A municipal bike-share desk cannot replay last Tuesday’s best adaptation: two new tickets were added to the spreadsheet, the framework was upgraded, and nobody wrote down the random seed. What should have been frozen for a replayable run?
Select an answer to reveal the explanation.
Short Explanation
Tuesday’s best run cannot be replayed if the spreadsheet grew, the framework changed, and the seed is missing. Freeze a data snapshot, pinned software and config, and the random seed. Collectives, score-only notes, and a camera feed are not that pin list.
Full Explanation
Replayability at associate depth is a short pin list: the data snapshot that was actually trained on, the software and config that ran, and the random seed. If the spreadsheet grows, the framework changes, or the seed is missing, Tuesday’s “best” run cannot be reconstructed. Distributed collectives, score-only notes, and image experiments are not that pin list.