AINA Data Engine Room · runtime readiness · 2026-06-13

Top-Band Abstain Semantic Bridge Handoff

Three source-backed abstains moved into caveated local fallback. Everything sensitive stayed held.

Ali Mehdi Mukadam · co-authored with Codex · 5 minute read
The Single Idea

The three abstain rows that survived hardening now have a second proof layer: semantic QA plus a caveated runtime contract bridge. They move from raw abstain to local fallback only, while sensitive rows, repair-first rows, and confirmation-required rows stay held.

01

What Changed

Added top_band_abstain_semantic_qa_v1 and top_band_abstain_contract_bridge_v1. The semantic QA lane consumes hardening candidates and requires source evidence, clean guardrails, and responsibility snippets that support the title.

The bridge lane consumes only QA pass rows and JD-aware role context, then emits caveated local fallback rows for production runtime contracts. These rows are intentionally not serve-now promotions.

02

Live Counts

MetricCountMeaning
Semantic QA candidates3The hardening-approved bridge candidates.
Semantic QA passed3Rows allowed into the bridge.
Contract bridge rows3Caveated local fallback rows added to runtime contracts.
Remaining repair queue rows27Rows still held as abstain.
944Top-1,000 serve
25Top-1,000 fallback
27Top-1,000 abstain

Before this slice, the top-1,000 route mix was 944 serve, 22 fallback, and 30 abstain. This slice shifted only the 3 QA-passing rows into fallback.

03

Rows Advanced

TitleRankBridge ActionCaveat
content editor234fallbacksource_authority_incomplete
auto parts coordinator586fallbacksource_authority_incomplete
cassandra dba824fallbacksource_authority_incomplete
Each bridged row carries fallback_precision_caveat_required, not_full_runtime_service_authority, and source_context_only_not_public_runtime.
04

Files

Added two source modules, two focused test files, four validation receipts, four report companions, and this handoff pair. Updated CLI/report wiring, production runtime contracts, artifact allowlisting, tests, and regenerated downstream route/runtime receipts.

Codetop_band_abstain_*.py
Proofartifacts/validation/top_band_abstain_*.jsonl
Runtimeproduction_runtime_contracts_v1
05

Verification

uv run pytest tests/test_top_band_abstain_semantic_qa.py tests/test_top_band_abstain_contract_bridge.py tests/test_top_band_abstain_hardening.py tests/test_top_band_runtime_contract_bridge.py tests/test_production_runtime_contracts.py tests/test_top_band_runtime_route_coverage.py tests/test_top_band_runtime_route_repair_queue.py tests/test_role_context_query.py -q
uv run ruff check src/aina_data_engine/cli.py src/aina_data_engine/production_runtime_contracts.py src/aina_data_engine/reports.py src/aina_data_engine/top_band_abstain_semantic_qa.py src/aina_data_engine/top_band_abstain_contract_bridge.py tests/test_top_band_abstain_semantic_qa.py tests/test_top_band_abstain_contract_bridge.py tests/test_production_runtime_contracts.py
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-506-p0-gate
uv run aina-data-engine --root /srv/aina/aina-data-engine-room ain-510-retrieval-promotion-gate
uv run aina-data-engine --root /srv/aina/aina-data-engine-room production-runtime-readiness

Artifact policy proof confirmed that durable validation and report receipts are trackable while bulk DuckDB/vector artifacts remain ignored.

Next Move

The next production-readiness slice should work the 27 remaining abstains by category: keep case manager confirmation-required, repair the 8 repair-first rows from existing source authority, hold the 18 sensitive-policy rows until a regulated-role policy lane exists, and continue JD-aware role-context coverage instead of title-only repairs.

cd /srv/aina/aina-data-engine-room
git status --short --branch
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 top-band-runtime-route-repair-queue --no-refresh-coverage
Where To Start

Start with the 27 remaining abstains, but preserve the hard boundary: repair or policy first, bridge only after source-backed semantic proof.

Ali Mehdi Mukadam · co-authored with Codex · 2026-06-13
personalization-engine runtime-readiness source-authority top-band-abstain-semantic-qa runtime-contracts