Edge AI & On-Device
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Sixfab ALPON X5 AI runs 25 TOPS on a Raspberry Pi CM5 — without NVIDIA inside
Sixfab walked out of CES 2026 with the Best of Innovation award in Enterprise Tech, beating 3,600 submissions. The interesting part isn’t the trophy — it’s that the whole box is a Raspberry Pi Compute Module 5 wired to DeepX’s DX-M1 accelerator. No Jetson. 25 TOPS INT8 at about 3.5W average draw. What’s in the… Continue reading
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Eufy Video Doorbell S4 ships Q1 at $279 with 180° AI tracking and no subscription fee
Anker’s Eufy pulled the CES 2026 move Ring didn’t — a doorbell that sees the whole porch, recognizes your packages, and doesn’t charge monthly for it. The S4 is a smart doorbell camera (edge AI, not cloud-first), $279.99 / £229, shipping Q1 2026 through eufy.com. PetaPixel’s April 21 data piece pegged 39% of US households… Continue reading
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LILYGO T-Watch Ultra pre-orders open: $95 gets you ESP32-S3, edge AI, LoRa, and GNSS
LILYGO opened pre-orders for the T-Watch Ultra on April 20. A week later it’s the most-discussed maker hardware on Hacker News — 151 points, 76 comments on a DIY watch thread, plus daily threads on r/embedded and r/esp32. Price: $94.98. What’s actually on your wrist This is a fully open DIY smartwatch dev board, not… Continue reading
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Logitech Rally AI Camera opens its SDK — AI agents can hook into RightSight 2
Most conference cameras are black boxes. The Rally AI Camera isn’t. Logitech put this thing on GitHub with real SDK docs and a Discord for integrators. For a PTZ at this price point, that’s unusual. The hardware One-inch 20MP sensor, 115° field of view, RightSight 2 running on-device — adaptive framing that flips between group… Continue reading
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VueBuds (UW) matches Ray-Ban Meta on visual QA — with cameras inside Sony earbuds
University of Washington just picked a fight in the AI-wearable form-factor war. Not glasses. Not a pin. Earbuds with eyes. The hardware VueBuds is a research prototype that slips a low-resolution monochrome camera into the stem of a stock Sony WF-1000XM3. It streams grayscale frames over Bluetooth to your phone, where a multimodal LLM does… Continue reading
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Terasaki Smart Glaucoma Contact Lens doses its own meds — no chip, no battery, no wires
Yangzhi Zhu’s team at Terasaki Institute for Biomedical Innovation shipped a contact lens that tracks intraocular pressure and dispenses glaucoma drugs on its own — entirely through polymer microfluidics. No silicon inside the lens. Science Translational Medicine published it this month, and it hit Hacker News front page and Hackaday the same week. How the… Continue reading
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Firefly CQ38W AI Security Camera (RV1126B / RK3576) puts a 2B-param LLM inside a $149 IP67 box
CNX Software dropped the spec sheet on April 20 and the embedded crowd hasn’t shut up about it. Two SKUs share one IP67 enclosure: the CQ38W-1126B runs Rockchip’s RV1126B with a 3 TOPS NPU, the CQ38W-3576 swaps in an octa-core RK3576J/M with 6 TOPS. The big one ships for $149. Why this is a VLM-camera… Continue reading
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Framework Laptop 13 Pro ships with Panther Lake NPU and pre-installed Linux — 1,272 HN upvotes in 24 hours
Framework rebuilt its 13″ laptop from scratch. The new 13 Pro is a modular AI PC with an NPU on board. Hacker News put it on the front page April 21 with 1,272 points and 639 comments. Engadget, Phoronix, and GamingOnLinux jumped on it the same day. What’s inside Intel Core Ultra Series 3 (Panther… Continue reading
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Vention Rapid Operator AI ships from GTC 2026 with 99% first-pick on 24-inch deep bins
Vention turned the demo highlight of NVIDIA GTC 2026 into a SKU you can actually order. Rapid Operator AI is a turnkey bin-picking robot cell — robot arm on a pedestal, two-finger gripper, stereo vision camera, MachineMotion AI controller, operator HMI — sold as one box. Up to 99% first-pick on randomly-oriented parts in bins… Continue reading
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Advantech MIC-735 AI Inference System puts NVIDIA IGX Thor inside a ruggedized AMR brain
Advantech released the MIC-735 on April 9 and quietly set the bar for industrial edge AI boxes in 2026. This is not a dev kit — it is a sealed, rugged inference system meant to bolt inside a forklift, an AMR, or a surgical robot and run the full perception stack on-device. What’s in the… Continue reading
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