Adversarial Code Review for Committed Diffs When code is already pushed and tests pass, perform targeted adversarial review: (1) Identify design choices (quantile indexing, boundary conditions, return types), (2) Check for type annotation inconsistencies (e.g., returned in ), (3) Test edge cases (empty sets, zero-duration phases, n=2 quantiles), (4) Verify docstring completeness against implementation. Route minor findings to focused GitHub issues rather than requiring a fix round if core logic is sound. ---