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#Machine-learning

Article January 4, 2026

Stop Your AI's Mid-Training Meltdowns: The mHC Fix Explained

Ever watched your model's loss spike to NaN after hours of training? That's the Hyper-Connection instability monster. Here's how mHC uses elegant math to cage it forever.

Article December 26, 2025

Busting AI Inconsistency: The Batch Invariance Problem

Your AI gives different answers to the same question, and it's not being creative. It's a system bug called 'batch invariance.' Here's why it happens and how engineers are fixing it.

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