When a coach overrides a recommendation, the athlete now sees both the model’s answer and the coach’s, with the coach’s name on the override. We think the disagreement is information the athlete should have.
A replication in a trained population moved the ladder one step up. The note lists what held, what did not, and what a coach should do while it is still emerging.
Threshold is no longer a fixed line for the whole ride. The model lets it settle as fuel runs down, and the reserve above it is recomputed every minute.
A fueling and pacing plan built from your own numbers, with the range and the grade on every hourly target, and a hard stop the model cannot argue with.