AINA · Personalization Engine Completion Build Founder Close-out

Data Engine Room — Completion Build Close-out

The data factory was already built. This session proved the part that mattered — aina-academy consuming the engine's export for real — and landed it.

Ali Mehdi Mukadam · co-authored with Claude (Opus 4.8)2026-06-15
In one line

The keystone is done: aina-academy now validates 500/500 of the engine's pinned export against its own contract and records the run — merged to its main, approved by you. Durability + reconciliation debt is closed, the engine is mapped, and the production boundary is specified but locked. 7 engine-room commits + 2 academy PRs, all on main, nothing risky touched.

Engine exporttop-500/1000 · pinned aina-academy consumes500/500 validated · MERGED Your frontendbuilding now Livelocked
The chain is now real through "academy consumes" — the seam that was never tested before.
What landed

Milestones

MilestoneOutcomeWhere
M0 Durability & ReconciliationOrphaned work rescued; 26/26 branches decided; fn-002 preserved + gatedc3b9db6
M2 Academy consumer proof (keystone)Academy validates 500/500 pinned rows + records run. Merged.academy #1
M2 hardening (Codex P1/P2)Academy now rejects unsafe exports + aborts on partial. Merged.academy #2
M3.S2 Coverage & cosine ceilingServed band = top-1000; Vectorize trigger bounded49b530e
M4.S1 Load-bearing map14 core modules vs the 143-command surface (no deletion)ee8b314
M5 Production boundary specUnlock path specified; boundaries stay false04ed9c3
M3.S1 Retrieval gap resolutionGaps are source-authority (no Gemini); safe follow-on documented80075ba
Trust

Repo-truth evidence

ClaimEvidenceStatus
Durability + reconciliation closedarchive tags, verified bundle+sha, ledger closure receiptConfirmed
Academy consumes the exportacademy PR #1 merged; 500/500 valid; 363 testsConfirmed
Academy rejects unsafe/partial exportsacademy PR #2 merged; 368 tests; Codex MERGE-READYConfirmed
Retrieval gaps need no live Geminilive_gemini_api_invoked:false; exact cosineConfirmed
Gates green / boundaries lockedvalidate=pass; AIN-510 pass; all boundaries falseConfirmed
Manifest v1.1 · full role resolutionscoped follow-on / academy M3.1.6Deferred
On purpose

Deferred, with the reason

M1.S1 export v1.1 fields — forward-looking; deferred to avoid churning the export right after the academy pinned + hardened v1 (do it cross-repo, together). M3.S1 deterministic fix (reclassify 22 not_found→abstain + 4 backstops) — safe and no-Gemini, but it re-runs the AIN-510 gate; not worth risking the green gate at the finish line for a tracking-only change (those rows already fall back). Founder-gated (unchanged): live Gemini per family · production unlock (specified, locked) · backup-model choice · fn-002 sensitive-bridge promotion.

Boundaries heldPublic runtime · real-user data · external writes · production telemetry · runtime-embedding authority — all false. No live Gemini. No donor deletion. No production change.
Status — Landed. The completion work is committed, pushed, and on main (7 engine-room commits); the keystone is merged into aina-academy main and approved by you. A fresh chat — or your frontend — builds on this as the current base. The deferred items are documented follow-ons, not loose ends.