Light-based chip can boost power efficiency of AI tasks up to 100-fold

A team at the University of Florida has developed a new kind of computer chip that uses light with electricity to perform one of the most power-intensive parts of artificial intelligence—image recognition and similar pattern-finding tasks. Using light dramatically cuts the power needed to perform these tasks, with efficiency 10 or even 100 times that …

How can I do this on Wan Vace?

I know wan can be used with pose estimators for TextV2V, but I’m unsure about reference images to videos. The only one I know that can use ref image to video is Unianimate. A workflow or resources for this in Wan Vace would be super helpful! submitted by /u/Fresh_Sun_1017 [link] [comments]

AI has no idea what it’s doing, but it’s threatening us all

Artificial intelligence is reshaping law, ethics, and society at a speed that threatens fundamental human dignity. Dr. Maria Randazzo of Charles Darwin University warns that current regulation fails to protect rights such as privacy, autonomy, and anti-discrimination. The “black box problem” leaves people unable to trace or challenge AI decisions that may harm them.

Sydney’s Comfy Tips

Made with Kijai’s infiniteTalk workflow and Higgs Audio for the voice. https://github.com/kijai/ComfyUI-WanVideoWrapper/blob/main/example_workflows/wanvideo_I2V_InfiniteTalk_example_02.json https://huggingface.co/bosonai/higgs-audio-v2-generation-3B-base submitted by /u/Race88 [link] [comments]

SMHP Solution Architecture

Accelerating HPC and AI research in universities with Amazon SageMaker HyperPod

This post was written with Mohamed Hossam of Brightskies. Research universities engaged in large-scale AI and high-performance computing (HPC) often face significant infrastructure challenges that impede innovation and delay research outcomes. Traditional on-premises HPC clusters come with long GPU procurement cycles, rigid scaling limits, and complex maintenance requirements. These obstacles restrict researchers’ ability to iterate …

Investigate fast with AI: Gemini Cloud Assist for Dataproc & Serverless for Apache Spark

Apache Spark is a fundamental part of most modern lakehouse architectures, and Google Cloud’s Dataproc provides a powerful, fully managed platform for running Spark applications. However, for data engineers and scientists, debugging failures and performance bottlenecks in distributed systems remains a universal challenge. Manually troubleshooting a Spark job requires piecing together clues from disparate sources …