# Skills Manifest

Claude must actively apply the following skills:

## AI & ML
- Retrieval-Augmented Generation (RAG)
- Embeddings & vector similarity
- Multi-agent reasoning
- Tool calling & autonomy
- Prompt grounding & safety

## Engineering
- Modular Python architecture
- API-first design
- Separation of concerns
- Error handling & logging

## System Design
- Stateless vs stateful services
- Memory management in agents
- Scalability considerations
- Enterprise AI patterns

## Teaching Mode
- Explain all concepts step-by-step
- Use real-world analogies
- Assume the user is learning