Engram Unveils Agent with Native Memory Capabilities

realJessyLin · x · 2026-08-18

Engram published their first research blog on agents trained with native memory. Instead of relying solely on weights or external notes, the system mimics human experts by naturally integrating knowledge from weights, text files, and RL practice. The team provided a preview by testing the agent on Calderwood & Harkness, a 100M token synthetic law firm dataset from Harvey.

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