OBS็จใฎLuaใใฃใซใฟใผใใฉใฐใคใณใๅฎ่ฃ ใใใใทใงใผใใผใไฝฟใฃใๆ ๅใจใใงใฏใ๏ผใผใใใ่ฒ่ชฟๅคๆดใๆญชใฟใใขใถใคใฏ็ญ๏ผใLuaในใฏใชใใใจใใฆไฝๆใใใใฃใซใฟใผ่ฟฝๅ ใใๆฐใใใใฃใซใฟใผใไฝใใใใใใใใจใใงใฏใใๅฎ่ฃ ใใฆใใจใใฃใใชใฏใจในใใงไฝฟ็จใLuaในใฏใชใใใใทใงใผใใผใณใผใใREADMEใฎๅ จใฆใๅฎ่ฃ ใใใ
Serena MCPใไฝฟใฃใๅฎ่ฃ ไฝๆฅญใใญใผใใณใผใๅฎ่ฃ /ไฟฎๆญฃใฟในใฏๆใซ่ชๅ้ฉ็จใใกใขใช็ฎก็ใจใทใณใใซใฌใใซๆไฝใๅซใใ
This skill should be used when migrating features from src.legacy/ to the new kernel implementation or removing legacy code after reaching feature parity. Use for systematic legacy code removal, updating FEATURE_COMPARISON.md, verifying feature equivalence, and ensuring safe code retirement.
Implement memory-safe programming with RAII, ownership, smart pointers, and resource management across Rust, C++, and C. Use when writing safe systems code, managing resources, or preventing memory bugs.
Guides optimal Linear operations usage with caching, performance patterns, and error handling. Auto-activates when implementing CCPM commands that interact with Linear. Prevents usage of non-existent Linear MCP tools.
OS kernel research specialist. Use when researching operating system best practices, comparing implementations to Linux/FreeBSD/XNU, evaluating kernel design patterns, or ensuring Breenix follows production kernel conventions.
Master Julia 1.10+ with modern features, performance optimization, multiple dispatch, and production-ready practices. Expert in the Julia ecosystem including package management, scientific computing, and high-performance numerical code. Use PROACTIVELY for Julia development, optimization, or advanced Julia patterns.
Building DuckDB loadable extensions with CMake, FetchContent, and proper metadata handling
Implements functions following project conventions. Applies data-first parameter order, currying patterns with *On and *With variants, and consistent universal operation names.
Use the decomp-permuter to automatically find C code variations that match target assembly. Useful when stuck at 99%+ match with stubborn register allocation issues. Invoked with /decomp-permuter <function_name> <scratch_slug> or when manual matching attempts are exhausted.
Kuikly ๅผๅไธๅฎถ๏ผ็ฒพ้ Kuikly ๆกๆถ่ฎพ่ฎก็ๅฟตใๆ ธๅฟ็นๆงๅๆไฝณๅฎ่ทต
PROHIBITS placeholder code, default values that mask missing data, and silent failures. Enforces fail-fast with loud errors. Use when implementing ANY function or data structure.
Expert in optimization methods covering linear programming, convex optimization, gradient methods, and constrained optimization
Generate optimized scripts that utilize the specific hardware (cores, GPU, OS) of the execution environment.
modules/* ใฎ core ใจ std ใฎไพๅญๅข็ใๅฎใไพ้ ผใงไฝฟใใcore ใฏ no_std ใฎใฟใซไพๅญใใstd ใฏ std/tokio ใชใฉใซไพๅญใงใใใใในใใณใผใใฏไพๅคใ
Build Vela RTOS (NuttX-based) with automatic detection of NuttX and Vela-specific targets. Supports CMake+Ninja, Makefile, and Vela envsetup build system (lunch + m).
Hot-reloadable Flecs modules as Rust dylibs. Covers module architecture, component vs system modules, and inter-module dependencies.
Gradient-based approximation to activation patching for scalable circuit analysis. Use when activation patching is too slow or when analyzing many components simultaneously.
Explore how to implement a new SystemVerilog feature in the Lyra compiler. Use when investigating what changes are needed across the compilation pipeline.
Hasktorch type-safe tensor operations with categorical structure preservation. Use when implementing type-safe deep learning in Haskell, leveraging dependent types for tensor shape verification, applying categorical abstractions to neural network design, or building formally verified ML pipelines with strong type guarantees.
Delegate complex tasks to sub-agents for parallel autonomous work. Use when GPU kernel optimization, numerical correctness verification, performance profiling, or long-running validation would benefit from focused independent execution.
