# Production Embedding Repair Queue

Status: `ready`
Created: `2026-06-12T10:04:30Z`

## Summary

This queue lists the deterministic repairs or exclusions required before the
next embedding expansion. It does not mutate donor repos or raw source files.
Repairs are derived engine-room work only.

## Repair Classes

| Value | Count |
| --- | ---: |
| generic_title_replacement | 56776 |
| label_confidence_downgrade | 50103 |
| malformed_raw_exclusion | 81 |
| placeholder_noise_cleanup | 147473 |
| source_ref_injection | 6866 |
| title_authority_reconciliation | 25244 |
| title_cleanup | 1845 |

## Source Families

| Value | Count |
| --- | ---: |
| affordance_pack | 6626 |
| hf_role_signal | 81 |
| iwa_evidence | 476 |
| jobs_research_ai_affordance | 89 |
| jobs_research_responsibility | 43266 |
| jobs_research_role | 6695 |
| jobs_research_tool | 73 |
| jobs_research_workflow | 89 |
| onet_occupation_evidence | 2828 |
| onet_task_evidence | 184820 |
| qualitative_corpus | 5 |
| realism_corpus | 230 |
| semantic_review | 12889 |
| serviceable_title | 14033 |
| top_worked_title | 58 |
| workflow_ai_affordance | 6102 |
| workflow_intelligence | 3152 |
| workflow_seed | 6866 |
| workflow_tool_evidence | 10 |

## Checks

- PASS `batch_manifest_blockers_identified`
- PASS `donor_repos_not_mutated`
- PASS `eligibility_valid`
- PASS `queue_rows_have_repair_class`

---

Ali Mehdi Mukadam - co-authored with Codex