Blog

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07 Jan 2026

Ghost Molecules: Why Neural Networks Fail at Atomic Repulsion

Standard MLPs create 'Soft Walls' that allow atoms to pass through each other. Here is how we built a 'Hard Wall' with much better physics.

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08 Sep 2025

Why Your Neural Network Can't Learn 1/x (And What We Did About It)

Why smooth activations create "Soft Walls" near poles, and how Signed Common Meadows (SCM) fix it for robotics, pharma, and electronics.

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15 Jul 2025

Looking for Problems: Where Should We Test ZeroProofML Next?

We validated the 'Physics Trinity' (Pharma, Electronics, Robotics). Now we need your help finding the next singularity.