FAMILIAR ▍

Independence
requests answered by the apprentice, at the accuracy floor
Accuracy floor
apprentice answers only above this confidence
Total spent
$0.00
every service on its free tier — the ledger is the point
Inference latency

Apprentice vs rules — intent accuracy (measured, never claimed)

● = claimed by the apprentice (held-out accuracy ≥ 0.75). Unclaimed categories route to the teacher. Teacher capability baseline (separate task set):

Independence timeline

Quality gate — it trains itself, it cannot promote itself

Cost ledger — the $0 thesis

Model lineage