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Technical Talks

Niko Grupen
Niko Grupen
Head of Applied Research | Harvey

Legal Agency: Building Domain-specific Agents for Enterprise

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  • GenAI Applications

Building agents for real-world knowledge work requires a delicate balance of AI and Human-Computer Interaction (HCI) — one has to understand frontier model capabilities, translate them into a framework for agent behavior (with the right primitives, guardrails, etc), and then place them in an intuitive product surface that is interactive and transparent. The complexity of attaining this balance is magnified for vertical problem spaces that require significant domain expertise to solve for, like law. This talk will share insights and best-practices from building at the bleeding edge of the application layer. We'll explore how to leverage domain expertise to map model problems to legal problems (and importantly, evaluate them), how to create a framework for vertical agents that mirrors human processes, and why, despite LLMs being the star of the show, traditional engineering and machine learning practices are essential for maximizing quality and reliability in production environments.

Niko Grupen

Head of Applied Research

Niko Grupen

Harvey

Niko Grupen is the Head of Applied Research at Harvey. Prior to joining Harvey in early 2023, he held roles as a researcher at Google Brain, focusing on reinforcement learning and multi-agent systems, and a machine learning engineer at Apple. Niko has a PhD in Computer Science from Cornell University.