ai
Installation
SKILL.md
AI/ML Engineering
Build production AI systems with modern patterns and tools.
Quick Reference
The 2026 AI Stack
| Layer | Tool | Purpose |
|---|---|---|
| Prompting | DSPy | Programmatic prompt optimization |
| Orchestration | LangGraph | Stateful multi-agent workflows |
| RAG | LlamaIndex | Document ingestion and retrieval |
| Vectors | Qdrant / Pinecone | Embedding storage and search |
| Evaluation | RAGAS | RAG quality metrics |
| Experiment Tracking | MLflow / W&B | Logging, versioning, comparison |
| Serving | BentoML / vLLM | Model deployment |
| Protocol | MCP | Tool and context integration |