage before filling. Never commit a completed copy. Apply the two-award policy, criteria version AIQAA-1.0.

Decision 1 — course completion

Product deficiencies do not by themselves mean the learning activities are incomplete.

Decision 2 — demonstrated competence

Apply the operational rubric. The area summary below rolls up its three required criteria: demonstrated only when all three are demonstrated; an observed failure is not yet demonstrated; missing inspection is unverified. Record both kinds of gap if present. No area-level impression can override a failed or unverified criterion.

AIQAA-1.0 area Demonstrated / not yet demonstrated / unverified Evidence, exact revision and observed explanation Specific next action
Useful working software
Visual and interaction quality
QA reasoning and evidence
Development over time
GitHub understanding
Responsible, effective AI use
Business communication and handoff

History and GitHub trace

No counts-only judgment, manufactured milestones or AI-issued verdict. Course completion plus all seven areas demonstrated is required for certification.

© 2026 Jared Cluff.