Retention, not loops: why recursive self-improvement keeps starting over

BandAutomatic2009 · reddit · 2026-10-22

A long-form Reddit essay argues recursive self-improvement isn't yet a loop because improvements get discarded. It breaks the loop into three functions—retention, discrimination, promotion—and identifies retention as the binding constraint, since a context window is supplied input, not capability. It weighs four places memory can live (weights, external store, scaffolding, in-computation state), notes retention is also a safety surface with poisoning and drift risks, and announces MemT 1.0, a 293B attempt at memory state inside the model's computation.

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