AI system discovers visual categories while adapting to new contexts

A new approach called open ad-hoc categorization (OAK) helps AI systems dynamically reinterpret the same image differently depending on the categorization context, rather than using fixed visual interpretation. A University of Michigan-led study on this topic was presented in June 2025 at the IEEE Conference on Computer Vision and Pattern Recognition (CVPR) in Nashville, Tennessee.

INSTAGIRL V2.0 – SOON

Ive been working tirelessly on Instagirl v2.0, trying to get perfect. Here’s a little sneak peak of what I’ve been up to. 👀👀🔜 submitted by /u/00quebec [link] [comments]

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Build an AI assistant using Amazon Q Business with Amazon S3 clickable URLs

Organizations need user-friendly ways to build AI assistants that can reference enterprise documents while maintaining document security. This post shows how to use Amazon Q Business to create an AI assistant that provides clickable URLs to source documents stored in Amazon Simple Storage Service (Amazon S3), to support secure document access and verification. Amazon Q …

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Redefining enterprise data with agents and AI-native foundations

The world is not just changing; it’s being re-engineered in real-time by data and AI. The way we interact with data is undergoing a fundamental transformation, moving beyond human-led analysis to a collaborative partnership with intelligent agents. This is the agentic shift, a new era where specialized AI agents work autonomously and cooperatively to unlock …