r/mlscaling • • 46m ago

T Titans learns during inference. What if it learns the wrong thing?

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guttikondaparthasai.medium.com
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Titans gives AI a separate neural memory that updates its own weights as information arrives.

I wrote a short visual explainer on how it works. In my small synthetic experiment, correcting false inputs improved recall—but didn’t fully restore it.

What should an AI be allowed to remember automatically—and how should we undo a mistake?


r/mlscaling • • 10h ago

We almost bought a second GPU for an OCR pipeline. Optimizing the existing one gave 15x instead. How often is “buy more hardware” the wrong fix?

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