Component building guidelines for creating high-quality, accessible, and composable registry components. Triggers on tasks involving building a component, adding or building a block, new block, registry component. Use when working in src/registry/.
Guides development of AILANG builtin functions. Use when user wants to add a builtin function, register new builtins, or understand the builtin system. Reduces development time from 7.5h to 2.5h (-67%).
Frontend patterns for Next.js App Router, Clerk auth, shadcn/Radix UI, and PostHog analytics. Use when building UI components, creating pages, implementing auth flows, or adding analytics events. Ensures consistent UX patterns and accessibility standards.
Frontend patterns for Next.js App Router, Clerk auth, shadcn/Radix UI, and PostHog analytics. Use when building UI components, creating pages, implementing auth flows, or adding analytics events. Ensures consistent UX patterns and accessibility standards.
Use when implementing skill data generation from HTML sources for game build planners - guides the parser-factory-generation pattern for extracting level-scaling values for active and passive skills (project)
Assist Swift developers who consume JavaScriptKit for WebAssembly development
Process Purchase Orders and Bills of Material to generate priced Sales Orders
Manage the "whac-a-mole" nature of marketplace optimizations where every change creates winners and losers. Use this when launching ranking changes, badging systems, or supply-side incentives that redirect attention or inventory.
Pick a random item from the trading content collection and compose a tweet about it on X.
Numerical computing patterns for C++20 including matrix operations, iterative solvers, numerical stability, data pipelines, and HPC I/O with MPI-IO and HDF5.
Terminal emulation, text rendering optimization, and SwiftTerm integration for modern Swift applications
High-performance computing patterns for C++20 including cache-friendly data structures, SIMD vectorization, memory management, thread parallelism, lock-free data structures, and NUMA-aware allocation.
Specialist in bare-metal and RTOS firmware - ESP32/ESP-IDF, PlatformIO, Arduino, ARM Cortex-M, STM32 HAL/LL, Nordic nRF5/nRF Connect SDK, FreeRTOS, Zephyr
Refactoring techniques for Object Pascal: Extract Method, Extract Class, Guard Clauses, Replace Magic Numbers, Replace Conditional with Polymorphism, Introduce Parameter Object, Remove With, Extract Interface. Always focusing on maintaining behavior and improving readability.
Refactoring techniques for Object Pascal focused on improving readability, removing code smells, and preserving behavior through practices like Extract Method, Guard Clauses, and polymorphism.
Apply bounded semantic-layer improvements for Aperture Lab F-Stop's frozen calibration corpus. Use when acting as the optimizer model inside the VPS F-Stop loop; edit only the allowed semantic/importer files, run the required gates, and return a structured JSON outcome.
对最终选中的论文进行深度精读，从 card.md 中提取结构化字段（sub_field、ID_paradigm、baselines 等）。当 paper-pipeline 编排流程执行到 Step 6（深度精读）时自动触发。
Analyze PyTorch internals across Python, C++, and CUDA layers using the TorchTalk MCP server. Use when asked about how PyTorch operators work internally, where functions are implemented, what would break if code is modified, or finding tests for PyTorch operators.
Use when updating Gradle or Rust dependencies, bumping AGP/Kotlin/NDK versions, working with the version catalog, or managing Renovate configuration. Triggers on: update dependency, upgrade, bump version, libs.versions.toml, Cargo.toml update, renovate, CVE, security advisory.
Configure Trigger.dev projects with trigger.config.ts. Use when setting up build extensions for Prisma, Playwright, FFmpeg, Python, or customizing deployment settings.
Locate source code repositories for Python packages by analyzing PyPI metadata, project URLs, and code hosting platforms like GitHub, GitLab, and Bitbucket. Provides deterministic results with confidence levels.
