All-atom universal binder generation (BoltzGen)

Практический сценарий

Frontier all-atom binder design across proteins, peptides, nanobodies. Preprint.

Вход

• target biomolecule
• design specification

Pipeline diagram

flowchart TD
    A[Target + design spec] --> B[BoltzGen all-atom diffusion]
    B --> C[Integrated folding/ranking]
    C --> D[Independent validation]
    D --> E[Experimental assays]

Стадии pipeline

Hardware и runtime

NR. MIT code + weights, but preprint.

Evidence level

3–4 prospective claimed in preprint; evidence differs by modality. Not full IgG evidence.

Точки отказа

• Treat preprint as peer-reviewed.
• Assume IgG evidence from nanobody examples.
• Unified scores as independent validation.

Критерии решения

• Accept preprint risk?
• Need nanobody vs miniprotein vs peptide?

Связанные задачи

Связанные инструменты

Архитектуры

Papers