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Machine Learning Street Talk · Wednesday, September 2, 2026

Intentional Design in Foundation Models

Neil Nanda discusses 'intentional design' for foundation models, suggesting a move beyond a binary choice between traditional programming and current models. The goal is to create a spectrum where developers have more engineering control, allowing them to specify what a model should learn and, crucially, what it should not.

personNeil Nanda

The tape

4 quotes
You added quite a nice piece actually in your intentional design blog where you were saying that there's almost a spectrum of possibilities, right?
Host
Um, you know, you either write a program like it's the Stone Age. Or you go to a model to do it. And that model will have been trained like it just gets whatever it gets from its training process.
Neil Nanda
We want to be able to have this sort of spectrum where you can choose, you have more like engineering ability in in the model creation process.
Neil Nanda
So you can say like, you know, I want to learn this, but not that.
Neil Nanda
Heard on Machine Learning Street Talk — “Designing How AI Grows — Tom McGrath, published Wednesday, September 2, 2026. Heardvine summarizes and quotes with attribution and timestamps, and links to the original everywhere.
Transcribed via Gemini audio transcription · $0.08
Intentional Design in Foundation Models — Heardvine