I'm replacing every memory layer I've ever built into an agent with this.
SureThing dropped SOTA on LongMemEval.
88.0% overall. 91.0% knowledge update. 76.7% single-session preference.
Number one across every category that actually matters.
Then their own AI walked up to the screen and started explaining the whole thing itself.
Nobody asked it to.
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