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Is AI-designed protein binders as a service a viable business now?

Blocked on a check since 2026-10-25 · ledger #28

A peer-reviewed crossing exists; no named, funded graveyard yet.

Short answer

Computational protein design used to need screening labs because only a small share of designed binders worked. BindCraft, published in Nature in August 2025, reported one-shot designs with high experimental success rates against many targets, without high-throughput screening. The measured crossing is real; the open check is a named, funded graveyard.

Killing constraint
Experimental hit rate of designed binders
E7 Algorithmic step
Crossing
2025-08-27
BindCraft published in Nature: one-shot binder design with high experimental success.

When most designs fail, every project needs a screening facility; when most work, design becomes a service.

Graveyard

Asserted, not enumerated: 'the 2000s-2010s computational drug-design cohort'. Named, funded companies are needed before a ripe call.

What changed, dated

  • Pacesa et al., 'One-shot design of functional protein binders with BindCraft', Nature. source H

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