NeoCognition Raises $40M Seed to Build AI Agents That Specialize Through Experience
April 22, 2026 – 8:41 am
NeoCognition, a Palo Alto AI research lab spun out of Ohio State University by Yu Su, has emerged from stealth with $40 million in seed funding. The oversubscribed round is co-led by Cambium Capital and Walden Catalyst Ventures, with participation from Vista Equity Partners.
Angel investors and founding advisors include Lip-Bu Tan, CEO of Intel and founding managing partner of co-lead Walden Catalyst Ventures; Ion Stoica, co-founder and executive chairman of Databricks; and AI researchers Dawn Song, Ruslan Salakhutdinov, and Luke Zettlemoyer. Additional institutional participants include A&E Investments, Salience Capital Partners, Nepenthe Capital, and Frontiers Capital.
The company was founded by Yu Su, Xiang Deng, and Yu Gu. Su is a professor at Ohio State University who has led one of the country’s most established LLM-based agent research labs since before the ChatGPT moment, and holds a Sloan Research Fellowship. He initially resisted commercializing his work until advances in foundation models made personalized agents feasible.
NeoCognition addresses the issue of AI agent reliability. While current agents successfully complete tasks only around 50% of the time (consistent with reported findings), NeoCognition aims to empower them to learn and specialize through experience, building a "world model" of their micro-environment rather than relying on pre-training data. This approach mirrors human learning, where expertise is gained by understanding specific domains.
Current AI agents, optimized for generalism, lack this specialization mechanism. NeoCognition believes its solution will create reliable specialist agents.