Hacker News
DeepSeek open-sources inference optimizations with 60–85% faster generation [pdf]
DeepSeek has released open-source inference optimizations that accelerate generation speeds by 60 to 85 percent, a significant leap for production AI deployments. The techniques, detailed in their DSpark paper, target the bottlenecks that make running large language models at scale expensive and slow. For developers and enterprises building on top of open models, faster inference directly translates to lower costs and better user experience.
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Anonymous GitHub account mass-dropping undisclosed 0-days
An anonymous GitHub account dubbed "exploitarium" is publicly releasing undisclosed zero-day vulnerabilities without coordinated disclosure to affected vendors. The dumps bypass standard responsible disclosure norms, leaving systems exposed before patches can be developed. Security teams should monitor the repository closely and prioritize rapid triage of any relevant vulnerabilities.
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Ars Technica
South Korea plans to train entire military as "drone warriors"
South Korea is set to transform its 500,000-strong military into a drone-proficient fighting force, training every soldier on unmanned systems as a standard combat skill. The initiative reflects a broader strategic shift as militaries worldwide integrate drones into front-line operations following lessons learned in Ukraine. For Seoul, which faces a heavily armed neighbor to the north, the move signals a serious modernization push with real deterrence implications.
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Ars Technica
Apple and Audi alumni have made a luxe EV based on the moon buggy
The Amble One is a $25,000 street-legal electric buggy built by veterans of Apple and Audi, targeting the luxury resort market. Styled after a moon buggy, it trades practicality for aesthetic appeal, positioning itself as a premium amenity rather than everyday transportation. The debut signals growing interest in high-end, purpose-built EVs for hospitality and leisure environments.
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