AI Fluency Headless Loop V1
From AI anxiety to AI fluency: assessment, simulation, personalized curriculum, and proof.
50Loop fixtures
50Capability maps
250Observations
50Proof refs
250Heatmap rows
0Gemini calls
The loop uses real JD-backed role-context refs, but stores proof as hashes
and refs only. No workflow fingerprint, public runtime, real-user data,
external writes, production telemetry, or live Gemini calls are unlocked.
Sample Rows
| Title | Category | Use | Score |
|---|---|---|---|
| Case Manager | ambiguous_healthcare_or_social_services | guardrail_confirmation_fixture | 0.392 |
| Part-Time Retail Sales Associate | frontline_retail | teaching_evaluator_fixture | 0.468 |
| Customer Support Specialist | customer_support | teaching_evaluator_fixture | 0.484 |
| Financial Analyst | healthcare_or_regulated | guardrail_confirmation_fixture | 0.42 |
| Senior Accountant | legal_or_compliance | teaching_evaluator_fixture | 0.484 |
Checks
| Check | Status |
|---|---|
| all_fixtures_trace_to_real_jobs | PASS |
| assessment_simulation_evaluator_proof_loop_present | PASS |
| company_context_reference_only | PASS |
| external_writes_locked | PASS |
| five_layers_present_for_every_map | PASS |
| guardrail_fixtures_keep_explicit_confirmation | PASS |
| heatmap_rows_are_aggregate_and_suppressed | PASS |
| jd_aware_fixture_source_valid | PASS |
| legacy_review_gate_fields_absent | PASS |
| loop_fixture_count_in_25_to_50_band | PASS |
| next_curriculum_move_present | PASS |
| no_live_gemini_api_invoked | PASS |
| production_telemetry_locked | PASS |
| progressive_assessment_seed_valid | PASS |
| proof_artifacts_are_refs_and_hashes_only | PASS |
| public_runtime_locked | PASS |
| raw_jd_fields_excluded_from_loop_rows | PASS |
| real_user_data_locked | PASS |
| runtime_embedding_authority_not_promoted | PASS |
| workflow_fingerprint_not_created | PASS |