9 quotes from 2 episodes on 20VC with Harry Stebbings and Latent Space, each with a timestamped link to the source.
9 quotes2 episodes
The short version
Erik Bernhardsson expects specialized inference across focused open-source AI models to generate high commercial value. Enterprise buyers require the ability to fine-tune parameters for specific latency and throughput goals.
Most interesting insights
Open-source AI creators are shifting toward commercial licensing structures.
“Let's also remember the open-source models, they're all moving into licensing models…”
Erik Bernhardsson, 20VC with Harry Stebbings · November 2026 · Watch at 27:16 ↗
Treating the market as a fixed pie ignores the ongoing demand for fine-tuning. Enterprise buyers want to adjust specific parameters for low latency and high throughput.
“I think that's a little bit of a fixed pie size mentality…”
Erik Bernhardsson, 20VC with Harry Stebbings · November 2026 · Watch at 38:48 ↗
“There's always going to be people who want to fine-tune, want to have more control over their models, and sort of tweak the parameters, like go low latency, high throughput…”
Erik Bernhardsson, 20VC with Harry Stebbings · November 2026 · Watch at 27:44 ↗
Attackers compromised a customer application hosted on Modal to access Hugging Face. Cloud platforms remain secure during isolated breaches of individual software applications.
“The agents running inside that exploited Hugging Face, they discovered a vulnerability in an app that was deployed on Modal, and they used that almost like a springboard for getting full internet access.”
Erik Bernhardsson, Latent Space · October 2026 · Watch at 48:14 ↗
“This is an app running on Modal that was hacked. It was not Modal that was hacked. AWS, a lot of people run stuff on AWS. Occasionally those apps get hacked. Does that mean AWS got hacked? No, of course not.”
Erik Bernhardsson, Latent Space · October 2026 · Watch at 48:46 ↗
Internal teams deploy autonomous agents defensively
Engineering groups deploy autonomous AI agents to actively hunt for software vulnerabilities. Continuous internal tests challenge system boundaries and uncover potential escalation paths.
“We started using agents internally quite a lot to try to find vulnerabilities…”
Erik Bernhardsson, Latent Space · October 2026 · Watch at 50:02 ↗
Jason Lemkin claims open-source model inference peaked because frontier closed providers cut their API prices.
Modal CEO Erik Bernhardsson rejects the claim as fixed-pie thinking, projecting both open-source and closed inference will surge 5x to 20x over the next 12 months.
Attackers breached a user application hosted on Modal to target Hugging Face, using the compromised environment as an open springboard to gain internet access.
Modal's underlying sandbox held, but customer-level vulnerabilities showed how easily application breaches can be mistaken for platform infrastructure failures.
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