## Background Research with Gemini identified key issues with mistral-nemo and tool calling: - "Pre-computation Hallucination" - model answers before using tools - High default temperature (0.7-0.8) causes wandering - Model is "chatty and confident" - needs explicit constraints ## Key Recommendations from Gemini Research 1. **Temperature 0.0** for tool-calling agents (deterministic, follows schema) 2. **Chain of Thought (CoT)** - force step-by-step reasoning 3. **Negative constraints** - tell model what NOT to do (Nemo responds better) 4. **Explicit tool descriptions** - verbose docstrings with "never estimate yourself" 5. **"Strictly tool-based assistant"** pattern - NO internal knowledge claim