Jev-LCT: Free Calibrated Confidence from Looped Transformer Trajectories

Small decision models have two bad options today: generate text token-by-token (slow, fragile to parse), or "introspect" their confidence verbally (systematically miscalibrated). Jev-LCT is an open-so