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Use when configuring or working with Solid Queue for background jobs. Applies Rails 8 conventions, database-backed job processing, concurrency settings, recurring jobs, and production deployment patterns.
Respond to PR review feedback with maximum transparency. Analyze feedback, get second opinions on non-trivial decisions, post comments documenting every judgment, and implement fixes. All reasoning must be visible in PR comments. Keywords: PR review, code review response, review feedback, address comments, fix review.
系统调优
Kubernetes Deployment 管理
Gate 6: Technology choices document - explicit, versioned, validated technology selections with justifications. Large Track only. HARD BLOCK: Must load Ring Standards and PROJECT_RULES.md before proceeding.
Technical mechanics for autonomous AI coding loops
Expand a single brand color into a complete multi-hue color system using harmonies. Creates primary, analogous, complementary, and split-complementary ramps.
WCAG AA and ARIA best practices — screen readers, keyboard navigation, focus management. Use when building any user-facing interface or reviewing accessibility compliance.
Multi-layer validation pattern - validates data at EVERY layer it passes through to make bugs structurally impossible, not just caught.
Run SEO and GEO audits on URLs covering technical SEO, content quality, E-E-A-T signals, and AI citation readiness. Use when evaluating search performance or diagnosing ranking issues.
WebSocket and realtime communication with sails-hook-sockets for Sails.js applications. Use this skill when building chat, notifications, live updates, presence tracking, or any feature that requires persistent bidirectional communication between server and client.
Pipeline health assessment with coverage ratios, conversion benchmarks, velocity analysis, and problem diagnosis frameworks.