# Building intelligent physical AI: From edge to cloud with Strands Agents, Bedrock AgentCore, Claude 4.5, NVIDIA GR00T, and Hugging Face LeRobot

DevFeed: [Building intelligent physical AI: From edge to cloud with Strands Agents, Bedrock AgentCore, Claude 4.5, NVIDIA GR00T, and Hugging Face LeRobot](<https://devfeed.tech/articles/building-intelligent-physical-ai-from-edge-to-cloud-with-strands-agents-bedrock-agentcore-claude-4-5-nvidia-gr00t-and-hugging-face-lerobot-4748.md>)

Original publisher: [Read original article](<https://aws.amazon.com/blogs/opensource/building-intelligent-physical-ai-from-edge-to-cloud-with-strands-agents-bedrock-agentcore-claude-4-5-nvidia-gr00t-and-hugging-face-lerobot/>)

Author: Arron Bailiss

Published: 2025-12-12T21:03:04Z

Content type: article

Language: en

Sources: [AWS Open Source Blog](<https://devfeed.tech/sources/aws-open-source-blog.md>)

Topics: [AI Bots](<https://devfeed.tech/topics/ai-bots.md>)

Tags: [ai-agents](<https://devfeed.tech/tags/ai-agents.md>), [amazon-bedrock](<https://devfeed.tech/tags/amazon-bedrock.md>), [amazon-bedrock-agentcore](<https://devfeed.tech/tags/amazon-bedrock-agentcore.md>), [artificial-intelligence](<https://devfeed.tech/tags/artificial-intelligence.md>), [best-practices](<https://devfeed.tech/tags/best-practices.md>), [cloud](<https://devfeed.tech/tags/cloud.md>), [edge](<https://devfeed.tech/tags/edge.md>), [embedded](<https://devfeed.tech/tags/embedded.md>), [generative-ai](<https://devfeed.tech/tags/generative-ai.md>), [inference](<https://devfeed.tech/tags/inference.md>), [jetson](<https://devfeed.tech/tags/jetson.md>), [latency](<https://devfeed.tech/tags/latency.md>), [nvidia](<https://devfeed.tech/tags/nvidia.md>), [open-source](<https://devfeed.tech/tags/open-source.md>), [physical-ai](<https://devfeed.tech/tags/physical-ai.md>), [robotics](<https://devfeed.tech/tags/robotics.md>), [strands-agents](<https://devfeed.tech/tags/strands-agents.md>), [technical-how-to](<https://devfeed.tech/tags/technical-how-to.md>)

## AI overview

An AWS article explores physical AI agents that combine cloud reasoning with low-latency edge execution. It demonstrates a robotic arm and a quadruped robot controlled through Strands Agents on NVIDIA Jetson hardware.

## Source excerpt

Agentic AI systems are rapidly expanding beyond the digital world and into the physical, where AI agents perceive, reason, and act in real environments. As AI systems increasingly interact with the physical world through robotics, autonomous vehicles, and smart infrastructure, a fundamental question emerges: how do we build agents that leverage massive cloud compute for [...]