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Deep dive into framework internals.

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manage-memories

Memory layer operations for persistent session storage

cuioss
cuioss
development
open
framework-internals
0

code-optimizer

Otimizador automático de código usando análise evolutiva GEPA para melhorar qualidade, performance e manutenibilidade

automacoescomerciaisintegradas
automacoescomerciaisintegradas
development
open
framework-internals
0

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 for ML training, analytics tools, performance profiling, or any Python heavy lifting.

ak-eyther
ak-eyther
development
open
framework-internals
0

torch-compile

Optimize PyTorch with torch.compile (TorchDynamo/Inductor), focusing on compile overhead, graph breaks, and benchmark methodology. Use when speeding up PyTorch models or debugging compile behavior; triggers: torch.compile, torchdynamo, inductor, graph break, pytorch optimization.

cuba6112
cuba6112
development
open
framework-internals
0

loop-vectorizer

Convert Python loops to vectorized PyTorch tensor operations for performance. This skill should be used when optimizing computational bottlenecks in PyTorch code during Phase 4 performance optimization.

omriwen
omriwen
development
open
framework-internals
0

numpy-core

Fundamental NumPy operations including ndarray creation, dtypes, shape manipulation, and basic operations with a focus on memory alignment and data views. Triggers: numpy, ndarray, dtype, reshape, memory alignment, array-creation.

cuba6112
cuba6112
development
open
framework-internals
0

skill-with-scripts

A template for skills that include executable code for deterministic operations.

beshkenadze
beshkenadze
development
open
framework-internals
0

autofix-type-conversion

Fixes type mismatch errors by adding appropriate casts or conversions.

hyz0906
hyz0906
development
open
framework-internals
0

ffi-bindings

Create FFI bindings between Lean 4 and C code. Use when working with foreign functions, native libraries, Metal, or system APIs.

nathanial
nathanial
development
open
framework-internals
0

unsloth-qlora

Advanced 4-bit quantization techniques using Unsloth and BitsAndBytes for extreme VRAM efficiency (triggers: QLoRA, 4-bit, load_in_4bit, bnb-4bit, VRAM optimization, dynamic quantization).

cuba6112
cuba6112
development
open
framework-internals
0

discoverymarket-scan

Analyze the competitive and adjacent solution landscape to surface differentiation opportunities.

edwardmonteiro
edwardmonteiro
development
open
framework-internals
0

embedded-thinking

提供嵌入式系统软硬件协同思考框架,涵盖硬件层、软件架构、资源约束、实时性、测试调试五大维度。当需要设计嵌入式应用、评审物联网系统、或需要全局视角审视 MCU/MPU 与软件配合时使用。支持裸机/RTOS 选型、功耗优化、内存预算、中断响应、OTA 升级等嵌入式特有场景决策。

tikazyq
tikazyq
development
open
framework-internals
0

gpu-parallel-scheduling

GPU-safe parallel processing patterns for KINTSUGI to prevent OOM crashes and ensure Jupyter-compatible progress output

smith6jt-cop
smith6jt-cop
development
open
framework-internals
0

vm-interpreter

Exploiting custom interpreters and virtual machines

amattas
amattas
development
open
framework-internals
0

adding-features

Step-by-step guide for adding new feature modules to the renderer process using feature-based architecture

eretica
eretica
development
open
framework-internals
0

numpy-memory

Deep dive into memory layout, including strides, C vs Fortran order, and zero-copy view generation via stride tricks. Triggers: strides, C-order, Fortran-order, memory locality, stride_tricks.

cuba6112
cuba6112
development
open
framework-internals
0

lean-hit-development

Guides adding new Higher Inductive Types to the ComputationalPaths library. Use when creating new HITs, defining fundamental group (pi1) calculations, implementing encode-decode proofs, or adding new topological spaces.

Arthur742Ramos
Arthur742Ramos
development
open
framework-internals
0

ultra-performance-resilience-specialist

Experto en optimización de bajo nivel. Su misión es garantizar 60 FPS constantes, gestión de memoria eficiente mediante Isolates y disponibilidad offline total.

F4TB0Yz
F4TB0Yz
development
open
framework-internals
0

obs-windows-building

Build OBS Studio plugins for Windows using MSVC or MinGW. Covers Visual Studio setup, .def file exports, Windows linking (ws2_32, comctl32), platform-specific sources, and DLL verification. Use when building OBS plugins natively on Windows or troubleshooting Windows builds.

meriley
meriley
development
open
framework-internals
0

waldstorm

Use superpowers with more memory.

aaronwald
aaronwald
development
open
framework-internals
0

detector-plugin

Create new vision detector plugins following Bob The Skull's detector architecture. Use when adding new detectors like object detection, pose estimation, gesture recognition, or any computer vision detector.

want2bet
want2bet
development
open
framework-internals
0

linear-solver

Solves linear systems (Ax=b) using NumPy, JAX, PyTorch, and Lineax. Covers dense, sparse, and specialized (tridiagonal) solvers.

yonesuke
yonesuke
development
open
framework-internals
0

c-timelog-engineering

High-performance C development for data-intensive systems, with explicit emphasis on time-indexed / log-structured in-memory engines (e.g., Timelog-class designs). Use when building advanced data structures, algorithms, or libraries in C with focus on: memory efficiency, cache locality, immutable segment layouts, atomic publication, snapshot reads, SIMD/bit operations, and (future) Python bindings. Applies to: custom allocators, paged/segment storage, compression and bitmaps, index structures, single-writer/multi-reader concurrency patterns, background maintenance (flush/compaction), and performance-critical library development.

VldChk
VldChk
development
open
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