About this episode
What happens when the marginal cost of intelligence approaches zero?
David Weisburd speaks with Richard Socher about building U.com, the evolution of AI search and agents, and why infrastructure—not hype—will determine AI’s real economic impact. Richard shares a first-principles view on where AI creates value, how enterprises are deploying agents today, and what long-term shifts in labor, productivity, and education may follow.
Highlights:
Building You.com and focusing AI search on accuracy and data quality
Why AI agents depend on strong search and infrastructure layers
Early enterprise use cases across coding, legal, healthcare, and research
The idea of intelligence becoming cheap and its second-order effects
Why AI adoption is gradual but structurally inevitable
Jobs, agency, and the fallacy of fixed labor supply
How AI changes access to tutoring, healthcare, and personal assistance
Investing in AI from first principles: data availability and timing
Where regulation matters and where it risks overreach
Why computer science remains foundational in an AI-driven world
Guest Bio:
Richard is the Co-Founder and Managing Director at AIX Ventures and Co-Founder and CEO of You.com, the leading AI search infrastructure for enterprises. At AIX Ventures, he has led early investments into several fast growing and category defining AI startups including Hugging Face, Weights and Biases, Athelas, Profluent, Parallel Bio, and Assured Robot Intelligence (ARI).
Richard previously served as the Chief Scientist and EVP at Salesforce. Before that, Richard was the CEO/CTO of AI startup MetaMind, acquired by Salesforce in 2016. Richard received his Ph.D. in computer science from Stanford University in 2014 and later served as an adjunct professor. He is widely recognized as having brought neural networks into the field of natural language processing, inventing the most widely used word vectors, contextual vectors, and prompt engineering. He is one of the top-five most-cited researchers in NLP, with over 230,000 citations.
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