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Design / Generative protein design

Proteins we can imagine

Generative models propose new protein structures. Experiments determine which designs actually work.

EstablishedAvailable today
Established

What the evidence shows

RFdiffusion demonstrated de novo protein design with experimental validation for selected designs.

Inferred

What we can reasonably infer

Design tools may make specialized binders and industrial proteins easier to explore when paired with testing.

Speculative

What remains a possibility

Designing arbitrary biological functions on demand, with predictable outcomes, is a much larger goal.

THE BOUNDARY

Where the claim stops

Computational success and laboratory success are different outcomes. Therapeutic use needs additional validation.

THE NEXT USEFUL SIGNAL

What to watch for

Reproducible design success on new tasks, compared with conventional methods.

The horizon is an editorial scenario for this brief’s central possibility. It does not predict a treatment date or an investment return.