Deep Papers

Arize AI

Deep Papers is a podcast series featuring deep dives on today’s most important AI papers and research. Hosted by Arize AI founders and engineers, each episode profiles the people and techniques behind cutting-edge breakthroughs in machine learning.

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Deep Papers

Episodes (60)

Feb 11th CUGA Agent: From Benchmarks to Business Impact of IBM's Generalist Agent
Nov 24, 2025 TUMIX: Multi-Agent Test-Time Scaling with Tool-Use Mixture
Nov 10, 2025 Meta AI Researcher Explains ARE and Gaia2: Scaling Up Agent Environments and Evaluations

Deep Papers

Feb 11, 2026
23 minutes
16 MB

We dive into the latest paper from a team of researchers at IBM: "From Benchmarks to Business Impact: Deploying IBM Generalist Agent in Enterprise Production." We're excited to host several of the paper's authors, who walk us through the research and its implications. The paper reports IBM’s experience developing and piloting the Computer Using Generalist Agent (CUGA), which has been open-sourced for the community. CUGA adopts a hierarchical planner–executor architecture with strong analytical foundations, achieving state-of-the-art performance on AppWorld and WebArena. Beyond benchmarks, it was evaluated in a pilot within the Business-Process-Outsourcing talent acquisition domain, addressing enterprise requ...

Deep Papers

CUGA Agent: From Benchmarks to Business Impact of IBM's Generalist Agent

Arize AI

00:00 -23:04