框架內部結構

Tool modules reference for Symbiosis — make_tools() options, phase scopes, patterns.py high-level patterns, prompts.py helpers, pipeline YAML format, and all tool module exports. Use when building species handlers, working with LLM tool loops, or using any library/tools/ module.

olavemil0

框架內部結構

Adding Features

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

eretica0

框架內部結構

Never Nester

Refactor deeply nested code by applying "Never Nester" principles: early returns, guard clauses, function extraction, and condition inversion. Use this skill whenever the user asks to reduce nesting, flatten code, fix arrow-shaped code, apply guard clauses, use early returns, refactor deeply nested if/else or try/catch blocks, or when the user pastes code that has 3+ levels of indentation and asks to clean it up. Also trigger when users mention the "Never Nester" concept by name, or ask to make code more readable by reducing indentation. Works across all languages.

Paopun200

框架內部結構

Oai Cn5g

Work with the OpenAirInterface 5G Core Network (OAI CN5G) repositories. Use when cloning, analyzing, building, configuring, or navigating any of the 18 OAI CN5G repositories (AMF, AUSF, LMF, NEF, NRF, NSSF, NWDAF, PCF, SMF, UDM, UDR, UPF, UPF-VPP, UPF-SDFabric, common-build, common-ci, common-src, fed). Use for 5G core network function questions, repository structure navigation, deployment with Docker Compose, and understanding 3GPP NF roles.

L-vd-M0

框架內部結構

Performance Optimization

Performans optimizasyonu teknikleri. PERFORMANS, OPTİMİZASYON, YAVAŞLIK veya N+1 QUERY sorunlarında otomatik uygula.

erhankaraarslan0

框架內部結構

Iterate Objects Safely

Use when iterating over object keys and values. Use when for...in loops produce type errors. Use when Object.entries returns any types. Use when dealing with prototype pollution concerns. Use when considering Map vs object.

luyi9850

框架內部結構

Tail Recursive Generics

Use when getting "Type instantiation is excessively deep" errors. Use when writing recursive generic types. Use when processing large or deep type structures. Use when building type-level loops.

luyi9850

框架內部結構

Module Augmentation

Use when extending third-party types. Use when adding properties to existing interfaces. Use when plugins extend core types. Use when declaration merging is needed. Use when augmenting global types.

luyi9850

框架內部結構

Variadic Tuple Types

Use when functions accept variable arguments. Use when typing rest parameters with specific constraints. Use when building generic function compositions. Use when preserving tuple length through transformations. Use when working with typed function pipelines.

luyi9850

框架內部結構

Evolving Types

Use when types change as code executes. Use when arrays are built incrementally. Use when working with any[] that narrows.

luyi9850

框架內部結構

Currying Inference

Use when generic types aren't inferred. Use when builder patterns need better types. Use when creating new inference sites.

luyi9850

框架內部結構

Semantic Kernel

Create, update, refactor, explain, or review Semantic Kernel solutions using shared guidance plus language-specific references for .NET and Python.

pvagnozzi0

框架內部結構

Accurate Environment Model

Use when defining global types. Use when augmenting window. Use when typing environment variables. Use when working with build-time constants. Use when configuring type definitions.

luyi9850

框架內部結構

Implementing Python

Implements concise, streamlined Python code matching exact architect specifications. Use when writing Python code, creating modules, or when the user asks to implement features in Python.

qte770

框架內部結構

Namespace Objects

Reduce cognitive overhead by grouping related functions into plain object namespaces instead of leaving them as loose top-level declarations. Apply when a file has more than ~5 top-level functions or when functions only make sense together.

r3gor0

框架內部結構

Caching

Implements Rails caching patterns for performance optimization. Use when adding fragment caching, Russian doll caching, low-level caching, cache invalidation, or when working with caching, cache keys, or memoization.

reckerswartz0

框架內部結構

Add Attributes Metadata

Add function/parameter attributes and IR metadata to LLVM 22 IR to unlock optimizer opportunities. Covers NoUnwind, ReadNone, NoCapture, Noundef, loop vectorization hints, branch weights, TBAA, !range, and !nonnull.

hbarve10

框架內部結構

Agent Metadata Skill

Improve an existing TYPO3 extension skill when activation, scope, or local QA need tightening. Do not use it for TYPO3 Core work or test-harness design.

ErHaWeb0

框架內部結構

Go Code

Modern Go implementation patterns, error handling, concurrency, configuration

victorzhuk0

框架內部結構

Dspy Expert

Builds and optimizes DSPy (dspy) programs end-to-end: signatures, modules, compilation/optimization, evaluation, and debugging. Use when the user mentions dspy/DSPy, Signature, Module, teleprompter/optimizer, compile, evaluate, few-shot, RAG, tool use, or local LLM endpoints (Ollama/vLLM/LM Studio).

VjayRam0

框架內部結構

Findop

Investigate a PyTorch operator's implementation details: dispatch mechanism, structured vs unstructured, supported dtypes, CPU scalar/vector/CUDA kernels, and implementation notes for porting. Only use when the user explicitly types "/findop". Do NOT use automatically or proactively.

wasamtc0

框架內部結構

Operator Dev

Structured workflow for SIPU operator development in torch_sipu. Use when implementing, modifying, fixing, or refactoring operators, for infrastructure changes that affect operator behavior, or for addressing MR review feedback from colleagues.

wasamtc0

框架內部結構

U0131 Tooling Policy Constraint Compiler

Build and operate the "Tooling Policy Constraint Compiler" capability for Tool Reliability and Execution Quality. Trigger when this exact capability is needed in mission execution.

zwright80

框架內部結構

Typescript Core

Advanced TypeScript patterns and best practices for 2025

bobmatnyc0

框架內部結構

Dotnet Patterns

.NET 8+ patterns: built-in DI, Entity Framework Core, Minimal APIs, IOptions, WebApplicationFactory testing, NativeAOT, and ProblemDetails.

edercnj0

框架內部結構

Implement Task

Implement code changes according to Task specifications. Use when executing implementation Tasks.

eshulman20

框架內部結構

Ralph Increment Feature Attempts

Increment the attempts counter for a feature after a failed implementation attempt. Optionally sets the last_error message.

Was850

框架內部結構

Handling Wpf Input Commands

Implements WPF input handling with RoutedCommand, ICommand, CommandBinding, and InputBinding patterns. Use when creating keyboard shortcuts, menu commands, or custom command implementations.

parksanghoon-sys0

框架內部結構

Cuda Performance

Use when optimizing CUDA kernels, GPU memory hierarchy, shared memory, coalescing, launch configuration, occupancy, warp divergence, host-device transfers, and end-to-end GPU pipeline.

miaodi0

框架內部結構

Refactoring Patterns

Refactoring patterns, techniques, and decision frameworks. Use when improving existing code structure, reducing complexity, eliminating code smells, choosing between refactoring approaches, or deciding when refactoring is worthwhile. Covers extraction, encapsulation, type-based refactoring, strategy patterns, modularity improvements, and compiler-guided transformation.

smileynet0