CUDA crashes often hide the inputs and state that caused the failure. This skill uses FlashInfer logging and NVIDIA tools to expose actionable diagnostic evidence.

GPU kernel comparisons are unreliable when timing methods and parameters vary. This skill guides reproducible FlashInfer benchmarks using CUPTI or CUDA events.

Adding a FlashInfer kernel requires coordinated CUDA, TVM-FFI, Python, tracing, testing, AOT, and benchmark changes. This skill provides a complete implementation workflow with repository-specific examples.

Teams need reliable source discovery before scraping or answering questions. This skill guides Firecrawl search integration, result selection, and follow-up extraction decisions.

Apps often need clean content from one known URL. This skill guides a focused Firecrawl /scrape integration for page extraction.

Dynamic pages often hide data behind clicks, forms, and login flows. This skill helps teams choose and scope Firecrawl /interact integrations.

Adding Swift Packages to Xcode projects can be error-prone and easy to break. This skill uses a bundled Swift tool to add packages, link products, and handle Firebase plist setup.

Firebase sign-in setup can become inconsistent across providers and security rules. This skill gives focused guidance for Firebase Auth basics in AI coding sessions.

Adding Gemini features to Firebase apps requires platform-specific setup and production safeguards. This skill provides focused Firebase AI Logic guidance for web, mobile, and Flutter projects.

Firebase Extension migrations require careful trigger, configuration, lifecycle, and packaging changes. This skill guides conversion to local Cloud Functions or reusable npm packages.

Python developers need reliable Genkit guidance because the SDK changes quickly. This skill provides current patterns for setup, flows, tools, Dotprompt, FastAPI, evals, and troubleshooting.

Genkit Go projects require correct patterns for flows, prompts, tools, streaming, and model providers. This skill gives Claude Code and Codex focused guidance for building and debugging those features in Go.

Dart teams need current patterns for adding generative AI to applications. This skill guides Genkit flows, tools, providers, streaming, MCP, and typed schemas.

Pluto.jl notebook work often needs live state, reactive controls, and rendered outputs. This skill helps Claude, Codex, and Claude Code inspect, drive, and export notebooks through MCP tools.

Expo teams often need web libraries inside native apps without rewriting them. This skill guides Claude, Codex, and Claude Code through safe DOM component patterns.

Mobile apps need reliable API requests, caching, token handling, and offline behavior. This skill guides Expo developers through fetch, React Query, SecureStore, NetInfo, and environment-based configuration.

Expo teams need consistent styling across native and web targets. This skill gives a focused setup path for Tailwind CSS v4, NativeWind v5, and react-native-css.

Expo teams need reliable development clients when native code goes beyond Expo Go. This skill guides EAS build setup, TestFlight delivery, local builds, installation, and basic troubleshooting.

Expo Router API routes can be confusing when secrets, deployment, and runtime limits are involved. This skill gives practical patterns for building, testing, and deploying routes on EAS Hosting.

Expo apps often need native-feeling navigation, controls, media, and visual polish. This skill gives Codex and Claude practical patterns for Expo Router UI work.