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Etched - Building AI Hardware to Make Inference Faster and Cheaper - [Invest Like the Best, EP.480]

Shownote

My guests today are Gavin Uberti [https://x.com/UbertiGavin] and Rob Wachen [https://x.com/robertwachen], the founders of Etched.  A few years ago, when they set out to build a better AI chip than the largest companies in the world, almost everyone I called told me it could not be done. They have since done it, taping out a working chip on their first attempt and becoming the first hardware company founded after ChatGPT to do so. They already have more than a billion dollars of customer demand for their first product, and have raised eight hundred million dollars to build it.  Etched builds chips and systems designed to run AI models faster and at lower cost. They started the company in 2023, and that product is a complete rack for inference, the chip along with the boards, the power delivery, the interconnects, and the manufacturing to produce it all. We talk about the technical bets behind their architecture, how they hired industry legends and paired them with elite 22 year-olds, and why they believe inference will become one of the largest markets in the world. I think you will find the story of what they have built hard to forget. Please enjoy my conversation with Gavin and Rob. For the full show notes, transcript, and links to mentioned content, check out the episode page ⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠here⁠⁠⁠⁠⁠ [https://colossus.com/episode/the-future-of-ai-hardware/].  ----- Become a Colossus member to get our quarterly print magazine and private audio experience, including exclusive profiles and early access to select episodes. Subscribe at ⁠colossus.com/subscribe⁠ [http://colossus.com/subscribe]. ----- ⁠Ramp’s⁠ [http://ramp.com/invest] mission is to help companies manage their spend in a way that reduces expenses and frees up time for teams to work on more valuable projects. Go to⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠ [https://ramp.com/250-signup-bonus?utm_source=podcast&utm_medium=paid-podcast&utm_campaign=podcast-colossus-250&utm_content=invest]⁠ ⁠ramp.com/invest⁠⁠ [http://ramp.com/invest] to sign up for free and get a $250 welcome bonus. ----- Trusted by thousands of businesses, ⁠Vanta⁠ [http://vanta.com/invest] continuously monitors your security posture and streamlines audits so you can win enterprise deals and build customer trust without the traditional overhead. Invest Like the Best listeners get a special offer of $1,000 off Vanta when you go to ⁠vanta.com/invest⁠ [http://vanta.com/invest].  ----- WorkOS⁠ [https://workos.com/] is the infrastructure B2B and AI-native companies use to sell to enterprise. It covers everything enterprise security requires: SSO, SCIM, RBAC, Audit Logs, AI governance, and more. Trusted by 2,000+ fast-growing companies, including OpenAI, Anthropic, Cursor, and Vercel. ----- Rogo [http://rogo.ai/invest] is the AI platform for finance. They're building agents for Wall Street that are trained to understand how bankers and investors actually do work: from diligence and modeling, to turning analysis into deliverables. To learn more, visit rogo.ai/invest [http://rogo.ai/invest]. ----- ⁠Ridgeline⁠ [https://www.ridgelineapps.com/] has built a complete, real-time, modern operating system for investment managers. It handles trading, portfolio management, compliance, customer reporting, and much more through an all-in-one real-time cloud platform. Visit⁠ ⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠ridgelineapps.com⁠ [https://www.ridgelineapps.com/]. ----- Editing and post-production work for this episode was provided by The Podcast Consultant [https://%E2%81%A0%E2%81%A0%E2%81%A0%E2%81%A0%E2%81%A0%E2%81%A0%E2%81%A0%E2%81%A0%E2%81%A0%E2%81%A0%E2%81%A0%E2%81%A0%E2%81%A0%E2%81%A0%E2%81%A0%E2%81%A0%E2%81%A0https://thepodcastconsultant.com%E2%81%A0%E2%81%A0%E2%81%A0%E2%81%A0%E2%81%A0%E2%81%A0%E2%81%A0%E2%81%A0%E2%81%A0%E2%81%A0%E2%81%A0%E2%81%A0%E2%81%A0%E2%81%A0%E2%81%A0%E2%81%A0%E2%81%A0%E2%81%A0]. Timestamps: (00:00:00) Welcome to Invest Like The Best (00:02:07) Gavin Uberti and Rob Wachen (00:03:54) Two 21-Year-Olds Taking on NVIDIA (00:07:52) The Two Technical Bets Behind Their Architecture (00:14:15) Why Inference Becomes the Biggest Market (00:20:23) Rob and Gavin's Origins Stories (00:28:38) How They Recruit Industry Legends (00:36:30) Moving a Dozen Engineers to Bangalore for Six Months (00:38:01) Speed Wins (00:43:58) Getting More Concurrency Out of Every Megawatt (00:52:44) Vertical Integration (00:57:43) Hardest Obstacles to Overcome (01:01:09) Raising The Largest AI Chip Series A Ever (01:06:29) TSMC (01:13:20) Designing Gen 2 for Gigawatt-Scale Production (01:16:42) Why Machines Don't Think Like People (01:20:03) A Year of Compute Compressed Into a Month (01:23:44) The Trillion-Dollar Data Center (01:26:19) The Kindest Thing

Highlights

In this episode, the founders of Etched, Gavin Uberti and Rob Wachen, discuss their journey to build a specialized AI inference chip that challenges industry giants like NVIDIA. They detail the technical bets behind their architecture, their unconventional hiring strategy, and their vision for the future of AI infrastructure.
00:00
Welcome to Invest Like the Best.
03:54
First hardware company founded after ChatGPT to tape out a working chip.
03:58
General-purpose design creates inefficiencies.
10:22
They developed a low-voltage power delivery method to avoid thermal throttling
14:17
Improving throughput and concurrency is critical to scaling AI for billions of users.
20:29
A cancer diagnosis gave him a drive to do something impactful.
31:08
Contrarian candidates self-select for risky startups
36:31
Flood the binding constraint.
38:02
Speed is critical in AI inference.
44:00
Concurrency is the key metric for AI hardware
55:15
Winning is existential for us.
57:47
Many experiments fail, but only a few need to succeed.
1:05:41
We raised the largest AI chip Series A ever
1:08:43
Variant perception creates opportunity.
1:15:48
Adding our hardware alongside GPUs is positive-sum, not zero-sum.
1:16:42
Math is cheap, memory is expensive.
1:20:05
Inference will become a majority of global GDP
1:23:44
Trillion-dollar data centers are inevitable.
1:26:23
Risking paralysis for a higher chance of survival.

Chapters

Welcome to Invest Like The Best
00:00
Gavin Uberti and Rob Wachen
02:07
Two 21-Year-Olds Taking on NVIDIA
03:54
The Two Technical Bets Behind Their Architecture
07:52
Why Inference Becomes the Biggest Market
14:15
Rob and Gavin's Origins Stories
20:23
How They Recruit Industry Legends
28:38
Moving a Dozen Engineers to Bangalore for Six Months
36:30
Speed Wins
38:01
Getting More Concurrency Out of Every Megawatt
43:58
Vertical Integration
52:44
Hardest Obstacles to Overcome
57:43
Raising The Largest AI Chip Series A Ever
1:01:09
TSMC
1:06:29
Designing Gen 2 for Gigawatt-Scale Production
1:13:20
Why Machines Don't Think Like People
1:16:42
A Year of Compute Compressed Into a Month
1:20:03
The Trillion-Dollar Data Center
1:23:44
The Kindest Thing
1:26:19

Transcript

Speaker 1: I know firsthand how complex the tech stack is for asset managers. And seemingly every new tool and data source makes the problem even worse, adding more complexity, more headcount, and more risk. Ridgeline offers a better way forward, one unifi...