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AWS Machine Learning Blog
AWS Machine Learning Blog
7/1/2026
Accelerate protein design with BoltzGen on Amazon SageMaker AI

Accelerate protein design with BoltzGen on Amazon SageMaker AI

Short summary

AWS demonstrates how to deploy BoltzGen, an AI-powered protein-design tool, on SageMaker AI to handle production-scale workflows with optimized compute costs. The platform offers two execution modes for research and production phases, with step-level caching to reduce iterative development expenses. The walkthrough enables teams to scale protein design validation runs to large-scale batch processing on AWS infrastructure.

  • BoltzGen enables AI-accelerated protein design on SageMaker AI
  • Step-level caching minimizes compute costs during iterative development
  • Supports scaling from research validation to production batch processing

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