foundation model

also referred to as: foundation models

9 statements across 6 episodes · 2 bullish · 4 bearish · 6 people on the record · first statement May 31, 2023 by Alex Ratner · across every show →

Everything said about foundation model, oldest first

May 31, 2023 positive
Assertion Partly supported
Ratner: Distillation creates specialized models 100,000x smaller with higher accuracy
“It shows that you can take these massive kind of generalist foundation models, And not only can you tune them using that kind of programmatic labeling to be more accurate on a given task that you need to be really accurate on, but you can then distill down ver…”
Alex Ratner May 31, 2023 ▶ 19:10 Entering the Data-Centric Era of Foundation Models with Alex Ratner, Co-Founder & CEO of Snorkel AI
May 31, 2023
Prediction Not checkable as stated
Ratner: Foundation models will require customization on enterprise-specific data
“Most of these foundation models, like a GPT-IV, five, six, seven, are going to need to be customized on your specific data and knowledge and workloads.”
Alex Ratner May 31, 2023 ▶ 4:01 Entering the Data-Centric Era of Foundation Models with Alex Ratner, Co-Founder & CEO of Snorkel AI
May 31, 2023 neutral
Insight
Ratner: Foundation models are incomplete solutions for real-world enterprise AI
“In most real-world use cases and we'll get into how I define that in a bit, there's still a last mile to be traversed. So it's not that they're overhyped, per se, they're just not the complete solution.”
Alex Ratner May 31, 2023 ▶ 3:04 Entering the Data-Centric Era of Foundation Models with Alex Ratner, Co-Founder & CEO of Snorkel AI
May 23, 2024 negative
Opinion
Howie Liu: Training an in-house foundation model is not viable for Airtable
“I think it's very difficult to create anything relevant if we were to train our own foundation model.”
Howie Liu May 23, 2024 ▶ 21:09 How Airtable is Ushering 500,000 Organizations Into The Era of AI | Howie Liu, CEO of Airtable
Apr 10, 2025 negative
Disclosure
Ramaswamy says Snowflake got priced out of foundation model training
“We got priced out.”
Sridhar Ramaswamy Apr 10, 2025 ▶ 1:19:43 Snowflake CEO on Winning the AI Arms Race
Jul 10, 2025 bullish
Prediction Not checkable as stated
AI foundation models will eventually fully replace traditional machine learning models
“I think we will get to a point where it fully replaces.”
Emily Glassberg Sands Jul 10, 2025 ▶ 17:18 The Rise of Agentic Commerce — Emily Glassberg Sands (Stripe)
Nov 6, 2025 bearish
Prediction Not checkable as stated
Kant: External software and agent frameworks will collapse into base models
“But we have a phrase at poolside, which is over time, everything collapses into the models.”
Eiso Kant Nov 6, 2025 ▶ 46:18 Intelligence Isn’t Enough: Why Energy & Compute Decide the AGI Race – Eiso Kant
Nov 6, 2025
Assertion Not checkable as stated
Kant: Foundation models currently cannot perform single-sample learning
“Foundation models today can't do it, and we don't yet have a path In them successfully doing so in a way that, like, really improves it.”
Eiso Kant Nov 6, 2025 ▶ 40:01 Intelligence Isn’t Enough: Why Energy & Compute Decide the AGI Race – Eiso Kant
Mar 19, 2026 bearish
Assertion Not checkable as stated
Evans: AI foundation models lack winner-takes-all network effects
“And the problem is that as far as we can see, there is no winner takes all effect or network effect in a foundation model.”
Benedict Evans Mar 19, 2026 ▶ 1:50 Benedict Evans: OpenAI’s Moat Problem & the Future of Software
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