AINA Data Engine Room · repair-first triage · 2026-06-13

Top-Band Repair-First Triage V1

Reuse existing fixture proof before generating anything new.

Ali Mehdi Mukadam · co-authored with Codex · 3 minute read
The Single Idea

Repair-first abstains are now reconciled against existing AI Fluency proof-tail fixtures. One non-sensitive title-repair candidate can move to semantic QA later; policy-sensitive and thin-source rows stay held.

8repair-first inputs
7fixtures reused
1ready for QA
6policy-first holds

Ready Row

OriginalCleaned CandidateFixture
service delivery coordinator washington dcservice delivery coordinatordelivery coordinator

Boundary

No live Gemini call, public runtime, real-user data, external writes, production telemetry, donor repo mutation, or runtime embedding authority promotion happened in this lane.

Where To Start

Run semantic QA only for the one ready title-repair row; keep policy-sensitive rows held until a regulated-role policy lane exists.

Ali Mehdi Mukadam · co-authored with Codex · 2026-06-13
personalization-engine repair-first source-authority ai-fluency-proof-tail