Claim: task-free continual learning in O(1) memory with zero replay and zero backprop

Horror-Celery4869 · reddit · 2026-10-24

The author asks ML engineers: if task-free continual learning worked in constant O(1) memory—no replay buffer, no task boundaries, no backpropagation, no memory growth—which benchmark would you demand first to believe it?

They argue every deployed AI model today has a "frozen brain" and claims a breakthrough, though no details or evidence are provided yet.

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