framework-internals
0
optimizing-memory-allocation-lite
Provides essential Zero Allocation patterns using Span and ArrayPool. Use when quickly referencing core memory optimization techniques without detailed explanations.
christian289
development
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framework-internals
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rust-tooling
Rust development tools including PyO3 bindings, sqlx database access, AGiXT SDK, and Rust-Python interop
FlexNetOS
development
framework-internals
0
chip-semantic-versioning
Hardware chip semantic versioning scheme for IC modules. Defines MAJOR.MINOR.PATCH conventions for RTL design and verification changes.
Devil-SX
development
framework-internals
0
syntax-keyword-assert-perl
Use Syntax::Keyword::Assert for zero-cost assertions in Perl
kfly8
development
framework-internals
0
netninja-qt-compat
Implement and maintain NET-NiNJA's Qt compatibility logic: auto-select PyQt6 vs PyQt5 based on CPU features (SSE4.1/4.2), add and honor --gui=auto|qt6|qt5, and prevent premature PyQt6 imports that crash on legacy CPUs. Use when touching GUI startup, requirements, or hardware gating.
aztr0nutzs
development
framework-internals
0
implementing-axi
Provides SVC-specific AXI/AXI-Lite naming conventions, signal ordering, and available modules. Triggers when implementing AXI or AXI-Lite interfaces.
pbozeman
development
framework-internals
0
obs-cross-compiling
Cross-compile OBS Studio plugins from Linux to Windows using MinGW, CMake presets, and CI/CD workflows. Covers toolchain files, headers-only linking, OBS SDK fetching, and multi-platform artifact packaging. Use when building OBS plugins for Windows from Linux or setting up CI pipelines.
meriley
development
framework-internals
0
ros-expert
Robotics Operating System (ROS 1 & 2) expert. Specializes in node lifecycle, transformations (TF2), URDF modeling, navigation, and build systems (catkin/colcon).
p1tl0rd
development
framework-internals
0
path-tactics
Use ComputationalPaths path tactics to automate common RwEq goals (path_simp/path_auto/path_normalize), and structure calc-based proofs cleanly.
Arthur742Ramos
development
framework-internals
0
maverick-rust-unsafe
Rust unsafe code, FFI, and safety invariants
get2knowio
development
framework-internals
0
unsloth-quantization
Utilizing Dynamic 4-bit quantization, FP8 training, and 8-bit optimizers to minimize VRAM usage without sacrificing accuracy. Triggers: quantization, dynamic 4-bit, fp8, bitsandbytes, adamw_8bit, qat.
cuba6112
development
framework-internals
0
cocoindex-rust
Comprehensive toolkit for developing with the CocoIndex Rust API. Use when building high-performance operators, embedding the engine in Rust applications, or extending the core framework. Covers LibContext management, custom native operators, and direct execution control.
knitli
development
framework-internals
0
ffi-pyo3-maturin
Build or modify the Rust↔Python FFI using PyO3+maturin. Use for binding builds, smoke tests, and boundary validation workflow.
JoernStoehler
development
framework-internals
0
moai-lang-cpp
Modern C++ (C++23/C++20) development specialist covering RAII, smart pointers, concepts, ranges, modules, and CMake. Use when developing high-performance applications, games, system software, or embedded systems.
zellycloud
development
framework-internals
0
tidy-evaluation
Use when programming with tidyverse data-masked functions (dplyr, ggplot2, tidyr) and need to pass column references through functions. Covers: forwarding patterns with {{ and ..., names patterns with .data/.env pronouns, bridge patterns with across()/all_of(), double evaluation and ambiguity pitfalls. Does NOT cover: expression mechanics (r-metaprogramming), error handling (rlang-conditions), function design (designing-tidy-r-functions).
jsperger
development
framework-internals
0
python-performance-patterns
Low-risk Python performance optimization patterns with verified speedups
smith6jt-cop
development
framework-internals
0
numpy-masked
Masked arrays for robust handling of missing or invalid data, ensuring they are excluded from statistical and mathematical computations. Triggers: masked array, numpy.ma, missing data, invalid values, hard mask.
cuba6112
development
framework-internals
0
omo-agents
oh-my-opencode 风格的多代理编排系统。提供 7 个专业代理协同工作：Sisyphus（主编排）、Oracle（架构顾问）、Librarian（文档研究）、Explore（代码搜索）、Frontend Engineer（UI/UX）、Document Writer（文档撰写）、Multimodal Looker（多模态分析）。当需要复杂开发任务、多角度问题解决、或特定专业领域帮助时使用。
bahayonghang
development
framework-internals
0
gpu-quality-priority
KINTSUGI processing principles: Never sacrifice quality for speed, always use GPU when available. Trigger: performance optimization, CPU/GPU choice, fast mode, quality vs speed.
smith6jt-cop
development
framework-internals
0
binary-parsing-mixed-endian
Parsing binary files with mixed endianness and variable-length records in Python.
YoungY620
development