“So actually, the experimental platform that we're building prioritizes generalizability and flexibility over raw throughput. We want the model to be able to design a new experimental protocol, run the protocol, and receive the feedback, even if that's not an experiment we have thought about doing ourselves.”
quote is from the automated transcript, cleaned for reading:
filler sounds and stutters are removed, nothing is rephrased. names can be misheard
(the analysis reads context, assessments check outside sources). how →
More from Andy Beam
Insight
Beam: Science acts as an infinite token generator for AI
“Science is as an infinite token generator to train models at scale.”
Andy BeamJul 16, 2026▶ 2:46🔬 RL with Verifiable Rewards, but the Verifier is a Lab — Lila Sciences
Opinion
Beam: AI research has exhausted human-generated internet data
“That data came from the internet, it was human generated, and we have used it all. You know, as Elia said at NeurIPS last year, We have but one internet. It's the fossil fuel. We fracked. We got every ounce of data that we could out of the internet, but it's g…”
Andy BeamJul 16, 2026▶ 6:20🔬 RL with Verifiable Rewards, but the Verifier is a Lab — Lila Sciences
Opinion
Beam: Nature and scientific experiments are ultimate verifiers for RL
“But what at Lilo we believe is that actually science running the scientific method and using nature and experiments as verifier is like the ultimate version of that. And so what we're building, we'll talk about these things that we call AI science factories. T…”
Andy BeamJul 16, 2026▶ 6:59🔬 RL with Verifiable Rewards, but the Verifier is a Lab — Lila Sciences
AssertionNot checkable as stated
Beam: Lila's AI hits 80% zero-shot on gene editing, beating humans' 0%
“Certainly for expression protocols, for some gene editing work that we've done we have tested like the platform's ability to do that versus humans. Model gets like 80% of that zero shot. Humans get zero percent of that zero shot.”
Andy BeamJul 16, 2026▶ 13:47🔬 RL with Verifiable Rewards, but the Verifier is a Lab — Lila Sciences
AssertionNot checkable as stated
Beam: Lila's best non-platinum electrocatalysts came from AI ideas experts called stupid
“Some of the suggestions from the model initially were boring, but then transitioned from boring to what he considered to be stupid. These are non-platinum group electrocatalysts for separation of hydrogen and oxygen from water to make hydrogen, and those turns…”
Andy BeamJul 16, 2026▶ 17:53🔬 RL with Verifiable Rewards, but the Verifier is a Lab — Lila Sciences
Insight
Beam: Chain of thought is an unreliable narrator of model computation
“It actually thinks in latent space, it emits tokens. So, like, the chain of thought is often an unreliable narrator for what the model, the computation of the model is actually doing.”
Andy BeamJul 16, 2026▶ 27:51🔬 RL with Verifiable Rewards, but the Verifier is a Lab — Lila Sciences
Made with StarZero
Turn any episode into a week of clips.
This entire site, over 200 episodes transcribed, diarized, checked and made playable,
runs on the StarZero media pipeline. Drop in your own episode and the podcast clipper finds the
moments worth sharing, cuts them, captions them, and reframes them for every feed.
We use essential cookies to make the site work. With your permission we
also use analytics cookies (Google Analytics and Mixpanel) to understand
usage and improve StarZero. See our Cookie Policy.