Rayan Singh

Ordinal Gates, Cardinal Bets: Matching LLM Confidence to the Financial Decision Operator

LLM confidence scores are not independently deployable objects: their decision value depends on the downstream operator and exposure controller that consume them. Monotone recalibration cannot change a coverage-matched rank-based gate, whereas position sizing consumes score magnitude, so changing a confidence map can i...