Engram: Improving Long-Horizon Tasks by Studying Environments

soumitrashukla9 · x · 2026-08-18

EngramLab published a research blog on 'Understanding a Law Firm through Study', proposing that agents trained with native memory to 'study' their environment achieve better performance. Observers note that this approach of allowing models to study environments could lead to significant capability jumps on long-tail real-world tasks.

Related event: Engram's First Research Blog: Agents with Native Memory Get Smarter and Cheaper(5 posts)→

Original post →

More from coding & agent

coding & agent channel →