Antibodies

topic on 3 shows · 6 statements across 4 episodes

Latent Space No Priors TBPN

6 statements about Antibodies, every show

Patil: Generative models enable atom-level precise antibody epitope design
“And I think, like, one of the things that's really exciting about where we're getting to with some of these models is we can start to get that precise, right? Epitope, right? Meaning like binding spot, right? A very specific set of atoms to have the antibody g…”
Neil Patil Aug 11, 2026 ▶ 12:16 🔬They Thought the Model Was Broken — Matt McPartlon & Neil Patil, Chai Discovery
LATENT SPACE Assertion Supported
McPartlon: Chai-2 generated binders for 25 targets with 20% hit rate
“So we designed antibodies to 50 targets for that paper, got binders to about half of them with being on average around a 20% hit rate for binding.”
Matt McPartlon Aug 11, 2026 ▶ 22:51 🔬They Thought the Model Was Broken — Matt McPartlon & Neil Patil, Chai Discovery
LATENT SPACE Assertion Not checkable as stated
Patil: Chai-2 crossed the performance threshold for antibody design last year
“The ultimate goal here is to design medicines, right, and design new molecules, and I think CHI-2 really crossed the threshold of performance for doing that with antibodies a year ago.”
Neil Patil Aug 11, 2026 ▶ 27:18 🔬They Thought the Model Was Broken — Matt McPartlon & Neil Patil, Chai Discovery
LATENT SPACE Assertion Supported
ESMC model search generates novel antibodies achieving therapeutic-grade binding affinity levels
“What we're able to see is that, you know, you can search ESMC and you can actually find antibodies that are reaching the level of affinity that are, I should say, are really at the level of affinity that is needed for therapeutic function and activity.”
Alex Rives May 27, 2026 ▶ 29:46 🔬 The Bitter Lesson is Coming for Proteins - Alex Rives, BioHub
TBPN Opinion
Shkreli: Pharma avoids peptides as the worst of both worlds
“And in fact, in pharma, you try to avoid peptides because of their inherent weaknesses. You go for small molecules or Really large molecules like antibodies. Peptides are sort of the worst of both worlds.”
Martin Shkreli Mar 23, 2026 ▶ 3:35 The Great Peptide Debate with Martin Shkreli & Max Marchione
NO PRIORS Assertion Supported
Dent: Chai-2 hits nearly 20% wet-lab antibody binding success
“We have about a two week validation cycle in the lab, and two weeks later, we see that roughly close to 20% of these antibodies actually bind their targets in the intended way.”
Jack Dent Jul 3, 2025 ▶ 7:15 No Priors Ep. 121 | With Chai Discovery Co-Founders Jack Dent and Joshua Meier

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