Why analog dynamics could fit stochastic AI

Unconventional AI recently emerged from stealth with $475M in seed funding at a $4.5B valuation, led by Andreessen Horowitz and Lightspeed, with participation from Sequoia, Lux Capital, DCVC, Future Ventures, Jeff Bezos, Playground Global, and others. Naveen is also personally investing $10M into the company.

Recorded at Playground Global in Palo Alto and hosted by Peter Barrett, General Partner, this Sourcery conversation features:

- Naveen Rao — CEO & Co-Founder, Unconventional AI (founder of Nervana, acquired by Intel for $400M+, and MosaicML, acquired by Databricks for $1.3B; former Chief AI Officer at Databricks)

- Konstantine Buhler — Partner at Sequoia Capital

- Molly O’Shea — Founder of Sourcery (Moderator)

Unconventional AI is building a new computational substrate designed for biology-scale efficiency — running neural networks directly on the nonlinear physics of silicon instead of simulating them through traditional digital abstractions.As AI demand accelerates, computation is approaching a collision with global energy supply. Unconventional’s thesis: achieving step-function efficiency gains requires rethinking compute itself.

Instead of forcing stochastic neural networks onto deterministic digital machines, the company is engineering silicon circuits with similar nonlinear dynamics — effectively creating a “silicon wind tunnel” for intelligence.In this conversation, we cover:- Why energy — not capital — is becoming AI’s true bottleneck- The return of analog-inspired computing- What it takes to build a new computing paradigm- How investors underwrite formation-stage deep tech- Where the AI supercycle goes next

Molly on X: https://x.com/MollySOShea

Naveen on X: https://x.com/NaveenGRao

Brought to you by:Brex—The modern finance platform, combining the world’s smartest corporate card with integrated expense management, banking, bill pay, and travel.

As a Sourcery subscriber you get: 75,000 points after spending $3,000 on Brex card(s). Plus, white-glove onboarding, $5,000 in AWS credits, $2,500 in OpenAI credits, and access to $180k+ in SaaS discounts. On top of $500 toward Brex travel, $300 in cashback, plus exclusive perks (like billboards..) visit → brex.com/sourcery

Turing—Turing delivers top-tier talent, data, and tools to help AI labs improve model performance, and enable enterprises to turn those models into powerful, production-ready systems. Visit: turing.com/sourcery

Deel—Deel is the global people platform that helps startups hire, manage, pay, and equip anyone, anywhere. Trusted by more than 35,000 fast-growing companies, Deel is the people platform that just works, so teams can scale without the chaos. Visit: deel.com/sourcery

Public-–Investing platform Public just launched Generated Assets, which lets you turn any idea into an investable index with AI. Seriously, you can type in anything, from “AI-powered supply-chain companies with positive free cash flow” to “defense tech companies growing revenue over 25% year-over-year.” With Generated Assets, you can build, backtest, refine, and invest in any thesis with AI. Gone are the days of one-size-fits-all ETFs. Try it today: public.com/sourcery

Follow Sourcery for the latest updates!

https://www.sourcery.vc/

#podcast #investing #technology #venturecapital #entrepreneur #startup #siliconvalley