Use when explaining heterogeneity and probing robustness in a Psychological Bulletin meta-analysis — moderator/subgroup analysis…
Write modern, high-performance C# code using records, pattern matching, value objects, async/await, Span<T>/Memory<T>, and best-practice…
Use faster, modern CLI replacements instead of legacy Unix tools, cross-platform (macOS, Linux, Windows).
Streamlines the submission process for the Modern Finance and Economics journal through manuscript fit analysis and academic framing…
Audit Unity scripts for modern development practices.
Modern Perl 5.36+ idioms, best practices, and conventions for building robust, maintainable Perl applications.
Modern Python project setup with uv, ruff, and pyright.
rlang metaprogramming patterns for data-masking, injection operators, and dynamic dots.
Use when designing or reviewing Swift protocols, generics, `some`/`any`, enums, domain types, associated types, typed throws, or public…
Use when the user asks to "set up types without a build step", "use vanilla JS with types", "configure erasable syntax", or mentions…
Write modern TypeScript for Medusa v2 — DML type inference, service generics, container typing, strict mode constraints, utility types…
Use when the user wants to modernize iOS code to iOS 17/18 patterns, migrate from ObservableObject to @Observable, update @StateObject to…
Create pull requests with mandatory CI validation, unit tests, and rich descriptions.
Create tests following Vitest and Playwright patterns.
Use when you need to add, remove, edit, list, or change the boot default of an nvpmodel power mode on a Jetson/Tegra (Orin, Thor) target.
Guides safe modification of the TaxonomicFilter — PostHog's multi-tab picker for events, actions, properties, cohorts, and more.
Develops the JavaScript logic for a web-based chess game that plays random valid moves automatically.
Turborepo monorepo build system guidance.
Use when a tutorial concept DAG exists and the run needs an ordered teaching plan with objectives and outputs.
Validate and use MoE expert-parallel communication overlap in Megatron-Bridge, including overlap_moe_expert_parallel_comm…
Train Mixture of Experts (MoE) models using DeepSpeed or HuggingFace.