Agents

Example	Description
Quickstart	Starter examples for creating and running agents with core settings.
Input Output	Examples for input formats, validation schemas, streaming, and structured outputs.
Context Management	Examples for instructions, system messages, introduction messages, and context shaping.
Tools	Examples for callable tool factories, tool choice, and tool call limits.
State And Session	Examples for session state management, chat history, and session persistence.
Memory And Learning	Examples for persistent memory and learning behavior.
Knowledge	Examples for retrieval-augmented generation, knowledge filters, and custom retrievers.
Guardrails	Examples for input/output safety checks and policy enforcement.
Hooks	Examples for pre-hooks, post-hooks, tool hooks, and stream lifecycle hooks.
Human In The Loop	Examples for confirmation flows, user input prompts, and external tool handling.
Approvals	These cookbooks demonstrate the @approval decorator for human-in-the-loop (HITL) approval workflows.
Multimodal	Examples for image/audio/video processing patterns.
Reasoning	Examples for explicit multi-step reasoning behavior.
Advanced	Advanced examples covering caching, compression, concurrency, events, retries, debugging, culture, and serialization.
Dependencies	Examples for runtime dependency injection and dynamic runtime inputs.
Skills	Examples for defining and using agent skills and helper scripts.