jpmschweitzerandClaude Opus 4.5
3b58fa4f8b
Structure webber into three independent subprojects: - webber-api/: FastAPI backend server with all agent code - webber-cli/: Standalone CLI client (renamed from cli/ to webber_cli/) - webber-sandbox/: Test project for functional testing Key changes: - Each subproject has its own .venv (Python 3.12+) - Added sandbox.sh for managing test project templates - Created sandbox-templates/ with calculator-cli and empty starter - Updated CI/CD for prefixed tags (api/v*, cli/v*) - Added comprehensive AGENTS.md with operational instructions - Added gitignore filtering to glob and grep tools - Created pyproject.toml for each subproject Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>
708 B
708 B
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
- Temperature 0.0 for tool-calling agents (deterministic, follows schema)
- Chain of Thought (CoT) - force step-by-step reasoning
- Negative constraints - tell model what NOT to do (Nemo responds better)
- Explicit tool descriptions - verbose docstrings with "never estimate yourself"
- "Strictly tool-based assistant" pattern - NO internal knowledge claim