Catch hidden test failures by running adversarial review on sparse-data edge cases before final push
Scanned 9/9/2026
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Skills Directorynpx -y skills add vamseeachanta/workspace-hub --skill gsd-adversarial-review-pattern --agent claude-codeInstalls into .claude/skills of the current project.
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---
name: gsd-adversarial-review-pattern
description: Catch hidden test failures by running adversarial review on sparse-data edge cases before final push
version: 1.0.0
source: auto-extracted
extracted: 2026-04-10
metadata:
tags: ["testing", "data-validation", "qa", "edge-cases"]
---
# GSD Adversarial Review Pattern
After implementing analytics functions that handle sparse or missing data, run a focused adversarial review on the exact diff before pushing. Specifically: (1) verify test assertions match the actual filter logic (not just fixture coincidence), (2) check for silent failures where data passes validation but shouldn't, (3) re-run full test suite after fixes. This catches TDD precision errors where tests accidentally pass on incomplete fixtures but would fail on real data.Is this your skill, or is something wrong with this listing? Request removal or report an issue. Author removals are honored within 72 hours.
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