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Exira-X Projects: 2025–

PhysicsApril 9, 202612 min read

The Physics of Learning: What Neural Networks and Natural Systems Share

Gradient descent is not a metaphor for rolling downhill. It is rolling downhill.

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The Loss Landscape as Physical Terrain
Hebbian Learning and Electrical Resistance
Thermodynamics of Information
Phase Transitions in Training
What This Means for How We Build

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PhysicsApr 2026

Emergence vs Complexity: Why Simple Rules Win

The most interesting things in the universe were never designed. They emerged.

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