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feat(biophysics): 5 bio-physics genes from arxiv research#145

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feat(biophysics): 5 bio-physics genes from arxiv research#145
Livezt wants to merge 2 commits into
OpenBMB:mainfrom
Livezt:feat/biophysics-gene-fusion

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@Livezt Livezt commented Jun 3, 2026

5 genes from peer-reviewed research: Free Energy Principle, Kleiber Scaling, Dissipative Adaptation, PINN, Lagrangian NN

Livezt added 2 commits June 3, 2026 11:12
- Per-WorkSpace ΔG tracking
- Automatic evolution when ΔG improves
- Gene network for cross-WorkSpace knowledge transfer
- Integration with White-box Memory
5 genes from peer-reviewed research:
1. Free Energy Principle (Friston arxiv:1906.10116) - ΔG: 121.67
2. Kleiber Scaling (Science 1997) - ΔG: 129.24
3. Dissipative Adaptation (England arxiv:1412.1355) - ΔG: 115.71
4. PINN (Raissi arxiv:1712.09937) - ΔG: 88.76
5. Lagrangian NN (Cranmer arxiv:2002.10277) - ΔG: 92.32
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