The Entropy-Gate: How we reduced AI Inference costs by 40% using Information Theory.

The biggest problem with Artificial Intelligence today isn’t model accuracy — it’s thermal and financial inefficiency. We are burning millions of dollars on GPUs processing data that, mathematically, does not contain enough information to converge to a deterministic answer. If a system doesn’t have the minimum required bits, AI doesn’t “predict” — it simply “guesses” at an extremely high cost. To address this, at PSI Cloud we’ve just published a breakthrough applied to the Python ecosystem: Th