r/LocalLLaMA
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built a memory pipeline on Qwen3 235B A22B Instruct 2507 that scored #1 on LongMemEval-S (470/500) while being ~10x more token efficient than the next best system
Over past ~10 months I've been iterating on my memory system so I can make a proper assistant, like Rick's garage from Rick and Morty. I benched my latest iteration and it scored top out of any system I know of (470/500 on LongMemEval-S), while being way more token efficient and cheaper. The entire pipeline, storage an