Навыки: Данные

Security patterns for RAG and CAG systems with multi-tenant isolation. Use when building retrieval-augmented or cache-au...

Build the FastAPI-based RAG service using OpenAI Agents/ChatKit, Neon Postgres, and Qdrant for the textbook. Use when cr...

Improves the RAG (Retrieval-Augmented Generation) chatbot for the Physical AI & Humanoid Robotics textbook with strict g...

Automatically applies when building RAG (Retrieval Augmented Generation) systems. Ensures proper chunking strategies, ve...

Expert in Retrieval-Augmented Generation systems - knowledge bases, chunking strategies, embedding optimization, and pro...

Learn what RAG (retrieval-augmented generation) is by building a small one over your own documents, so an AI answers fro...

Интеграция RAG (Retrieval Augmented Generation) с xAI Grok Collections и Google Gemini. Используй этот skill когда нужно...

Expert in managing RAG (Retrieval-Augmented Generation) indices for L'Oréal's BTDP infrastructure. **TRIGGER THIS SKILL...

RAG 파이프라인 최적화 스킬. 검색 품질, 리랭킹, 쿼리 확장, 하이브리드 검색 관련 작업에서 자동으로 활성화됩니다. retrieval, rerank, embedding, vector search, semantic...

RAG architecture patterns and optimization. Chunking strategies, embedding selection, retrieval tuning, multimodal RAG,...

Transform textbook content based on the 10-dimension user profile to provide personalized learning experiences. Agent: A...

Use when building Retrieval-Augmented Generation systems. Covers document chunking, embedding generation, vector indexin...

Search RAG database for relevant content. Use for semantic queries over processed documents, code, or papers.

Framework for state-of-the-art sentence, text, and image embeddings. Provides 5000+ pre-trained models for semantic simi...

Retrieval-Augmented Generation (RAG) implementation - vector databases, embedding models, chunking strategies, retrieval...

Patterns for wrapping any agent with RAG context from ChromaDB. Use to add persistent memory to imported or external age...

RAGAS를 사용하여 LLM 애플리케이션을 체계적으로 평가하는 방법을 제공합니다.

Search for Israel Rail train schedules using the railil CLI. Find routes between stations with fuzzy search, filter by d...

Ruby on Rails backend development patterns for [PROJECT_NAME]

Use when action Controller patterns including routing, filters, strong parameters, and REST conventions.

Use when active Record patterns including models, associations, queries, validations, and callbacks.

Use when debugging Rails issues - provides Rails-specific debugging tools (logs, console, byebug, SQL logging) integrate...

Use when adding interactivity to Rails views - Hotwire Turbo (Drive, Frames, Streams, Morph) and Stimulus controllers

Use when setting up background jobs, caching, or WebSockets - SolidQueue, SolidCache, SolidCable (TEAM RULE

Rails backend development guidelines for building maintainable Ruby on Rails applications. Use when creating controllers...

This skill provides expert guidance on implementing Ruby on Rails applications using 37signals (Basecamp/HEY) patterns a...

Comprehensive Ruby on Rails conventions, design patterns, and idiomatic code standards. Use this skill when writing any...

Use when writing or reviewing Ruby on Rails: routing and controllers, Active Record models and queries, migrations, conf...

Use when deciding what a Rails application's relational schema should represent before writing models or migrations, inc...

Use when changing Rails database schemas, migrations, indexes, constraints, transactions, locking, query strategy, conne...

Design and implement database indexes for optimal query performance. Use when creating tables, optimizing slow queries,...

Use proactively when encountering Rails errors, test failures, build issues, or unexpected behavior. Analyzes errors, re...

Use when building Rails 7+ web applications with Hotwire, real-time features, or background job processing. Invoke for A...

Rails frontend development guidelines using Hotwire (Turbo + Stimulus), Tailwind CSS, and ViewComponent. Modern patterns...

Create expert-level Ruby on Rails generators for models, services, controllers, and full-stack features. Use when buildi...

Use when hotwire (Turbo and Stimulus) for building modern reactive Rails applications without complex JavaScript framewo...

Rails project implementation, testing, and documentation support. Use this skill when working on Rails projects for impl...

Specialized skill for building modern SPAs with Inertia.js, React/Vue/Svelte, and Rails. Use when creating Inertia pages...

Master Rails 7+ patterns with MVC, Active Record, Hotwire, Action Cable, and modern Rails development practices.

Ruby on Rails guidance — MVC conventions, ActiveRecord mastery, Hotwire, background jobs, and production ops.

Optimize ActiveRecord queries to prevent N+1 queries and improve performance. Use when experiencing slow queries, optimi...

Business and systems analyst for Rails projects. Use when decomposing features into tasks, estimating complexity, descri...

REST API specialist for Rails applications. Use when building API endpoints, implementing serialization, API versioning,...

Specialized skill for Rails background jobs with Solid Queue. Use when creating jobs, scheduling tasks, implementing rec...

Specialized skill for Rails business logic with ActiveInteraction, AASM state machines, and ActiveDecorator. Use when im...

Project management skill that analyzes tasks, breaks them down into stages, coordinates other skills, and ensures proper...

Technical documentation specialist for Rails projects. Use when writing README files, API documentation, setup guides, a...

Specialized skill for Rails testing with RSpec, FactoryBot, and TDD workflows. Use when writing tests, setting up test c...