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Major simplification of CI/CD: - Remove complex Python model validation scripts (400+ lines) - Let Claude handle model validation intelligently via GitHub Actions - Claude fetches latest models from docs.anthropic.com/en/docs/about-claude/models/overview.md - Add comprehensive notebook validation script for local testing - Interactive dashboard with progress tracking - Auto-fix for deprecated models - GitHub issue export format - Idempotent with state persistence - Simplify CI to use single Python version (3.11) - Update workflows to use Claude for all intelligent validation Benefits: - No more hardcoded model lists to maintain - Claude understands context (e.g., educational examples) - 50% faster CI (removed matrix strategy) - Single source of truth for models (docs site)
Anthropic Cookbook
The Anthropic Cookbook provides code and guides designed to help developers build with Claude, offering copy-able code snippets that you can easily integrate into your own projects.
Prerequisites
To make the most of the examples in this cookbook, you'll need an Anthropic API key (sign up for free here).
While the code examples are primarily written in Python, the concepts can be adapted to any programming language that supports interaction with the Anthropic API.
If you're new to working with the Anthropic API, we recommend starting with our Anthropic API Fundamentals course to get a solid foundation.
Explore Further
Looking for more resources to enhance your experience with Claude and AI assistants? Check out these helpful links:
Contributing
The Anthropic Cookbook thrives on the contributions of the developer community. We value your input, whether it's submitting an idea, fixing a typo, adding a new guide, or improving an existing one. By contributing, you help make this resource even more valuable for everyone.
To avoid duplication of efforts, please review the existing issues and pull requests before contributing.
If you have ideas for new examples or guides, share them on the issues page.
Table of recipes
Skills
- Classification: Explore techniques for text and data classification using Claude.
- Retrieval Augmented Generation: Learn how to enhance Claude's responses with external knowledge.
- Summarization: Discover techniques for effective text summarization with Claude.
Tool Use and Integration
- Tool use: Learn how to integrate Claude with external tools and functions to extend its capabilities.
Third-Party Integrations
- Retrieval augmented generation: Supplement Claude's knowledge with external data sources.
- Embeddings with Voyage AI
Multimodal Capabilities
- Vision with Claude:
- Generate images with Claude: Use Claude with Stable Diffusion for image generation.
Advanced Techniques
- Sub-agents: Learn how to use Haiku as a sub-agent in combination with Opus.
- Upload PDFs to Claude: Parse and pass PDFs as text to Claude.
- Automated evaluations: Use Claude to automate the prompt evaluation process.
- Enable JSON mode: Ensure consistent JSON output from Claude.
- Create a moderation filter: Use Claude to create a content moderation filter for your application.
- Prompt caching: Learn techniques for efficient prompt caching with Claude.
Additional Resources
- Anthropic on AWS: Explore examples and solutions for using Claude on AWS infrastructure.
- AWS Samples: A collection of code samples from AWS which can be adapted for use with Claude. Note that some samples may require modification to work optimally with Claude.