Mar 20, 2025 · 44m · catalyst

The coming robotics wave

Andy Lubershane · 26m spoken Shayle Kann · 11m spoken Stephen Lacey · 2m spoken
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 Catalyst, Shail Khan and Andy Lubbershane explore the emergence of physical AI and robotics across the energy sector, analyzing the labor shortages driving demand, the hardware cost collapses enabling adoption, and the vertical robotics transforming energy infrastructure.

How this conversation actually went

Every chapter scored 0–10 on four independent dynamics. Hover any point for the reasoning behind the score. Shayle holds 27.6% of the talking time here. How this is scored →

Shayle as informed peer 4.4 Guest teaching 3.4 Guest disagreement 0.8 Shayle pushing back 1.6
05100:0015:0030:000:00–2:40 · Shayle as informed peer 0/10 Announcement: Launch of the Open Circuit Podcast Introductory announcements, show teaser, and sponsor ad reads by Stephen Lacey and Voiceover. No substantive conversational dynamic between host and guest.2:42–10:16 · Shayle as informed peer 5/10 Framing Physical AI and Robotics in Climate Tech Andy outlines the demand-side macro drivers for physical AI and robotics in climate tech, citing demographics, immigration, and construction productivity stagnation. Shayle adds an investment partner's perspective, noting that while labor is a recognized constraint, he has not seen it outright cause project cancellations.10:17–20:30 · Shayle as informed peer 6/10 Supply-Side Enablers: AI Models, Falling Hardware Costs, and Unit Economics Andy reviews falling component costs (LiDAR, compute, batteries) and AI advances enabling navigation in unstructured environments. Shayle articulates the strong unit economics and fast payback periods of robotics, while challenging the thesis with macro headwinds like rising electricity prices and high interest rates on capex.20:33–35:02 · Shayle as informed peer 5/10 Mid-Roll Sponsor Messages: Bloom Energy, Engie, and Energy Hub Following mid-roll ads, Andy and Shayle explore vertical robotics applications in energy, including transmission line stringing (InfraVision), wind turbine maintenance, and utility-scale solar construction. The exchange is highly collaborative and analytical as colleagues at the same venture fund.35:03–43:31 · Shayle as informed peer 6/10 Market Landscape: Specialized Vertical Bots vs. Humanoids and Foundation Models Andy explains why vertical robots holding data moats are a safer bet than humanoids. Shayle broadens the scope by probing robotic foundation models and component picks-and-shovels, prompting Andy to share his skepticism regarding foundation model moats.0:00–2:40 · Guest teaching 0/10 Announcement: Launch of the Open Circuit Podcast Introductory announcements, show teaser, and sponsor ad reads by Stephen Lacey and Voiceover. No substantive conversational dynamic between host and guest.2:42–10:16 · Guest teaching 4/10 Framing Physical AI and Robotics in Climate Tech Andy outlines the demand-side macro drivers for physical AI and robotics in climate tech, citing demographics, immigration, and construction productivity stagnation. Shayle adds an investment partner's perspective, noting that while labor is a recognized constraint, he has not seen it outright cause project cancellations.10:17–20:30 · Guest teaching 5/10 Supply-Side Enablers: AI Models, Falling Hardware Costs, and Unit Economics Andy reviews falling component costs (LiDAR, compute, batteries) and AI advances enabling navigation in unstructured environments. Shayle articulates the strong unit economics and fast payback periods of robotics, while challenging the thesis with macro headwinds like rising electricity prices and high interest rates on capex.20:33–35:02 · Guest teaching 4/10 Mid-Roll Sponsor Messages: Bloom Energy, Engie, and Energy Hub Following mid-roll ads, Andy and Shayle explore vertical robotics applications in energy, including transmission line stringing (InfraVision), wind turbine maintenance, and utility-scale solar construction. The exchange is highly collaborative and analytical as colleagues at the same venture fund.35:03–43:31 · Guest teaching 4/10 Market Landscape: Specialized Vertical Bots vs. Humanoids and Foundation Models Andy explains why vertical robots holding data moats are a safer bet than humanoids. Shayle broadens the scope by probing robotic foundation models and component picks-and-shovels, prompting Andy to share his skepticism regarding foundation model moats.0:00–2:40 · Guest disagreement 0/10 Announcement: Launch of the Open Circuit Podcast Introductory announcements, show teaser, and sponsor ad reads by Stephen Lacey and Voiceover. No substantive conversational dynamic between host and guest.2:42–10:16 · Guest disagreement 1/10 Framing Physical AI and Robotics in Climate Tech Andy outlines the demand-side macro drivers for physical AI and robotics in climate tech, citing demographics, immigration, and construction productivity stagnation. Shayle adds an investment partner's perspective, noting that while labor is a recognized constraint, he has not seen it outright cause project cancellations.10:17–20:30 · Guest disagreement 1/10 Supply-Side Enablers: AI Models, Falling Hardware Costs, and Unit Economics Andy reviews falling component costs (LiDAR, compute, batteries) and AI advances enabling navigation in unstructured environments. Shayle articulates the strong unit economics and fast payback periods of robotics, while challenging the thesis with macro headwinds like rising electricity prices and high interest rates on capex.20:33–35:02 · Guest disagreement 1/10 Mid-Roll Sponsor Messages: Bloom Energy, Engie, and Energy Hub Following mid-roll ads, Andy and Shayle explore vertical robotics applications in energy, including transmission line stringing (InfraVision), wind turbine maintenance, and utility-scale solar construction. The exchange is highly collaborative and analytical as colleagues at the same venture fund.35:03–43:31 · Guest disagreement 1/10 Market Landscape: Specialized Vertical Bots vs. Humanoids and Foundation Models Andy explains why vertical robots holding data moats are a safer bet than humanoids. Shayle broadens the scope by probing robotic foundation models and component picks-and-shovels, prompting Andy to share his skepticism regarding foundation model moats.0:00–2:40 · Shayle pushing back 0/10 Announcement: Launch of the Open Circuit Podcast Introductory announcements, show teaser, and sponsor ad reads by Stephen Lacey and Voiceover. No substantive conversational dynamic between host and guest.2:42–10:16 · Shayle pushing back 2/10 Framing Physical AI and Robotics in Climate Tech Andy outlines the demand-side macro drivers for physical AI and robotics in climate tech, citing demographics, immigration, and construction productivity stagnation. Shayle adds an investment partner's perspective, noting that while labor is a recognized constraint, he has not seen it outright cause project cancellations.10:17–20:30 · Shayle pushing back 3/10 Supply-Side Enablers: AI Models, Falling Hardware Costs, and Unit Economics Andy reviews falling component costs (LiDAR, compute, batteries) and AI advances enabling navigation in unstructured environments. Shayle articulates the strong unit economics and fast payback periods of robotics, while challenging the thesis with macro headwinds like rising electricity prices and high interest rates on capex.20:33–35:02 · Shayle pushing back 1/10 Mid-Roll Sponsor Messages: Bloom Energy, Engie, and Energy Hub Following mid-roll ads, Andy and Shayle explore vertical robotics applications in energy, including transmission line stringing (InfraVision), wind turbine maintenance, and utility-scale solar construction. The exchange is highly collaborative and analytical as colleagues at the same venture fund.35:03–43:31 · Shayle pushing back 2/10 Market Landscape: Specialized Vertical Bots vs. Humanoids and Foundation Models Andy explains why vertical robots holding data moats are a safer bet than humanoids. Shayle broadens the scope by probing robotic foundation models and component picks-and-shovels, prompting Andy to share his skepticism regarding foundation model moats.

speaking balance: gold is Shayle, purple is the guest (3 minute bins)

0:00 · Shayle 12.8% · guest 87.2%0:00 · Shayle 12.8% · guest 87.2%3:00 · Shayle 52.4% · guest 47.6%3:00 · Shayle 52.4% · guest 47.6%6:00 · Shayle 28.3% · guest 71.7%6:00 · Shayle 28.3% · guest 71.7%9:00 · Shayle 26.1% · guest 73.9%9:00 · Shayle 26.1% · guest 73.9%12:00 · Shayle 11.1% · guest 88.9%12:00 · Shayle 11.1% · guest 88.9%15:00 · Shayle 30.5% · guest 69.5%15:00 · Shayle 30.5% · guest 69.5%18:00 · Shayle 58% · guest 42%18:00 · Shayle 58% · guest 42%21:00 · Shayle 12.1% · guest 87.9%21:00 · Shayle 12.1% · guest 87.9%24:00 · Shayle 32.2% · guest 67.8%24:00 · Shayle 32.2% · guest 67.8%27:00 · Shayle 22.5% · guest 77.5%27:00 · Shayle 22.5% · guest 77.5%30:00 · Shayle 42.8% · guest 57.2%30:00 · Shayle 42.8% · guest 57.2%33:00 · Shayle 28.1% · guest 71.9%33:00 · Shayle 28.1% · guest 71.9%36:00 · Shayle 0% · guest 100%36:00 · Shayle 0% · guest 100%39:00 · Shayle 25.2% · guest 74.8%39:00 · Shayle 25.2% · guest 74.8%42:00 · Shayle 31.2% · guest 68.8%42:00 · Shayle 31.2% · guest 68.8%
Sharpest disagreement ▶ 4:40 Andy expresses contrarian skepticism of generic LLMs

In a very collegial episode, Andy displays his most contrarian stance by expressing skepticism toward the general hype around LLMs and digital generative AI.

Hardest push from Shayle ▶ 18:04 Shayle pushes back on capex unit economics with interest rate headwinds

Shayle pushes back on the purely bullish unit economic narrative by pointing out that high interest rates significantly hurt upfront capex payback models.

Biggest teaching moment ▶ 10:27 Andy details research breakthroughs in unstructured robotic training

Andy details recent robotics breakthroughs such as Google's PaLM-E and Stanford's Mobile ALOHA, educating the audience on how AI moves robotics past deterministic arm tasks.

Shayle holds their own ▶ 14:40 Shayle lays out the core unit economics and payback thesis for robotics

Shayle demonstrates his deep venture expertise by dissecting the underlying unit economics, bill-of-materials costs, and payback dynamics of robotics-as-a-service.

the scores for every segment, with the reasoning behind each
ChapterTopicShayle as informed peerGuest teachingGuest disagreementShayle pushing backWhy
Announcement: Launch of the Open Circuit Podcast 0000 Introductory announcements, show teaser, and sponsor ad reads by Stephen Lacey and Voiceover. No substantive conversational dynamic between host and guest.
Framing Physical AI and Robotics in Climate Tech 5412 Andy outlines the demand-side macro drivers for physical AI and robotics in climate tech, citing demographics, immigration, and construction productivity stagnation. Shayle adds an investment partner's perspective, noting that while labor is a recognized constraint, he has not seen it outright cause project cancellations.
Supply-Side Enablers: AI Models, Falling Hardware Costs, and Unit Economics 6513 Andy reviews falling component costs (LiDAR, compute, batteries) and AI advances enabling navigation in unstructured environments. Shayle articulates the strong unit economics and fast payback periods of robotics, while challenging the thesis with macro headwinds like rising electricity prices and high interest rates on capex.
Mid-Roll Sponsor Messages: Bloom Energy, Engie, and Energy Hub 5411 Following mid-roll ads, Andy and Shayle explore vertical robotics applications in energy, including transmission line stringing (InfraVision), wind turbine maintenance, and utility-scale solar construction. The exchange is highly collaborative and analytical as colleagues at the same venture fund.
Market Landscape: Specialized Vertical Bots vs. Humanoids and Foundation Models 6412 Andy explains why vertical robots holding data moats are a safer bet than humanoids. Shayle broadens the scope by probing robotic foundation models and component picks-and-shovels, prompting Andy to share his skepticism regarding foundation model moats.

Statements from this episode (9)

Prediction Not checkable as stated
Kann: Physical AI will drive AI's main impact on energy and climate
“To the extent that there's going to be a big impact of AI on the energy sector, on climate tech, apart from its obvious impact on energy consumption, which we've already talked about ad nauseum here This area, physical AI, is where I think the impact is going …”
Shayle Kann Mar 20, 2025 ▶ 3:02
Assertion Supported
Lubbershane: Construction labor productivity has declined over the past decade
“In the sectors that we care about the most when it comes to decarbonization, and really anything having to do with energy, which are, you know, basically manufacturing and construction, labor productivity is, has been flat really for the past 10 to 15 years, a…”
Andy Lubershane Mar 20, 2025 ▶ 7:25
Assertion Supported
Lubbershane: LiDAR costs dropped 90% over 15 years from AV investment
“The cost of LiDAR systems has come way down, I think, 90% in the past 15 years. And that's largely been driven by investments in autonomous vehicles, right?”
Andy Lubershane Mar 20, 2025 ▶ 13:53
Insight
Kann: Low robot capex enables fast payback periods at human labor parity
“If you're able to price the service at roughly the equivalent cost that the human labor alternative would have cost, Because the cost of the robots is so low now, the payback periods on these things are like remarkably fast, assuming you get high enough utiliz…”
Shayle Kann Mar 20, 2025 ▶ 14:42
Insight
Lubbershane: Robotics substitutes CapEx for OpEx, requiring high utilization
“If you are building a robot, it is still substituting CapEx for OpEx effectively, right? You're taking OpEx, which is human labor costs out of the equation for some number of years, and you're investing a big chunk of CapEx up front to in order to do so in, in…”
Andy Lubershane Mar 20, 2025 ▶ 16:07
Insight
Lubbershane: Robotics feasibility depends on the length of edge-case tails
“I think the question you have to ask if you're considering a robotic solution is just, like, how long is the tail of weird stuff that might come up, that it might have to deal with, and in, Autonomy, the autonomous vehicle case, that tail is extremely long, ri…”
Andy Lubershane Mar 20, 2025 ▶ 32:32
Assertion Supported
Lubbershane: Vegetation management is a top O&M expense for utility-scale solar
“Vegetation management, which actually is a significant expense. One of the larger operation operations and maintenance expenses on large solar projects.”
Andy Lubershane Mar 20, 2025 ▶ 33:55
Opinion
Lubbershane: Humanoid robotics is 10x to 100x harder than specialized vertical bots
“I think in at least one order of magnitude, maybe a couple orders of magnitude, harder problem than building these kind of specialized robotics as a service.”
Andy Lubershane Mar 20, 2025 ▶ 39:06
Opinion
Lubbershane: Robotics foundation models lack defensible long-term moats
“I have my skepticism about that About that approach, kind of in a similar way as I have some skepticism about LLMs themselves, which is that I'm not sure about the long-term moat, and I'm also, you know, not convinced that the companies who are building robots…”
Andy Lubershane Mar 20, 2025 ▶ 41:55
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