Personalization Engine Pause Checkpoint
What is landed, what is still pending, and how the mission board maps to taking the Personalization Engine live.
The Personalization Engine is now a VDS-local AI Fluency data authority, not just a title table. Title and JD context feed role context, role context feeds capability maps, and embeddings/retrieval support the loop only after clean-source gates pass. The goal is paused, not complete.
What Is Real Today
The repo has a working local data spine: 110,184 occupation/title rows, 129,165 LinkedIn job rows, 47,837 wedge occupation rows, 322,519 semantic chunks, and 6,510 current Gemini vectors. AI Fluency is now represented as the product object: task exposure, tool proficiency, judgment quality, data discipline, and outcome evidence.
What is not real yet: this is not production deployment, not full-corpus embedding, and not platform-live. The 22 passing sensitive rows are bridge candidates only; the local caveated sensitive fallback bridge still needs to be built.
02 · Evidence snapshotThe Current Repo Truth
| Surface | Evidence |
|---|---|
| Full validation | artifacts/validation/full_validation.json has status: pass |
| Source authority | 35 registry rows, 25 chunk source families, donor repos untouched |
| Top-band routing | Top 1,000 has 944 serve, 27 fallback, 25 abstain/guardrail rows |
| AIN-510 | promotion_ready for local exact-cosine proof, runtime embedding authority still false |
| Runtime boundary | Public runtime, real-user data, external writes, and production telemetry all false |
Milestones, Status, And Remaining Slices
| Milestone | Status | What remains |
|---|---|---|
| M0 Clean Start | Mostly complete | Commit this pause report and keep VDS-local mode. |
| M1 Source Authority | Foundation complete | Finish donor archive/retirement ledger. |
| M2 Runtime Contracts | Strong local layer | Platform auth/session/tenant proof remains deferred. |
| M3 JD-Aware Spine | Substantially built | Broaden context repair beyond current top-band slices. |
| M4 AI Fluency Loop | Headless proven | Real platform onboarding bridge and learner-observed evidence. |
| M5 Clean Embed | Partial | Progressively clean and embed remaining eligible families. |
| M6 Runtime Readiness | Green with caveats | Build sensitive fallback bridge and rerun route/retrieval gates. |
| M7 Single Source | In progress | Retirement pack and final release/founder report. |
Sensitive Guardrail Eval Runs
Commit 7e9d974 Run sensitive guardrail eval fixtures added top_band_sensitive_guardrail_eval_runs_v1, its CLI command, validation integration, focused tests, reports, and handoff. It executed 22 fixture rows, all passed, with zero runtime bridge approvals, zero embedding approvals, zero batch candidates, and zero production unlocks.
| Risk bucket | Eval rows |
|---|---|
people_hr_sensitive | 15 |
legal_compliance | 14 |
education_minors | 8 |
finance_regulatory | 7 |
public_sector | 3 |
customer_data | 2 |
healthcare_privacy | 2 |
The Next Work To Take PE Live
The immediate next slice is top_band_sensitive_fallback_bridge_v1. It should consume only eval-passing rows, rejoin fixture source authority and repair-queue JD context, emit caveated local bridge rows, exclude the three blocked rows, and keep embedding, batch, public runtime, real-user data, external writes, production telemetry, and runtime embedding authority blocked.
After that, rerun top-band routing and runtime readiness, then scale embeddings only source-family by source-family: eligibility, repair, semantic sampling, 500, 5,000, 25,000, and batch only after progressive proof.
06 · Resume commandsWhere A Fresh Agent Starts
cd /srv/aina/aina-data-engine-room git status --short --branch git log -5 --oneline sed -n '1,220p' docs/handoff/2026-06-13-sensitive-guardrail-eval-runs-handoff.md jq '.top_band_sensitive_guardrail_eval_runs_summary, .top_band_runtime_route_coverage_summary, .source_authority_registry_v2_summary' artifacts/validation/full_validation.json uv run aina-data-engine --root /srv/aina/aina-data-engine-room validate uv run aina-data-engine --root /srv/aina/aina-data-engine-room ain-510-retrieval-promotion-gate
AINA has a self-contained VDS-local Personalization Engine data authority ready for the next runtime bridge and embedding-hardening slices, not yet ready for public production use.