Particle Data Platform

Energy, Minerals, and the Physical Stack Behind AI

5/13/202625 min

Erin Price-Wright speaks with Turner Caldwell and Drew Baglino about what it will take to close America's critical minerals gap and modernize the power infrastructure that underpins the AI economy. With the US more than 50 years behind China in critical mineral supply and grid infrastructure built on systems designed a century ago, they examine where the real bottlenecks are and how to move faster.

The conversation covers how automation, reinforcement learning, and vertically integrated operations can compress the timelines for mining and refining, and why co-locating supply chains matters more than labor costs in the race to reshore manufacturing. Baglino explains how solid state transformers can replace aging mechanical grid equipment with silicon and software, while Caldwell outlines how Mariana Minerals is applying autonomous systems to remove the know-how bottleneck from critical mineral processing.

They also discuss the lessons both founders carried from Tesla — techno-optimism, appetite for risk, and mission-driven talent — and what durable industrial policy, smarter permitting, and a federal grid investment framework would unlock for American competitiveness.

 

Resources:

Follow Michael on X: https://x.com/tbc415

Follow Drew on X: https://x.com/baglino

Follow Erin on X: https://x.com/espricewright

Stay Updated:

Find a16z on YouTube: YouTube

Find a16z on X

Find a16z on LinkedIn

Listen to the a16z Show on Spotify

Listen to the a16z Show on Apple Podcasts

Follow our host: https://twitter.com/eriktorenberg

 

Please note that the content here is for informational purposes only; should NOT be taken as legal, business, tax, or investment advice or be used to evaluate any investment or security; and is not directed at any investors or potential investors in any a16z fund. a16z and its affiliates may maintain investments in the companies discussed. For more details please see a16z.com/disclosures.

Hosted by Simplecast, an AdsWizz company. See pcm.adswizz.com for information about our collection and use of personal data for advertising.

Clips

Transcript preview

First 90 seconds
  1. Turner Caldwell· Guest0:00

    The US is 50 years behind on critical mineral supply. We are too slow at designing, building, and ramping up new minerals capacity even after we have license to operate.

  2. Drew Baglino· Guest0:09

    Even though there's so much innovation happening at the edge of the grid, on the other side of the wire, there's really been no change.

  3. Erin Price-Wright· Host0:14

    You both came out of Tesla. What does the Tesla model give you that a traditional industrial company doesn't have?

  4. Turner Caldwell· Guest0:20

    The belief that you can innovate on systems that are old and archaic. If the outcome is worth it, Tesla will fight through the challenges of getting to that outcome. We're making a big bet on autonomy and refineries, where we use reinforcement learning to actually remove humans from the loop in determining how refineries operate.

  5. Drew Baglino· Guest0:37

    The world's leading producer of silicon carbide, which is a key power semiconductor, is based here in the US, and so we should be leveraging the applications of that technology here first, manufacturing here at home. And if we don't- The US power grid runs on mechanical systems designed before World War II.

  6. Speaker 30:53

    American critical mineral supply sits 50 years behind China, and demand for both is accelerating faster than at any point in history. For decades, the bet was that innovation at the edge, better batteries, smarter software, faster chips would be enough. It wasn't. The infrastructure underneath never kept up. Grid transformers are still steel, oil, and copper. Critical minerals still flow through refineries the US doesn't own or control. Two founders who built the Megapack, the forty-six eighty battery cell, and Tesla's global mineral supply

We value your privacy

We use cookies to understand how you use our platform and to improve your experience. Click "Accept All" to consent, or "Decline non-essential" to opt out of non-essential cookies. Read our Privacy Policy.