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