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Exira-X Projects: 2025–

PhysicsApril 9, 202610 min read

Emergence vs Complexity: Why Simple Rules Win

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

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The Difference Between Complex and Complicated
The Rule Table
Where This Appears in Nature
Why Engineers Get This Wrong
Why This Matters Now
What This Means for AI

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PhysicsApr 2026

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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