A Discussion of ‘Adversarial Examples Are Not Bugs, They Are Features’: Discussion and Author Responses

We want to thank all the commenters for the discussion and for spending time designing experiments analyzing, replicating, and expanding upon our results. These comments helped us further refine our understanding of adversarial examples (e.g., by visualizing useful non-robust features or illustrating how robust models are successful at downstream tasks), but also highlighted aspects of […]

27 mins read

Mystery AMD Radeon GPU cooler spotted on Chinese forums is larger than RX 7900 XTX, with a massive heatsink and 3x 8-pin connectors — possibly the RX 7950 XTX that never was

A massive prototype cooler from AMD’s Radeon RX 7000 series has surfaced online, sparking speculation that AMD once considered a true RTX 4090-class GPU during the RDNA 3 era. The leak originated from Korean forum Quasarzone, where a user named FP32 shared images of a mysterious shroud purchased from the Chinese marketplace Xianyu. At first […]

4 mins read

The Download: how your data is being used to train AI, and why chatbots aren’t doctors

Millions of images of passports, credit cards, birth certificates, and other documents containing personally identifiable information are likely included in one of the biggest open-source AI training sets, new research has found. Thousands of images—including identifiable faces—were found in a small subset of DataComp CommonPool, a major AI training set for image generation scraped from […]

1 min read

SharePoint 0-Day, Chrome Exploit, macOS Spyware, NVIDIA Toolkit RCE and More

Even in well-secured environments, attackers are getting in—not with flashy exploits, but by quietly taking advantage of weak settings, outdated encryption, and trusted tools left unprotected. These attacks don’t depend on zero-days. They work by staying unnoticed—slipping through the cracks in what we monitor and what we assume is safe. What once looked suspicious now […]

33 mins read

How Kinde Billing Actually Works

If you’ve ever had to set up billing for a SaaS app, you already know the feeling: you’re knee-deep in Stripe’s dashboard, juggling webhooks, syncing subscription data, and somehow duct-taping everything together with your auth and RBAC system. It’s doable. But elegant? Not really. Kinde assumes something different: you’re building a product — and billing […]

9 mins read