Latent Space: The AI Engineer Podcast · Latent.Space

Every Agent Needs a Box — Aaron Levie, Box

·1 hr 17 min·7 clips

Aaron Levie declares that every AI agent needs a 'box' to manage enterprise data securely.

Latent Space is a podcast for AI engineers and practitioners. This episode features Aaron Levie, CEO of Box — the enterprise file management platform that has handled document storage, permissions, and collaboration for 90,000-plus businesses for many years — speaking with hosts and guest host Jeff Hoover, CEO of vector database company Chroma. The conversation opens with the observation that we have entered an era where the primary interface to code and work products is no longer writing but talking to agents. Levie frames Box's position in this context: for years, Box stored corporate files that humans accessed only during active engagement with specific projects. Everything else sat largely dormant. AI agents change this fundamentally. A new employee onboarding can now have an agent surface all relevant prior documents. A sales call can have an agent retrieve relevant contract terms in real time. A product planning session can draw on archived roadmap materials across years. The previously dormant archive becomes continuously live. Levie identifies two distinct modes in which agents will access this data: as proxies operating as specific users with their permission sets (effectively acting as that person in the system), and as autonomous agents with their own independent permission structures that are distinct from any human user. He argues this requires new infrastructure thinking that most enterprise IT was not designed for. The episode also touches on the recent executive departure from OpenClaw (which OpenAI hired) and what it signals about where agent infrastructure capabilities are being prioritised. Levie is consistently enthusiastic and the conversation explores implications for every enterprise — the observation that all of the economy has to go through the same evolution that early-adopting teams are going through now, and that teams doing it early will see compounding returns.

As heard by us

Agents push the work to change.

Aaron Levie treats agents as a reminder that the work itself has to shift if the machines are going to matter. The focus stays on leverage, deployment, and the early teams that can build an edge by moving first.

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Why you'd press play

Why agents force you to redesign the workflow, not just add another tool.

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