The myth of interchangeable AI compute

Hello, friends. The race to build out AI infrastructure has tempted everyone, buyers and sellers alike, to treat GPUs as interchangeable. But not all compute is created equal, and the differences only get more expensive to ignore as training runs get longer, Lambda Chief Commercial Officer Robert Brooks IV tells The Deep View.

The Deep View sat down with Brooks, a member of Lambda's founding team and now its CCO, to discuss the company's "superintelligence for all" mission, why he thinks compute is the opposite of a commodity, and how he uses AI to become "an expert in real time." Brooks joined Lambda in 2018 as one of its first non-technical hires, after earlier stints at Charles Schwab, Stack Overflow, and Tempo Automation. This interview has been edited for brevity and clarity. Thanks for tuning into this special weekend edition, presented in partnership with Lambda. Let us know what you think! —Jason Hiner

Why Lambda says compute is not a commodity

Jason Hiner: The phrase I keep hearing from Lambda is that compute is not a commodity. The temptation is to think of it the other way. Models are getting commoditized, and compute sits a layer beneath them, so surely it must be a race to the bottom on price. What does Lambda's phrase actually mean for you?

Robert Brooks IV: If you've ever visited a data center during build-out, not after, the answer is obvious. One of our larger sites had 3,000 people working on it concurrently. Thousands of mechanical, electrical, and plumbing components all have to come together to keep one GPU cluster reliable. I own steel-toed boots. I wear a hard hat when I show up. That's the physical reality behind the API call.

Jason: So how does that translate when a customer is choosing between Lambda and another neocloud?

Brooks: You'd never buy an airline ticket without knowing the carrier or the aircraft. You trust that you're getting a Boeing or Airbus, not a propeller plane. In compute, customers should be asking the same questions: which data center, what tier, who operates it, is it a retrofit of a former crypto mine? We've chosen to grow slower than some of our competitors because we only work with tier 2 and tier 3 facilities. On a three-to-five-year contract, those decisions compound into uptime, latency, and reliability.

Redefining superintelligence as a tool

Jason: Superintelligence has become a litmus test word in the industry. How does Lambda use it?

Brooks: Take the word "computer." Today, it means a box. It used to mean a human job. "Intelligence" is similarly abstract. Most of us just picture really smart people. Put "super" in front of it, and the goal is to create a tool that goes beyond what any human has done in every domain, all at once. Edison was not necessarily smart in domains he never touched, [for example]. Combine human intelligence with that tool, and you get drug discovery, safer transportation, [and] faster movement through the economy. The mission for Lambda is to democratize that: superintelligence for all, not something locked inside one lab.

What a $40,000 robot taught Lambda about the future

Jason: What's one tool right now that's making a big difference for you that other people should consider?

Brooks: About a year and a half ago, we had some extra marketing budget and bought a Unitree robot for around $40,000. Our machine learning team started building models and figuring out how to actually program it. Not everyone gets that kind of exposure today, but with 1X's Neo robot rumored to land around $20,000, people are going to start experiencing this in their daily lives soon.

Jason: What changes when that becomes real?

Brooks: I want to maximize my time on the things I love. If a robot can load the dishwasher, fold the laundry, [and] handle the simple tasks I don't want to spend time on, I'd rather be on my mountain bike or hardcore into work. Everyone is focused on LLMs and Claude Code right now, and so am I. But the robot has let me glimpse what comes after. The interesting question is what we do with the free time. Are we progressing drug discovery? Painting? Writing poetry? Riding more? That's where this gets fascinating.

If you want to get in front of an audience of 750,000+ developers, business leaders and tech enthusiasts, get in touch with us here.