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The Anti-Pattern Detector acts as a strategic technical mentor that scans proposals, roadmaps, and team structures for proven failure modes. By analyzing signals across architecture, timelines, team dynamics, and technology choices, it highlights critical risks like premature optimization, hero dependencies, and scope creep. The skill provides structured reports with evidence-backed findings and actionable recommendations, helping leads and architects avoid technical debt and organizational dysfunction early in the planning phase.