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Latest  Machine Learning

Every AI Model Trains on a Curved Surface. Gradient Descent Pretends It’s Flat. Amari Proved the Cost in 1998.

Dr Swarneendu AI
3 likes
May 28, 2026

Author(s): Dr Swarneendu AI Originally published on Towards AI. Every AI Model Trains on a Curved Surface. Gradient Descent Pretends It’s Flat. Amari Proved the Cost in 1998. You have been visualizing the loss landscape wrong. Not slightly wrong. Geometrically wrong. The …

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Latest  Machine Learning

Every Token You Send Is a Geometry Problem. Nobody Told You What You’re Actually Paying For.

Dr Swarneendu AI
21 likes
May 26, 2026

Author(s): Dr Swarneendu AI Originally published on Towards AI. The AI industry sells you tokens. It bills you for tokens. It throttles you by tokens. And almost nobody has explained what a token actually costs, mathematically, and why the cost is not …

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