AWS Spatial Computing Blog
Category: Technical How-to
Automate mining site compliance monitoring with AI-powered 3D scene understanding on AWS
Introduction New techniques in 3D world modeling and AI-driven scene interpretation are unleashing a revolution in industries such as mining and construction. The global LiDAR market — valued at USD 2.74 billion in 2024 and projected to reach USD 4.71 billion by 2030 (9.5% CAGR) is generating unprecedented volumes of spatial sensor data. A single […]
Accelerating OpenCV on Graviton – the COOL framework
Introduction Computer vision workloads are compute-intensive and expensive, forcing developers to choose between performance and cost when processing millions of images for applications ranging from autonomous vehicles to medical diagnostics. OpenCV (Open Computer Vision) is an open-source library designed to make computer vision and image processing fast, easy to use, and portable. It’s one of […]
Simulating Expert Teams with Agentic AI and Amazon Bedrock AgentCore
Introduction Answering technical questions that span multiple specialties is rarely just about finding the right answer. One of the hardest parts is often coordinating the right people to provide it. What if AI could augment this coordination—not by replacing expert teams, but by accelerating their initial research and synthesis? When complex technical questions span multiple […]
GPU-Accelerated Robotic Simulation Training with NVIDIA Isaac Lab in VAMS
The open-source Visual Asset Management System (VAMS) now supports GPU-accelerated reinforcement learning (RL) for robotic assets through integration with NVIDIA Isaac Lab. This pipeline enables teams to train and evaluate RL policies directly from their asset management workflow, leveraging AWS Batch for scalable GPU compute. Isaac Lab for Physical AI and Robotics Development Figure 1: […]
Embodied AI Blog Series, Part 1: Getting Started with Robot Learning on AWS Batch
We have reached a milestone in technical evolution: the ability to use advanced AI models to influence not only the digital world but also the physical one. We are moving from AI that generates text to AI that moves atoms — augmenting our daily lives by folding clothes, organizing logistics, and reasoning through complex physical […]
Build a Spatial Object Tracking Pipeline with Create ML using Amazon EC2 Mac Instances
Introduction Apple’s Create ML enables developers to train powerful machine learning models without deep machine learning expertise, simplifying the path from concept to production. A new feature with Apple’s Create ML tool enables object tracking to be trained directly from the command line, unlocking faster and more scalable workflows. This is especially valuable for teams […]
AI-Powered Construction Document Analysis by Leveraging Computer Vision and Large Language Models
TwinKnowledge collaborated with AWS’s PACE team to develop a scalable computer vision and Large Language Model solution that efficiently processes thousands of architectural drawings while maintaining high accuracy, helping to reduce construction document errors and improve project efficiency through AI-augmented human review processes.
3D Design Reviews On-demand with Autodesk VRED and AWS
Introduction 3D product visualization and virtual prototyping are integral to product design, especially in industries including Manufacturing and Automotive. Last year, teammates from the AWS Spatial Computing community wrote a blog post about Autodesk VRED, a software package that helps designers’ prototype and collaborate on high-quality streams or renders of engineering artifacts. That post, titled […]
Text-to-Hologram: Unleashing Creativity with AWS Gen AI and Proto Hologram
In today’s digital landscape, where innovation is the driving force behind technological advancements, we find ourselves on the cusp of a paradigm shift. Imagine a world where creating captivating holographic content is as effortless as typing a thought. Thanks to our groundbreaking collaboration with the visionaries at Proto Hologram, this once-futuristic dream has become a […]
Empower Your WebXR App Using AWS Serverless Architecture
© Chand – stock.adobe.com What is WebXR? WebXR stands as a cutting-edge web standard designed to enable immersive virtual reality (VR) and augmented reality (AR) experiences directly within web browsers. This technology empowers developers to create and share interactive 3D environments online, offering users innovative and engaging ways to interact with digital content. Recent Developments […]







