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Implementing Softmax From Scratch: Avoiding the Numerical Stability Trap

In deep learning, classification models don’t just need to make predictions—they need to express confidence. That’s where the Softmax activation function comes in. Softmax takes the raw, unbounded scores produced by a neural network and transforms them into a well-defined probability distribution, making it possible to interpret each output as the likelihood of a specific […]

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NVIDIA AI Released Nemotron Speech ASR: A New Open Source Transcription Model Designed from the Ground Up for Low-Latency Use Cases like Voice Agents

NVIDIA has just released its new streaming English transcription model (Nemotron Speech ASR) built specifically for low latency voice agents and live captioning. The checkpoint nvidia/nemotron-speech-streaming-en-0.6b on Hugging Face combines a cache aware FastConformer encoder with an RNNT decoder, and is tuned for both streaming and batch workloads on modern NVIDIA GPUs. Model design, architecture

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Elon Musk’s xAI announces it has raised $20bn amid backlash over Grok deepfakes

AI company’s chatbot faces criticism over its generation of sexualized, nonconsensual images of women and girlsElon Musk’s artificial intelligence company has raised $20bn in its latest funding round, the startup announced Tuesday, even as its marquee chatbot Grok faces backlash over generating sexualized, nonconsensual images of women and underage girls.xAI’s Series E funding round featured

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How to actually reduce your screen time this year: 15 expert tips

If you want to doomscroll less this year, try these realistic tips from screen time coachesSimple daily rituals for building fun, calm and play into your days in 2026Sign up for the Filter US newsletter, your weekly guide to buying fewer, better thingsI wish time travel were real. If it were, I’d go back to

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AI consciousness is a red herring in the safety debate | Letters

We should take AI risks seriously, but doing so requires conceptual clarity, says Prof Virginia Dignum. Plus letters from John Robinson and Eric SkidmoreThe concern expressed by Yoshua Bengio that advanced AI systems might one day resist being shut down deserves careful consideration (AI showing signs of self-preservation and humans should be ready to pull

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Friction-maxxing: could less convenience lead to much more happiness?

The conveniences of modern life such as Uber Eats and ChatGPT are robbing us of satisfaction – and worse still, infantilising us. But should we really go back to the basics? Name: Friction-maxxing.Age: Brand new. Continue reading…

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Wave of Grok AI fake images of women and girls appalling, says UK minister

Liz Kendall calls on X to ‘deal with this urgently’ while expert criticises ‘worrying slow’ government responseThe UK technology secretary has called a wave of images of women and children with their clothes digitally removed generated by Elon Musk’s Grok AI “appalling and unacceptable in decent society”.After thousands of intimate deepfakes circulated online, Liz Kendall

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Liquid AI Releases LFM2.5: A Compact AI Model Family For Real On Device Agents

Liquid AI has introduced LFM2.5, a new generation of small foundation models built on the LFM2 architecture and focused at on device and edge deployments. The model family includes LFM2.5-1.2B-Base and LFM2.5-1.2B-Instruct and extends to Japanese, vision language, and audio language variants. It is released as open weights on Hugging Face and exposed through the

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Now Musk’s Grok chatbot is creating sexualised images of children. If the law won’t stop it, perhaps his investors will | Sophia Smith Galer

The owner of X has grown used to acting with impunity – but this may be a red line for those with ‘conservative values’ who fund his adventures in free speechIt’s a sickening law of the internet that the first thing people will try to do with a new tool is strip women. Grok, X’s

Now Musk’s Grok chatbot is creating sexualised images of children. If the law won’t stop it, perhaps his investors will | Sophia Smith Galer Read More »

Rise and shine with the 10 best sunrise alarm clocks in the UK, tried and tested

Our reviewer sheds some light on adding brightness to your mornings with the best dawn simulation alarms, from Lumie and Philips to Hatch• The best sleep aids recommended by experts: from blue light-blockers to apps to help you napTo wake each day in darkness is a plight you wouldn’t wish on your worst enemy, yet

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