Minibinder design is just not that hard
One computational project we've been working on at Escalante is designing minibinders: small (typically <100 amino acids) protein binders. Minibinders have a huge range of uses from therapeutics to in vitro assay development. There's been a lot of well-justified excitement in the area of computational de novo design of minibinders: it's (almost) fair to say that in the last 24 months de novo minibinder design went from exceedingly difficult and expensive to almost routine (see boolean biotech for a good overview). While many of these advances have taken the form of closed models trained by large computational teams at private companies, we think open-source models will ultimately win out: there is no real data moat for binder design today [2], and, unlike the early days of LLMs, there is little computational moat [3]. In fact, the partially open-source package, BindCraft, is one of the top binder design methods. Incidentally, this is pretty clearly a good thing: where would biotech be
Minibinder design is just not that hard [[1]] Nick Boyd , Sam Guns - 29 Aug, 2025 0:00 / 0:10 1× Minibinders to PDL1 One computational project we've been working on at Escalante is designing minibinders: small (typically <100 amino acids) protein binders. Minibinders have a huge range of uses from therapeutics to in vitro assay development. There's been a lot of well-justified excitement in the area of computational de novo design of minibinders: it's (almost) fair to say that in the last 24 months de novo minibinder design went from exceedingly difficult and expensive to almost routine (see b
related reading
- One-shot design of functional protein binders with BindCraftnature.com
- prompts/prompts/multi_target_binder_design_prompt.md · Anthropic/claude-protein-binder-design at mainhuggingface.co
- Teaching generative models to hallucinateblog.escalante.bio
- Anthropic has not solved the peptide-binder design problem, but maybe bi[o]hub hasblog.genesmindsmachines.com
- ~180 lines of code to win the in silico portion of the Adaptyv Nipah binding competitionblog.escalante.bio
- Ludovico Comitoludocomito.dev
- Protein World Model | Biohubbiohub.ai
- AlphaProteo generates novel proteins for biology and health researchdeepmind.google
- Fast and Ultra-Capable Protein Design: Advancing the Frontier Through Atomistic SE(3)-Equivariance with Genie 3biorxiv.org
- Engineering Plastic-Degrading Enzymes and PCSK9 Binders with Protein AI Toolsblog.latch.bio
- nesso1.pdfvalencelabs.com
- Highly accurate protein structure prediction with AlphaFoldnature.com