Module 9: Generation, Grounding, and Citations

What you need first

• Module 8 (the context assembler and its labelled <document> blocks)
• Module 5 (the permission rule can_see and the leak probes)
• Module 1 (the package, hollin/llm.py with ask(), and the shared data)
• Pydantic and regular expressions
• A free Groq or Gemini key; the NLI model runs locally