ML Systems CEO: NVIDIA's Monopoly Will Have a Problem - Emilio Andere
Episode 6 ·
Guest: Emilio Andere — Co-founder and CEO, Wafer
NVIDIA currently charges the entire tech industry a massive 60%* profit margin on AI chips. But behind closed doors, their software monopoly is starting to slip as new AI agents make it easy to run alternative hardware.
Growing up in Mexico, Emilio Andere realized early on that local opportunities in deep tech were heavily limited, prompting a move to the US to study mathematics and publish ML security research at NeurIPS. Now, he is the co-founder and CEO of Wafer, a YC and Jeff Dean-backed startup automating low-level kernel engineering to actively erode the CUDA moat and build a future of open, heterogeneous AI hardware.
In this episode, we sit down with Emilio Andere to look at the future of heterogeneous hardware, the brutal reality of working with Y Combinator, and how they went from a simple idea to serving billions of tokens a day on Open Router.
We break down a lot of fascinating tech and stories:
- The CUDA Moat - Why NVIDIA's margins are actually a soft software moat that is easier to break than the market realizes.
- Kernel Engineering - What it is, the state of AI-automated design, and the challenges of designing Kernels on hardware other than NVIDIA.
- Y Combinator - The brutal reality of internal competition amongst startups that forces founders to grow rapidly or face public failure.
- The Open Router Surge - What happened behind the scenes when Wafer went live on the world’s biggest token router and instantly processed billions of tokens.
Beyond the raw software and hardware deep-dives, this conversation is about the democratization of human intelligence. By breaking down this huge monopoly, we are opening up a world where advanced AI is cheap, accessible, and sovereign for everyone on Earth.
Follow Emilio Andere's work:
- LinkedIn: https://www.linkedin.com/in/emilio-andere/
- Wafer: https://www.wafer.ai/
Further reading:
- Kernel Bench paper: https://arxiv.org/abs/2502.10517
- *https://newsletter.semianalysis.com/p/ai-value-capture-the-shift-to-model
- https://www.wafer.ai/blog