verify-results
Verify Results
Close the loop between what the paper claims and what the artifact produces. This skill helps the author confirm their reported numbers reproduce: it locates the experiment code, helps stand up a clean/sandboxed run, runs the artifact's own tests, and does a consistency audit — comparing the metrics the run produces against the paper's tables and claims, within a tolerance that does not change the paper's conclusions. It reports mismatches (paper says X, code produces Y) and missing reproduction steps, and audits the artifact against current reproducibility-badge expectations.
It is a copilot: it sets up and guides, and the author runs anything heavy (training, long evals) in their own environment. It never fabricates a number, never executes destructive commands, and never claims a result was independently reproduced — a clean audit means consistent, not reproduced.