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- Add .agents/skills/review/SKILL.md with a required review checklist covering project rules, model client rules, pipeline rules, XML rules, and test rules. - Update AGENTS.md with a dedicated 'Review Stage Rules' section that makes review mandatory and maps confidence thresholds to XML generation behavior. - Add review skill to the skills reference. - Add .ruff_cache/ to .gitignore and keep agent XML templates out of the '*.xml' ignore rule.