Claude Cookbook

Anthropic's Claude Cookbook is a collection of technical guides that help developers build advanced AI agents and applications using Claude models.

Key technical implementation examples include the following:

• Agent Optimization: Reduced latency and token consumption through programmatic tool calling (PTC), large-scale tool retrieval using embeddings, and context compression techniques.
• Multi-Agent Systems: Asynchronous multi-agent orchestration, Specialist Team coordination, and implementation of Outcome Grader loops for verifying agent task results.
• Feature Extensions: A Crop Tool for image analysis, building a memory store that remembers user preferences, and developing security vulnerability detection agents.
• Operations and Deployment: Agent hosting and deployment strategies across various environments using Docker, Modal, and Kubernetes.

This guide goes beyond simple prompt engineering, including concrete patterns and code examples needed to design and manage Agentic Workflows in real production environments.