If you are running local LLMs, you already know the bottleneck isn’t compute; it’s memory. Specifically, the KV cache. As your context window grows, storing Keys and Values for every token eats your VRAM alive. On a standard 16GB consumer GPU, you are typically hard-capped around an 8K context length after loading the model weights.
Researcher: If Exploited, Bug Could Crash Hospital Medical Imaging Systems The Cybersecurity Infrastructure and Security Agency is warning of a high severity in Grassroots DICOM, an open-source library commonly used for medical imaging products, that if exploited could allow an attacker to send a specially crafted file resulting in a denial-of-service situation.
Google's Accelerated PQC Timeline Demands Enterprise Action Now Google set a public deadline for migrating to post-quantum cryptography, setting a strong signal for IT and security leaders that they too should transition their encryption into more robust algorithms. Enterprises need a migration strategy now before the window closes.