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Understanding a Law Firm through Study — Engram

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Training agents to combine knowledge in weights, text memory, and search on realistic legal work.

August 17, 2026 Training agents to combine knowledge in weights, text memory, and search on realistic legal work. Written by Engram, in partnership with Harvey The agents of the future will familiarize themselves with their work in many different ways: learning knowledge and skills into weights, writing notes to themselves, and using tools to efficiently navigate the world. We’re excited to share our first results on what this would look like. In our work, we see these different forms of learning and memory as part of one end-to-end system. Integrating parametric knowledge, notes, and…

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