I Took Laya's "Calibrated RL" Apart. It's Cross-Entropy With Extra Steps.
Laya's README reports a raw ECE of 0.466 on the typed-decisions benchmark before temperature scaling.
Sep 26, 2026
5 min
Inside RLCD: The Estimator, the Proof, and the 30 Runs That Changed My Mind
I went into this expecting the RL to be the interesting part. Laya's whole pitch is that a reinforcement-learning term turns noisy logits in...
Sep 26, 2026
7 min
Laya: A Fast, Multilingual "System 1" for Structured Decisions
Laya brings fast, structured decision-making to AI workflows with typed outputs for classification, scoring, and yes/no predictions. This de...
Sep 24, 2026
11 min