AINA data engine room - AI Fluency proof-tail fixtures - 2026-06-13

Proof-Tail Fixtures

Source-backed, non-generic top-band AI Fluency proof gaps now get local supplemental evaluator fixtures. Source-less, generic, title-repair, or broad-neighbor rows stay blocked so the coverage lane does not turn weak metadata into proof.

The Single Idea

Only source-backed, non-generic proof gaps become local supplemental fixtures. The rest stay in a repair queue.

2proof gaps
45fixtures
2blocked
14top-500 fixtures

Fixture Functions

FunctionFixtures
finance9
education7
legal_compliance11
design_creative4
marketing1
administration3
customer_success1
data_analytics3
operations2
physical_frontline1
engineering_hardware1
sales2

Blocked Reasons

ReasonRows
title_authority_missing1
function_too_generic1
generic_title_family_needs_resolution1
resolved_family_too_generic1
title_family_resolution_required1

Checks

CheckResult
coverage_receipt_validPASS
top_rows_presentPASS
proof_gap_rows_presentPASS
fixture_or_blocked_rows_match_gapsPASS
all_fixtures_source_backedPASS
all_fixtures_local_onlyPASS
all_fixtures_have_evaluator_assertionsPASS
all_blocked_rows_have_reasonsPASS
generic_rows_blockedPASS
no_legacy_review_gate_fieldsPASS
no_live_gemini_api_invokedPASS
no_embedding_or_batch_manifestPASS
no_production_unlocksPASS
This receipt does not create learner proof, live Gemini calls, embedding manifests, batch manifests, or production unlocks.