AINA data engine room · local checkpoint · 2026-06-13

AI Fluency Tool-Context Hardening Handoff

Ali Mehdi Mukadam - co-authored with Codex - branch ali/ain-506-p0-gate-2026-06-12

The remaining top-band AI Fluency rows missing both workflow tool context and named-tool source authority are now a deterministic hardening queue instead of an embedding backlog. The queue blocks title-only tool inference, learner tool-proficiency claims, live Gemini calls, batch candidates, runtime unlocks, public runtime, real-user data, external writes, and production telemetry.

Current Proof

Metric	Value
Input top-band rows	1,000
Any tool-context rows already covered	507
Tool-context gap queue rows	493
Top-500 gap rows	230
Embedding-allowed rows	0
Batch candidates	0
Title-only inference rows	0
Production unlocks	0
Live Gemini invoked	0

Gap Classes

source_authority_and_title_repair_needed: 213
family_resolution_before_tool_join: 209
sensitive_domain_tool_context_boundary: 71

Artifacts

artifacts/validation/ai_fluency_tool_context_hardening_v1.json
artifacts/validation/ai_fluency_tool_context_hardening_v1.jsonl
artifacts/validation/ai_fluency_tool_context_hardening_v1_semantic_sample_50.jsonl
artifacts/reports/ai_fluency_tool_context_hardening_v1.md
artifacts/reports/ai_fluency_tool_context_hardening_v1.html

Verification

uv run aina-data-engine --root /srv/aina/aina-data-engine-room ai-fluency-tool-context-hardening
uv run pytest tests/test_ai_fluency_tool_context_hardening.py tests/test_ai_fluency_capability_coverage.py -q
uv run ruff check src/aina_data_engine/ai_fluency_tool_context_hardening.py src/aina_data_engine/cli.py src/aina_data_engine/reports.py tests/test_ai_fluency_tool_context_hardening.py
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
uv run aina-data-engine --root /srv/aina/aina-data-engine-room validate

Linear Proof Comments

AIN-520: 9291f264-693f-4fc1-8665-af96c46bbd0c
AIN-527: 303017e0-872f-4159-be78-be918ea664dc
AIN-510: 892c90cf-f9a2-47be-8606-d12f52715dbb

Next Move

Resolve the 493-row queue by attaching JD-aware role-context evidence, jobs-research workflow intelligence, workflow tool evidence, named-tool source authority, and domain-policy boundaries. Only after the queue shrinks with passing receipts should new Gemini embedding or batch candidates be considered for those rows.

Resume Commands

cd /srv/aina/aina-data-engine-room
git status --short --branch
git log -5 --oneline
uv run aina-data-engine --root /srv/aina/aina-data-engine-room ai-fluency-tool-context-hardening
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
uv run aina-data-engine --root /srv/aina/aina-data-engine-room validate