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Here is a small, annoying pattern most of us fall into with AI chat tools.Continue reading on Medium »
Deep LearningContinue reading on Medium »
Ugreen’s HomeAgent H100 Pro hub combines local storage, on-device AI, and a new voice assistant, Uliya, to run your smart home. | Photo by Jennifer Pattison Tuohy / The Verge Ugreen, known for its phone power banks, chargers, and NAS storage solutions, is moving into the smart home - in a big way. This week at the IFA tech show, the company launched its HomeAgent smart home platform that combines security camera storage, on-device AI, and smart home control in one system, managed by a voice assistant called Uliya, with the promise that everything runs locally. At the core of Ugreen's HomeAgent system is a hub that acts as the brain of your smart home, running a local-first AI (with some caveats) that you can interact with using natural language via Uliya. There are three hub configurations to choose from, each … Read the full story at The Verge.
By Wanjiku Chebet Kanjumba, University of Florida NASA is planning to send three small rovers to the Moon with a single instruction: Work out among yourselves how to explore a patch of ground. The Cooperative Autonomous Distributed Robotic Exploration mission, or CADRE, will land on the side of the Moon facing Earth as part of [ ]
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You spent months grinding LeetCode, surviving system design interviews, and negotiating your offer. Then the first paycheck lands bigger Continue reading on Medium »
Have you ever received a message saying:Continue reading on Medium »
Following the lead of companies like Xteink, Lexar is the latest to sacrifice a USB-C port in the pursuit of slimming down its hardware. When the Lexar Muse Ultra-Slim Portable SSD launches later this year in 512GB and 1TB capacities it will be one of the slimmest you can buy. At its thickest point in the middle it measures just 3.8mm, but that tapers to only 1mm at the edges thanks to high-density NAND stacking and a "custom ultra-thin PCB architecture" inside. But performance remains solid with read speeds up to 1,050MB/s and write speeds maxing out at 1,000MB/s. That's fast enough to record 4K Apple ProRes video at up to 120fps when conn … Read the full story at The Verge.
As a leader, are you confident you know who owns every decision your AI systems make? Someone always makes the call. The question is Continue reading on Medium »
The model that moves from answering to doing.Continue reading on Medium »
While restaurant owners might look to generative AI as a shortcut to sprucing up their menu, customers can viscerally sense that something is wrong with the food.
arXiv:2609.03209v1 Announce Type: new Abstract: We study a governed approach to enterprise analytics: a language model interprets the question, while deterministic policy selects and runs a pre-approved analytical program that returns both results and evidence. We show that this restriction can remain expressive within a defined analytical class, using relational operations plus aggregation, comparison, windows, ranking, and similarity. Fixed meaning, policy, data, and execution rules also make results replayable. Across 440 runs, three 8B models generated SQL and selected tools at runtime, while Qwen3-8B interpreted intent only and policy executed the approved program. None of 330 runtime-planning episodes matched the full answer-and-evidence contract across all test datasets; the policy-executed analyzer matched 110 of 110. This is a configuration-specific result, not evidence that runtime agents cannot succeed under other designs.