Perform SGLang code review in the style of human maintainers by consulting the full non-agent PR review episode corpus from project start…
shadcn/ui component patterns including CVA variants, OKLCH theming, cn() utility, and composition.
Comprehensive GLSL shader techniques for creating stunning visual effects — ray marching, SDF modeling, fluid simulation, particle…
SharePoint integration via Apideck's File Storage unified API — same methods work across every connector in File Storage, switch by…
Backend architecture patterns, API design, database optimization, and server-side best practices for Node.js, Express, and Next.js API…
Universal coding standards, best practices, and patterns for TypeScript, JavaScript, React, and Node.js development.
Use when configuring ShellCheck, fixing ShellCheck findings, choosing Bash versus POSIX analysis mode, setting project suppressions, or…
Apple FoundationModels framework for on-device LLM — text generation, guided generation with @Generable, tool calling, and snapshot…
Fix-until-clean loop then commit and push.
Expert assistance for building SignalWire AI Agents in Python.
Synchronizes code implementation with high-level design specifications to ensure development remains intent-driven.
Pattern for functions that accept either a single item or an array.
Review changed code for reuse, quality, and efficiency, then fix any issues found.
Implements, refactors, and fixes code changes safely while providing comprehensive validation and change summaries.
Design system architecture with module partitioning, interface definitions, and technology selection.
SCM (software configuration management) and Git: branching, merges, conflicts, worktrees, baselines, audit readiness, plus Conventional…
Use when designing or materially changing module boundaries, public or cross-module interfaces, shared abstractions, state ownership…
For 2D grid problems: mazes, board games, tile maps, pixel grids, coordinate systems, cellular automata, flood fill.
Generates Sorbet inline type signatures using sig blocks directly in Ruby source files.
Internal-only TypeScript packages in a monorepo should export source, not a compiled dist/.
PowerShell Windows patterns. Critical pitfalls, operator syntax, error handling.