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Deep dive into framework internals.

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framework-internals
1

rust-ml-huggingface-porting

Port HuggingFace models to Candle with correct tensor naming. Use when debugging weight loading errors or matmul issues.

gar-ai
gar-ai
development
open
framework-internals
1

rust-tokio-essentials

Core Tokio patterns including runtime setup, spawn_blocking for CPU work, and avoiding blocking operations. Use for any async Rust development.

gar-ai
gar-ai
development
open
framework-internals
1

lang-carbon-dev

Foundational Carbon patterns covering memory safety, modern syntax, C++ interop, and Carbon idioms. Use when writing Carbon code or migrating from C++. This is the entry point for Carbon development.

aRustyDev
aRustyDev
development
open
framework-internals
1

edge-rendering-strategies

Distribute rendering logic to edge nodes to minimize TTFB and support personalized caching.

harborgrid-justin
harborgrid-justin
development
open
framework-internals
1

transmissions-processor

Guide for creating custom Transmissions processors with factory registration for core and remote development

danja
danja
development
open
framework-internals
1

detecting-signed-unsigned-conversion

Detects unsafe signed/unsigned integer conversions that can lead to integer overflow and security check bypasses. Use when analyzing integer operations, comparisons, or investigating conversion-related vulnerabilities.

waiwai24
waiwai24
development
open
framework-internals
1

python-pro

Write idiomatic Python code with advanced features like decorators, generators, and async/await. Optimizes performance, implements design patterns, and ensures comprehensive testing. Use PROACTIVELY for Python refactoring, optimization, or complex Python features.

sidetoolco
sidetoolco
development
open
framework-internals
1

ebpf-attach-hook

Implement eBPF program attachment logic for various hooks (XDP, TC/tcx, netkit, kprobe, tracepoint, cgroup) with proper error handling, cleanup, and link management. Includes Go code using cilium/ebpf library. Use when attaching CNF programs to kernel hooks.

cassamajor
cassamajor
development
open
framework-internals
1

atmel

Atmel/Microchip AVR MPN encoding patterns, suffix decoding, and handler guidance. Use when working with ATmega, ATtiny, SAM, or other Atmel components.

Cantara
Cantara
development
open
framework-internals
1

creating-adts

This skill should be used when the user asks to "create an ADT", "scaffold a discriminated union", "add a tagged union", "create Effect Schema union", or needs to create algebraic data types following the ADT library pattern with proper member files and barrel exports.

jasonkuhrt
jasonkuhrt
development
open
framework-internals
1

takum-arithmetic

Implement and understand Takum arithmetic - a logarithmic tapered-precision number format using base √e. Use when working with numerical precision, floating-point alternatives, scientific computing, or implementing custom number systems. Covers encoding/decoding, arithmetic operations, transcendental functions, type conversions, and comparison with IEEE 754 and posits.

LukeFrankio
LukeFrankio
development
open
framework-internals
1

ndk

NDK (Nihon Dempa Kogyo) timing devices MPN encoding patterns, suffix decoding, and handler guidance. Use when working with NDK crystals, oscillators, TCXOs, VCXOs, OCXOs, VCSOs, or SAW devices.

Cantara
Cantara
development
open
framework-internals
1

pyomo

Expert in Pyomo mathematical optimization modeling in Python - use for optimization problems, linear/nonlinear programming, constraint programming, and dynamic optimization

sverzijl
sverzijl
development
open
framework-internals
1

complexity-analysis

Analyze algorithm complexity, understand Big O notation, computability theory, NP-completeness, and computational limits.

pluginagentmarketplace
pluginagentmarketplace
development
open
framework-internals
1

macroblock

Macroblock Inc. MPN encoding patterns, LED driver decoding, and handler guidance. Use when working with Macroblock LED drivers or MacroblockHandler.

Cantara
Cantara
development
open
framework-internals
1

rust-macros

Master Rust macros - declarative and procedural macros

pluginagentmarketplace
pluginagentmarketplace
development
open
framework-internals
1

rust-development

Use when writing Rust code for memory safety, performance, and systems programming

trash-panda-v91-beta
trash-panda-v91-beta
development
open
framework-internals
1

convert-haskell-roc

Convert Haskell code to idiomatic Roc. Use when migrating Haskell applications to Roc's platform model, translating lazy pure functional code to strict platform-based architecture, or refactoring type class based designs to ability-based patterns. Extends meta-convert-dev with Haskell-to-Roc specific patterns.

aRustyDev
aRustyDev
development
open
framework-internals
1

lang-carbon-library-dev

Carbon language library development patterns including interoperability with C++, memory safety patterns, generic programming, build system integration, testing approaches, and documentation standards. Use when creating Carbon libraries, designing public APIs with safety and interoperability in mind, or porting C++ libraries to Carbon.

aRustyDev
aRustyDev
development
open
framework-internals
1

context-optimization

Extend effective context capacity through compression, masking, caching, and partitioning techniques.

5dlabs
5dlabs
development
open
framework-internals
1

artery

Artery Technology MPN encoding patterns, suffix decoding, and handler guidance. Use when working with Artery AT32 MCUs (STM32-compatible ARM Cortex-M4) or ArteryHandler.

Cantara
Cantara
development
open
framework-internals
1

convert-cpp-rust

Convert C++ code to idiomatic Rust. Use when migrating C++ projects to Rust, translating C++ patterns to idiomatic Rust, or refactoring C++ codebases. Extends meta-convert-dev with C++-to-Rust specific patterns, including FFI-based gradual migration.

aRustyDev
aRustyDev
development
open
framework-internals
1

k1-architecture

Deep understanding of K1.reinvented's compilation architecture, node system, and extension methodology. Teaches why graphs compile to C++ and how to extend the system without violating minimalism.

synqing
synqing
development
open
framework-internals
1

detecting-integer-overflow

Detects integer overflow and underflow vulnerabilities in arithmetic operations used for buffer sizing or allocation. Use when analyzing calculations, size computations, or investigating integer wraparound issues.

waiwai24
waiwai24
development
open
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