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Hackers Vanguard: Cybersecurity, Device Trust, Edge AI, and Cloud Native: Hackers Vanguard: Cybersecurity, Device Trust, Edge AI, and Cloud Native - Linux Security, Cloud Native Security, Vulnerability Research, and More
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How a drowning alert grew from a Pi hack into AI Swim Safety, an offline YOLO26 pool monitor on one Arduino VENTUNO Q, with real speed numbers.
Social summary: AI Swim Safety: I taught a $299 board to watch a pool without ever getting wet. YOLO26 in, Frigate out, honest false alarm numbers, open source on the Arduino VENTUNO Q. #EdgeAI #YOLO26
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Prepping a local AI talk: an offline Qualcomm board that skips songs when I wave at it. Plot twist, the newest board only woke up after a stranger's project notes saved me. 8.7 ms a frame, no cloud. Writeup and code inside.
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One shared SCEP password for every device is a liability. A per-device SCEP challenge plus key-pinned renewals fixes it for step-ca, with macOS and Windows code.
The post A Per-Device SCEP Challenge Webho...