Building Applications
Llama Stack provides the building blocks for AI applications. Start with the notebook for a hands-on walkthrough, then dive into specific topics.
New to Llama Stack? Start with the Building AI Applications Notebook for an interactive, end-to-end walkthrough.
Core patterns
RAG
Retrieval-augmented generation with vector stores and file search
Agent Framework
Components and design patterns for building agents
Agent Execution Loop
How agents process, decide, and act step by step
Responses vs Agents API
Choosing the right API for your use case
Extend and operate
Tools
Extend capabilities with web search, MCP, and custom functions
Evaluations
Measure and improve quality with benchmarks and scoring
Telemetry
Monitor performance, traces, and behavior in production
Safety
Guardrails, content moderation, and responsible AI
Codex CLI Integration (Alpha)
Use Codex CLI with Llama Stack as a proxy for unified provider access