Blog

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04 May 2026

ZeroProofML 0.5.1: Strict Inference You Can Audit

ZeroProofML 0.5.1 makes strict rational inference inspectable across export, validation, and deployment handoff.

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07 Jan 2026

Ghost Molecules? A Lennard-Jones Stress Test for Neural Potentials

A controlled Lennard-Jones dimer test shows where smooth neural potentials can look accurate yet extrapolate too softly in the repulsive core.

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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.