James Zou

speaker

371 appearances 1 recordings 1 series first heard Dec 2024 last heard Dec 2024

James Zou’s voice in public audio — every appearance, attributed to the second.

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"The Cognitive Revolution" · Breakthroughs in AI for Biology: AI Lab Groups & Protein Model Interpretability with Prof James Zou · 18 Dec 2024 podcast

Where maybe the AI professor would say, okay, so now we need to actually write a specific code to, for example, inter to modify ESM.

And then the best agent for doing that is probably maybe like the computational biologist, right?

In a one-on-one meeting, then the computational biologist would actually meet with the professor agent, and also we also have like a critic agent, right, whose job is to provide constructive feedback to all of these meetings.

And then that then the goal of that.

that one-on-one meeting then will be to solve each of the specific tasks.

And where the human interaction come from in all of these places is that so we mostly interact with the professor agent.

Right.

So essentially at the start of the project we tell the professor agent that okay, here's what we want to do, right?

So it could be a kind of a higher level description.

We could say that, okay, for this part we want to design vaccines for therapeutics for COVID SARS COVID two.

Right.

I mean we we could have picked a different project, we could have said, Okay, we want to study quantum computing, right?

Or study climate, right?

So it's a very diversative framework.

And then based on our high-level specifications, then the professor agent will say, okay, so here are the kinds of relevant expertise that we will want to have on the team.

So then the professor actually creates and selects which team members to bring into the team, right?

For the therapeutics project, then the professor agent decided that we want to have an immunologist agent, a computer science agent, and a computational biology agent.

And then so the professor's job is actually basically essentially think of that as sort of.

recruiting the relevant members and selecting them to to come on this quest.

And depends on what the goal of the quest is, like different members who get selected.

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