AINA data engine room · technical handoff · Ali Mehdi Mukadam + Codex · 2026-06-11

Top Worked Title Readiness

A restartable map of the new Top 1000 title lane, its artifacts, validations, and next slice.

The Single Idea

This milestone adds a replayable Top 1000 Worked Titles lane. It ranks raw title popularity, produces an ICP-serviceable top 1000, resolves generic titles into deterministic families where possible, writes a 50-row semantic sample, wires validation, and keeps all real beta and production permissions blocked.

1,000raw top titles

1,000ICP top titles

370generic unresolved rows

passvalidation status

Source Truth

Repo root is /srv/aina/aina-data-engine-room on branch ali/personalization-engine-mission-2026-06-09. Baseline before this milestone was cbe31bd Add semantic title coverage runtime readiness. Primary validation truth is artifacts/validation/full_validation.json.

What Was Built

New module: src/aina_data_engine/top_worked_title_readiness.py. New command: uv run aina-data-engine --root /srv/aina/aina-data-engine-room top-worked-title-readiness --limit 1000.

The resolver preserves existing non-generic functions but overrides with boundary families when the title clearly indicates healthcare, software delivery, engineering/hardware, or physical/frontline work.

Artifacts

artifacts/validation/top_worked_title_readiness_v1.json
artifacts/validation/top_worked_title_readiness_v1_raw_top_1000.jsonl
artifacts/validation/top_worked_title_readiness_v1_icp_serviceable_top_1000.jsonl
artifacts/validation/top_worked_title_readiness_v1_semantic_sample_50.jsonl
artifacts/reports/top_worked_title_readiness_v1.md and .html
tests/test_top_worked_title_readiness.py

Current Metrics

Metric	Count
Raw fallback rows	684
Raw serve-now rows	17
Raw excluded/not-ICP rows	295
Raw reviewed holds	4
ICP serve-now rows	29
ICP fallback rows	971
ICP general-business rows	517
ICP unresolved general-business rows	370
Production unlocks	0

Semantic Result

The 50-row sample confirms clinical, software, engineering/hardware, physical/frontline, warehouse, technician, and medical assistant rows are blocked or caveated boundary surfaces. It also leaves store manager and general manager as high-priority unresolved generic titles.

The semantic pass changed the implementation: engineer titles no longer collapse into software delivery, and medical assistant no longer stays plain administration.

Resume Commands

cd /srv/aina/aina-data-engine-room
git status --short
uv run aina-data-engine --root /srv/aina/aina-data-engine-room top-worked-title-readiness --limit 1000
jq '.top_worked_title_readiness_summary' artifacts/validation/full_validation.json
jq -s '.[0:50]' artifacts/validation/top_worked_title_readiness_v1_semantic_sample_50.jsonl

Where to start
Resolve the top 100 unresolved generic rows, then harden reusable packets by family and risk.

Ali Mehdi Mukadam · co-authored with Codex · 2026-06-11

topics:
  - aina-personalization-engine
  - handoff
  - top-worked-titles
subtopics:
  - title-family-resolution
  - fallback-hardening
  - semantic-sample-review
  - validation-receipts

#aina-personalization-engine #handoff #top-worked-titles #validation-receipts