An AI memory design reportedly eclipsed a good part of a personal lab

A user says a memory design shared by Victor Taelin eclipsed a good part of their personal AI lab within days of implementation. Their Claude SDK agent runs on a cheap VPS and can update its own interface, tools and SDK, they say. Taelin says he updated the OptMem-based algorithm to fix cache bugs. The user plans to benchmark the design in enterprise settings.