AI supervision lab · v0.3

Signal Check

No live AI calls. v0.3 keeps the seeded confidence-drift queue and makes each feedback beat player-paced, so the badge lesson is readable before the next case arrives.

calibration honest

incoming case 1/30

model output

confidence badge

evidence card

first call the badge

v0.3 keeps the calibration call, then holds the explanation until you choose the next case.