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ray-data
by Orchestra-Research
Scalable data processing for ML workloads. Streaming execution across CPU/GPU, supports Parquet/CSV/JSON/images. Integrates with Ray Train, PyTorch, TensorFlow. Scales from single machine to 100s of nodes. Use for batch inference, data preprocessing, multi-modal data loading, or distributed ETL pipelines.
evaluating-code-models
by Orchestra-Research
Evaluates code generation models across HumanEval, MBPP, MultiPL-E, and 15+ benchmarks with pass@k metrics. Use when benchmarking code models, comparing coding abilities, testing multi-language support, or measuring code generation quality. Industry standard from BigCode Project used by HuggingFace leaderboards.
skypilot-multi-cloud-orchestration
by Orchestra-Research
Multi-cloud orchestration for ML workloads with automatic cost optimization. Use when you need to run training or batch jobs across multiple clouds, leverage spot instances with auto-recovery, or optimize GPU costs across providers.
lambda-labs-gpu-cloud
by Orchestra-Research
Reserved and on-demand GPU cloud instances for ML training and inference. Use when you need dedicated GPU instances with simple SSH access, persistent filesystems, or high-performance multi-node clusters for large-scale training.
torchforge-rl-training
by Orchestra-Research
Provides guidance for PyTorch-native agentic RL using torchforge, Meta's library separating infra from algorithms. Use when you want clean RL abstractions, easy algorithm experimentation, or scalable training with Monarch and TorchTitan.
react-best-practices
by vudovn
React and Next.js performance optimization from Vercel Engineering. Use when building React components, optimizing performance, eliminating waterfalls, reducing bundle size, reviewing code for performance issues, or implementing server/client-side optimizations.
database-design
by vudovn
Database design principles and decision-making. Schema design, indexing strategy, ORM selection, serverless databases.
i18n-localization
by vudovn
Internationalization and localization patterns. Detecting hardcoded strings, managing translations, locale files, RTL support.
documentation-templates
by vudovn
Documentation templates and structure guidelines. README, API docs, code comments, and AI-friendly documentation.
game-development
by vudovn
Game development orchestrator. Routes to platform-specific skills based on project needs.
mcp-builder
by vudovn
MCP (Model Context Protocol) server building principles. Tool design, resource patterns, best practices.
server-management
by vudovn
Server management principles and decision-making. Process management, monitoring strategy, and scaling decisions. Teaches thinking, not commands.
api-patterns
by vudovn
API design principles and decision-making. REST vs GraphQL vs tRPC selection, response formats, versioning, pagination.
systematic-debugging
by vudovn
4-phase systematic debugging methodology with root cause analysis and evidence-based verification. Use when debugging complex issues.
clean-code
by vudovn
Pragmatic coding standards - concise, direct, no over-engineering, no unnecessary comments
bash-linux
by vudovn
Bash/Linux terminal patterns. Critical commands, piping, error handling, scripting. Use when working on macOS or Linux systems.
code-review-checklist
by vudovn
Code review guidelines covering code quality, security, and best practices.
powershell-windows
by vudovn
PowerShell Windows patterns. Critical pitfalls, operator syntax, error handling.
app-builder
by vudovn
Main application building orchestrator. Creates full-stack applications from natural language requests. Determines project type, selects tech stack, coordinates agents.
geo-fundamentals
by vudovn
Generative Engine Optimization for AI search engines (ChatGPT, Claude, Perplexity).
mobile-design
by vudovn
Mobile-first design thinking and decision-making for iOS and Android apps. Touch interaction, performance patterns, platform conventions. Teaches principles, not fixed values. Use when building React Native, Flutter, or native mobile apps.
vulnerability-scanner
by vudovn
Advanced vulnerability analysis principles. OWASP 2025, Supply Chain Security, attack surface mapping, risk prioritization.
testing-patterns
by vudovn
Testing patterns and principles. Unit, integration, mocking strategies.
rust-pro
by vudovn
Master Rust 1.75+ with modern async patterns, advanced type system