# How AWS is helping companies build physical AI machines that think

Date: 8 Oct 2026
Released by: Amazon

## MediaRelease.co Summary

Amazon Web Services has introduced the Physical AI Toolchain on AWS, an open-source stack for building machines that perceive, reason and act in the physical world. Built with NVIDIA's physical AI stack and drawing on Amazon's robotics experience, it combines architecture guidance, deployment automation and ready-to-use code. AWS says it targets industrial automation, autonomous mobility and humanoid robotics across the full development lifecycle.

## Original release

Key takeaways - The Physical AI Toolchain on AWS is an open-source stack for building intelligent machines. - Built on AWS using NVIDIA’s physical AI stack and inspired by Amazon’s robotics expertise. - Purpose-built for industrial automation, autonomous mobility, and humanoid robotics. What's inside the Physical AI Toolchain on AWS - Synthetic Data Generation: Create diverse training scenarios using AI-generated environments, reducing the need for expensive real-world data collection - Model Training: Train machine intelligence using learning from human demonstrations and practice in simulated environments - Simulation and Validation: Test machine behavior in realistic virtual environments before deploying to real hardware - Edge Deployment: Push optimized models to machines in the field, where they make decisions in real time without constant cloud connectivity - Continuous Improvement: Operational data from deployed machines flows back to generate new training data, closing the loop - AWS services: Amazon SageMaker for model training, Amazon EC2 GPU instances for simulation, AWS IoT Greengrass for edge deployment, and Amazon Bedrock AgentCore for intelligent orchestration - NVIDIA: NVIDIA Isaac Sim for simulation, NVIDIA Isaac Lab for reinforcement learning, NVIDIA Isaac GR00T for humanoid machine training, and NVIDIA Cosmos for synthetic world generation Source: https://www.aboutamazon.com/news/aws/aws-physical-ai-toolchain-build-intelligent-machines

## Key details

- Issued by: Amazon
- Published: 8 Oct 2026
- Publisher country: United States
- Subject country/region: United States
- Topics: AI
- Original source: https://www.aboutamazon.com/news/aws/aws-physical-ai-toolchain-build-intelligent-machines
- MediaRelease.co URL: https://mediarelease.co/us/mr01532-how-aws-is-helping-companies-build-physical-ai-machines-that-08102026.html

Original source: https://www.aboutamazon.com/news/aws/aws-physical-ai-toolchain-build-intelligent-machines
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