Jan 19, 2023 · 39m · how-i-built-this
HIBT Lab! Nuro: Dave Ferguson
0:00 / 0:00
gold bands on the timeline = statements, start to end. Hover to read, click to jump. CC turns on captions
In this episode of How I Built This Lab, host Guy Raz interviews Nuro co-founder Dave Ferguson about his trajectory from early robotics research and Google's self-driving project to engineering custom, zero-occupant autonomous vehicles that revolutionize local commerce and grocery delivery.
How this conversation actually went
Every chapter scored 0–10 on four independent dynamics. Hover any point for the reasoning behind the score. Guy holds 26.6% of the talking time here. How this is scored →
Guy as informed peer 2.2 Guest teaching 2.7 Guest disagreement 0.4 Guy pushing back 0.6
speaking balance: gold is Guy, purple is the guest (3 minute bins)
Sharpest disagreement ▶ 25:44 Correction on manufacturing capacity constraints
Dave firmly corrects Guy's skeptical assumption that Nuro can only build a few hundred custom vehicles a year by highlighting their manufacturing agreement with BYD.
Hardest push from Guy ▶ 24:36 Pressing on rollout delays and limited market presenceGuy challenges Dave on why autonomous deliveries remain confined to tiny pilot areas and questions whether the underlying technology is truly ready for broad deployment.
Biggest teaching moment ▶ 23:15 The autonomy tradeoff between safety and passenger comfortDave delivers a nuanced technical breakdown of how carrying cargo instead of passengers allows autonomous vehicles to optimize strictly for safety rather than smooth riding dynamics.
Guy holds their own ▶ 28:48 Identifying BYD's domestic manufacturing facility locationGuy quickly identifies Lancaster, California as the exact US manufacturing facility location for BYD before Dave mentions it, demonstrating his domain preparation.
the scores for every segment, with the reasoning behind each
| Chapter | Topic | Guy as informed peer | Guest teaching | Guest disagreement | Guy pushing back | Why |
|---|---|---|---|---|---|---|
| Early Robotics at University of Otago and Move to CMU | 2 | 3 | 1 | 0 | Guy prompts Dave with chronological questions about his academic journey from New Zealand to CMU and early robotics projects like HERB. Dave enthusiastically shares educational context about early DARPA challenges and robotic manipulation. | |
| Hedge Fund Detour and Google's Self-Driving Car Team | 2 | 2 | 0 | 0 | Guy and Dave discuss the transition from quantitative finance to Google's early autonomous vehicle project. The tone is thoroughly collaborative as Dave explains how he and co-founder Jiajun Zhu met and led core autonomy teams. | |
| Founding Nuro to Transform Physical Commerce Through Robotics | 1 | 3 | 0 | 0 | Guy inquires about what differentiated Nuro from existing self-driving efforts. Dave delivers a structured thesis on using robotics for physical commerce and outlines the scale of domestic errand driving. | |
| Mid-Interview Commercial Break | 3 | 3 | 0 | 0 | Following the break, Guy asks precise questions regarding early capital requirements, vehicle dimensions, and federal motor safety exemptions. Dave explains the safety optimizations made possible by removing passenger compartments. | |
| Errand Replacement Benefits and the Kroger Grocery Pilot | 2 | 2 | 0 | 0 | Guy asks about commercial pilot partnerships like Kroger. Dave outlines the operational learnings gained from running grocery deliveries to customers in Phoenix. | |
| Autonomous Tech Architecture and Passengerless Safety Advantage | 2 | 4 | 1 | 0 | Guy asks Dave to compare Nuro's tech architecture to Cruise and Tesla. Dave educates the audience on the core tradeoff in autonomous systems between passenger comfort and vehicle conservatism. | |
| Manufacturing Scaling with BYD and Autonomous Rollout | 3 | 3 | 2 | 3 | Guy pushes on why deployments remain limited in scope and suggests custom manufacturing severely caps unit production. Dave pushes back by citing their partnership with BYD to achieve mass production capability. | |
| Second Commercial Break | 3 | 2 | 0 | 1 | Guy demonstrates knowledge about BYD's Lancaster manufacturing footprint and presses Dave on collision management and law enforcement interactions. Dave details their remote operation protocols and vehicle interface screens. | |
| Economic Headwinds, Layoffs, and Managing Cash Burn | 2 | 2 | 0 | 2 | Guy asks directly about recent macroeconomic pressures and company layoffs. Dave candidly takes ownership of over-hiring and discusses maintaining runway with their remaining cash reserves. | |
| Future Vision: Batched On-Demand Deliveries and Package Logistics | 2 | 3 | 0 | 0 | Guy invites Dave to paint a ten-year vision of autonomous delivery. Dave educates on the logistics problem of last-foot package delivery and pitches batched errand services as the solution. |
Statements from this episode (17)
Ferguson: Robotics ML techniques translate directly to automated financial trading
“A lot of the techniques that we apply in robotics are basically taking in huge amounts of noisy data, trying to make sense of it, and then trying to come up with intelligent or hopefully reasonably intelligent actions, and all of that is very much on point for…”
Ferguson: Google's early self-driving car project incorporated ML first into behavior prediction
“When I got there, I actually worked on, on the prediction system. So this was trying to predict what other agents, other road users were going to do. And so this was some of the first machine learning that, that we incorporated into the self-driving car projec…”
Ferguson: Nuro is a general robotics company, not just self-driving delivery
“When we created Neuro, it really, it wasn't and isn't a self-driving company, nor a self-driving delivery company. It's really a general robotics company”
Ferguson: Americans take nearly 100 billion personal vehicle trips annually for errands
“Almost half of all personal vehicle trips that we take today are for shopping and running errands, so that's almost a hundred Billion trips every year just in the US.”
Ferguson: Removing human occupants allows AVs to prioritize external pedestrian safety
“If you can relax the constraints for an on-road vehicle to not have to put people in it, then in many ways you can almost entirely rethink what vehicle design is. And in particular, you can make a lot of safety optimizations for the vehicle itself that largely…”
Ferguson: Nuro uses remote operators to monitor vehicles and drive slowly when needed
“We have remote operators, we call them guardians, that, that monitor the vehicles. You know, we try to be very careful about ensuring that any vehicles that were operating out in the wild, in the public, that we have really robust monitoring. And we can send c…”
Ferguson: Nuro secured federal exemption to operate vehicles without controls
“That was actually our second generation vehicle. So a couple years ago we got that exemption for the vehicle that we are today actively operating out in, in California and Texas.”
Ferguson: Over 20 million Americans live in food deserts
“Over twenty million people in the US live in food deserts, which we think we can make a significant dent in if we're able to provide this service across all across all neighborhoods and cities.”
Ferguson: Nuro completed a few hundred deliveries in its initial Kroger pilot
“And I did, I think we did a few hundred a few hundred deliveries with the R one to the general public around that fries.”
Ferguson: Nuro vehicles use thermal cameras alongside LiDAR, radar, and cameras
“They use a bevy of sensors, you know, somewhat similar to cruise and Waymo where we have cameras, we have LIDARs, we have radars, we have thermal cameras as well to help detect people and other living beings at night in particular.”
Ferguson: Nuro deploys faster than robotaxis by prioritizing safety over passenger comfort
“Now when you remove passengers, you still have to nail safety, but like our groceries don't care if we're a little bit more of a defensive driver than you or I might want our driver to be. We're okay with taking our foot off the gas. If we think we've seen som…”
Ferguson: Nuro's BYD partnership enables capacity for hundreds of thousands of vehicles
“Well, so we're working with BYD who is, they usually alternate between Tesla as the number one or number two electric vehicle manufacturer in the world. I think right now they're number one. And so we do have the capacity or will have the capacity to make hund…”
Ferguson: Nuro operates regular driverless vehicle services in the Bay Area and Houston
“We have regular operation, fully driverless custom vehicles in both the Bay Area and in Houston, and we're constantly expanding the regions over which we're operating.”
Ferguson: Nuro plans to launch regional commercial service within the next year
“Really it's those two coming together over the next year or so for us to be able to provide a commercial service over a pretty significant region, and then going on to really Turn on the spigot of the manufacturing, and then scale it across the country.”
Ferguson: Nuro laid off 20% of staff after overly aggressive growth
“You know, Jay-Z and I have often said that the building the neuro team is what we're most proud of, and here we were having to cut roughly 20% of it, and that was all on us for growing too aggressively and being too optimistic about the market and funding cond…”
Ferguson: Nuro retains roughly $1 billion on its balance sheet
“We are trying to be very, very thoughtful about how we manage our burn as a company where we spend every dollar and how we ensure that with the balance sheet that we still have, you know, we still have roughly a billion dollars on the balance sheet that we can…”
Ferguson: Package delivery will piggyback on on-demand autonomous trips
“And that's what I think genuinely is the future of package delivery. It's that the packages are going to effectively come along for the ride with another on-demand delivery that you are going to get anyway, and I think that's the best possible end consumer exp…”