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.
Generates professional, minimal A4 resumes optimized for print and PDF export directly within Claude.
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…
Use when the user wants to modernize iOS code to iOS 17/18 patterns, migrate from ObservableObject to @Observable, update @StateObject to…
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.
Turborepo monorepo build system guidance.
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.
Produce a capacity planning document for a service covering traffic forecasts, resource requirements, and scaling strategy.
Convert a git log, commit list, or release notes into a polished, user-facing changelog.
Generate a tailored code review checklist for any pull request based on the language, type of change, and risk level.
Give structured, constructive feedback on any design using UX frameworks.
Write a clear, structured pull request description from a git diff, branch summary, or commit list.