General Models

topic on 5 shows · 5 statements across 5 episodes

the Y Combinator Startup Podcast Latent Space No Priors All-In 20VC

5 statements about General Models, every show

Dean: AI startups should target tasks with 1% model success, not 20%
“If they're completely failing, that's probably a good sign. If they're kind of able to do some of it, but not very well, That's maybe not a great sign because that's probably a sign that the capability is starting to be present in those models and with more tr…”
Jeff Dean Jul 30, 2026 ▶ 28:26 Jeff Dean: The 1% Rule for Building in AI · Y Combinator
20VC Prediction Not checkable as stated
Midha: General-purpose AI models will be made available to everyone
“So if you have a general model that's good for everybody, it will be available to everyone.”
Anjney Midha Apr 14, 2026 ▶ 54:04 The Early Days of Anthropic & How 21 of 22 VCs Rejected It | The Four Bottlenecks in AI | Anj Midha · 20VC with Harry Stebbings
LATENT SPACE Prediction Not checkable as stated
Dean: General AI models will win out over specialized ones
“I mean, I think general models will win out over specialized ones in most cases.”
Jeff Dean Feb 12, 2026 ▶ 49:39 The AI Frontier: from Gemini 3 Deep Think distilling to Flash — Jeff Dean
ALL-IN Insight
Brin: Specialized AI learnings inevitably get merged into general foundation models
“We are generally able to, after we do that, take those learnings and basically put that capability into a general model. So there's not that much benefit. You know, you could, you can get away with a somewhat smaller specialized model, a little bit faster, a l…”
Sergey Brin May 20, 2025 ▶ 18:39 Sergey Brin, Google Co-Founder | All-In Live from Miami
NO PRIORS Insight
Vinyals: General AI models are roughly 20% good at everything
“One way I kind of characterize general models is they are, I mean, The level of performance is irrelevant, but they're like, 20% good at everything, ok? So they, that's the level of performance they reach, but it's general, which, I mean, it's powerful, so you…”
Oriol Vinyals Aug 1, 2024 ▶ 32:55 No Priors Ep. 74 | With Google DeepMind VP of Research Oriol Vinyals

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