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- ---
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- license: mit
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- ---
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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+ cat > README.md << 'EOF'
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+ ---
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+ title: Boiling Intelligence
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+ emoji: 🔬
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+ colorFrom: blue
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+ colorTo: indigo
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+ sdk: static
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+ pinned: false
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+ ---
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+
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+ # Boiling Intelligence
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+
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+ A minimal prototype of an autonomous AI physicist for phase-change
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+ mass-transfer discovery.
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+
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+ ## v0.4
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+
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+ The current synthetic benchmark demonstrates a closed scientific loop:
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+
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+ 1. Maintain competing mass-transfer closures.
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+ 2. Design discriminating tests.
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+ 3. Query a hidden synthetic physical world.
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+ 4. Update evidence.
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+ 5. Detect model-class failure.
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+ 6. Infer a minimal constitutive correction.
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+ 7. Compile the correction into a new executable model.
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+ 8. Re-enter the revised model into the falsification loop.
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+
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+ Example discovered closure:
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+
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+ M3 = 0.8 ΔT + 0.00196515 ΔT²
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+
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+ The hidden synthetic law is used only to validate the autonomous
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+ discovery architecture. This release does not claim discovery of a
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+ real boiling constitutive law.
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+
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+ ## Run
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+
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+ ```bash
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+ pip install -r requirements.txt
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+ ollama serve
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+ ollama pull gpt-oss:20b
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+ python main_v04.py
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+
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+ ## Roadmap
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+
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+ Agentic scientific reasoning
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+ Conservative multiscale recurrent neural operators
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+ Basilisk phase-change simulations
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+ Experimental ground-truth integration
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+ Closed-loop physical model discovery