AINA AI Fluency Capability Map P0
From AI anxiety to AI fluency: assessment, simulation, personalized curriculum, and proof.
This artifact proves the first headless AI Fluency Capability Map contract inside the data engine room. Title, workflow, tools, evaluator, proof, and future embeddings now feed the product object that matters.
Skillsoft frames the readiness gap; Unite.AI names capability mapping; GCheck makes verification the urgent wedge.
Assessment, simulation, evaluation, proof, and next curriculum move are now tied to one five-layer map.
Local only: refs and hashes, no raw learner work, no public runtime, no production telemetry.
Contract Proof
Valid: True. Fluency band: advanced. Overall score: 0.858.
| Layer | Score | Band | Evidence |
|---|---|---|---|
| task_exposure | 0.894 | fluent | 10 |
| tool_proficiency | 0.81 | fluent | 3 |
| judgment_quality | 0.775 | practicing | 9 |
| data_discipline | 0.81 | fluent | 10 |
| outcome_evidence | 1.0 | fluent | 2 |
Checks
- dimension_scores_present: pass
- external_writes_locked: pass
- five_layers_present: pass
- heatmap_rows_are_aggregate_only: pass
- legacy_review_gate_fields_absent: pass
- production_telemetry_locked: pass
- proof_artifacts_are_refs_only: pass
- public_runtime_locked: pass
- real_user_data_locked: pass
- scores_in_range: pass
Use this as the new product spine for source authority, embeddings, retrieval, evaluator work, and eventual enterprise readiness heatmaps.