Dan Biderman(@dan_biderman):Like real people, Engram's models use both neural memories and written notes to tackle hard tasks. Many legal tasks require reingesting the same persistent context: the firm filesystem. Scaling compute preemptively on that filesystem can obviate many challenges at inference time and unlock new types of behaviors.

Dan Biderman

@dan_biderman

CEO @EngramLab // Previously @HazyResearch @cu_neurotheory @DbrxMosaicAI

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Dan Biderman@dan_biderman

2026.08.17 19:52

Like real people, Engram's models use both neural memories and written notes to tackle hard tasks. Many legal tasks require reingesting the same persistent context: the firm filesystem. Scaling compute preemptively on that filesystem can obviate many challenges at inference time and unlock new types of behaviors.

Engram@EngramLab

2026.08.17 19:50

Today we're publishing our first research blog, Understanding a Law Firm through Study. We're sharing a glimpse of a future where agents are trained with native memory: