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AI Playbook

Implementation Templates

📖 2 min read resourcestemplates
Starter code for common AI patterns - copy-paste ready for RAG, agents, chatbots, and more
Key Takeaways
  • Four production-ready templates: RAG system, single agent, multi-agent crew, and chat API
  • Each template includes complete code, configuration, and deployment guide
  • Designed to be adapted to your specific use case

Production-ready starter code you can copy and adapt. Each template includes:

  • Clean, commented code
  • Error handling
  • Configuration examples
  • Local testing setup

Available Templates

RAG System

Load documents → embed → retrieve → answer. Full example with Chroma and Claude.

Single Agent

Agent with tools for real-world tasks. Includes tool definitions and error handling.

Multi-Agent Crew

Multiple agents working together with roles and tasks. CrewAI example with collaboration.

Chat API

FastAPI server for a multi-turn chatbot. Includes conversation memory and streaming.

How to Use These Templates

  1. Copy the code from the template you want
  2. Install dependencies listed at the top of each template
  3. Set environment variables (API keys, etc.)
  4. Run locally to test
  5. Adapt for your use case (change tools, data sources, etc.)

Templates