Validates new features against the project's feature system documented in docs/FEATURES.md. Ensures feature flags follow conventions, checks feature module structure, validates feature usage patterns, and verifies cross-platform compatibility. Use when adding new features, modifying feature modules, or reviewing feature-based changes.