Working papers

learning the next working set
Personal ridge regression trained on workout history, checked against repeat-last, with the results and limits of a chronological evaluation.

recommendation guardrails
A safety layer that rounds targets to real gym increments, clamps them to recent anchors, and widens ranges when confidence is low.

training radar
How logit converts public workout history into the six training radar scores shown on public profiles.

dashboard metric definitions
A definitions paper for workout counts, month change, weekly trends, personal bests, and total lifted volume as computed inside logit today.

split and calendar math
How logit stores workout dates as normalized day values, defines today in Pacific time, and builds Monday-first weeks and month grids.