# AI Fluency Proof-Tail Authority Repair

Ali Mehdi Mukadam - co-authored with Codex - 2026-06-13

## Summary

This receipt repairs only source-backed proof-tail rows. It does not create embeddings,
batch manifests, learner proof, production telemetry, or runtime authority.

| Metric | Value |
| --- | ---: |
| Input blocked rows | 20 |
| Ready repair rows | 18 |
| Still blocked rows | 2 |
| Top-500 ready repairs | 6 |
| Embedding allowed rows | 0 |
| Batch candidate rows | 0 |

## Ready Repairs

- teacher-special education -> education (20 refs)
- litigation associate -> legal_compliance (20 refs)
- special education teacher -> education (20 refs)
- cassandra dba -> data_analytics (10 refs)
- elementary school teacher -> education (10 refs)
- service advisor -> operations (14 refs)
- dog trainer -> physical_frontline (8 refs)
- electrical technician -> engineering_hardware (9 refs)
- fleet manager -> operations (20 refs)
- geographic information system specialist -> data_analytics (9 refs)
- geographic information systems analyst -> data_analytics (20 refs)
- teacher-science -> education (19 refs)
- court judicial assistant teller -> legal_compliance (11 refs)
- teacher-social studies -> education (19 refs)
- landscape designer -> design_creative (19 refs)
- teacher-computer -> education (19 refs)
- anti-money laundering subject matter expert sme - special investigations unit siu -> legal_compliance (20 refs)
- food and beverage lead auditor -> legal_compliance (10 refs)

## Still Blocked

- lab assistant: clean_candidate_evidence_missing_or_too_thin, linkedin_jd_context_only_not_clean_authority, no_exact_source_authority_match
- ecommerce manager: audit_unmapped, clean_candidate_evidence_missing_or_too_thin, linkedin_jd_context_only_not_clean_authority, repaired_family_still_generic

## Checks

```json
{
  "blocked_queue_present": true,
  "cumulative_decisions_match_ready_plus_blocked": true,
  "decision_rows_match_blocked_queue": true,
  "no_legacy_review_gate_fields": true,
  "no_production_unlocks": true,
  "ready_rows_do_not_allow_embedding_or_batch": true,
  "ready_rows_have_non_generic_family": true,
  "ready_rows_have_three_source_refs": true,
  "source_registry_present": true
}
```