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The federal Cybersecurity and Infrastructure Security Agency is sounding the alarm over active exploitation of a vulnerability linked to Node2Shell, adding the Brotli flaw to its Known Exploited Vulnerabilities catalog. Two honeypot operators have already logged real-world attack attempts, and while one of those exploits appeared broken, the activity signals that threat actors are actively probing for targets.
On a different kind of urgency, Wired is reporting that AI-powered emergency alert systems are moving closer to deployment, with chatbots potentially taking over how authorities communicate during crises. The challenge, researchers say, isn't the technology — it's human behavior. People are slower to trust and act on automated messages, which raises serious questions about whether speed gains actually save lives.
And on the AI performance front, researchers from Polymathic AI, Princeton, and several partner institutions have published results for a new system called FlashMap. It uses a technique called speculative decoding, drafting sixteen tokens in a single forward pass, and reportedly delivers up to six point one four times faster language model output with no loss in quality — a meaningful leap for anyone running large models at scale.
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