Universities and research labs have long been Europe’s deep tech treasure trove. Now, academic spinouts have consolidated into a solid startup funnel worth $398 billion — and VC money is following. According to Dealroom’s European Spinout Report 2025, 76 of these deep tech and life sciences companies have either reached $1 billion valuations, $100 million in revenue, or both. These include unicorns like Iceye, IQM, Isar Aerospace, Synthesia, and Tekever, which are now inspiring more funds to back university spinouts. Just this month, two new funds emerged that will bring more funding to talent emerging out of European tech universities,…
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When the light starts to fade in the evening is when I start feeling it. A rush of heightened awareness, a palpable sense of increased IQ, like my brain is a Sim City growing on fast forward. Daytime’s rural village of slow-talking neurons explodes into a bustling metropolis full of taxis, neon signs, and hot jazz. The sundown rush, I can confirm after years of experimentation, is unrelated to anything I might have imbibed, inhaled, or ingested. If anything, it feels like my morning coffee fully, finally, kicked in. Science is just waking up to why this might be a…
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In this tutorial, we demonstrate how we simulate a privacy-preserving fraud detection system using Federated Learning without relying on heavyweight frameworks or complex infrastructure. We build a clean, CPU-friendly setup that mimics ten independent banks, each training a local fraud-detection model on its own highly imbalanced transaction data. We coordinate these local updates through a simple FedAvg aggregation loop, allowing us to improve a global model while ensuring that no raw transaction data ever leaves a client. Alongside this, we integrate OpenAI to support post-training analysis and risk-oriented reporting, demonstrating how federated learning outputs can be translated into decision-ready insights.…
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Tomorrow’s the big day, and I don’t just mean New Year’s Eve. The series finale of Stranger Things airs tomorrow, and Netflix has released a . We’re given only flashes of the final episode, along with a voiceover of an emotional Jim Hopper telling Eleven he needs her to fight one last time. It’s just over 1 minute and 30 seconds long, with what appears to be only about 30 seconds of new footage. There isn’t much to go on here, as most of the footage features emotional moments from seasons past. Netflix no doubt is hoping to keep much…
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In some ways, 2025 was when AI dictation apps really took off. Dictation apps have been around for years, but in the past they’ve proved slow and inaccurate — unless you speak with particular accents and enunciate clearly. But advances in large language models (LLMs) and speech-to-text models have helped improve the systems that can decipher speech better while retaining the context to format the text. And developers have built in features to automatically format text, remove filler words, and ignore fumbles to output text that would need fewer edits. But with the soaring popularity of everything AI, there’s dozens…
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There’s something very soothing about Harry Styles’ mellifluous voice. So soothing, in fact, that you’ll soon be able to hear him read you a bedtime story. The One Direction star has voiced a sleep-encouraging story for meditation app Calm and you’ll be able to listen to it from July 8. If you’ve ever had any trouble nodding off to sleep, you might already be familiar with Calm’s Sleep Stories, which launched back in 2016 and have a range of star-studded narrators, including Nick Offerman, Lucy Liu, Stephen Fry, and Matthew McConaughey. And, if you haven’t heard of the magical wonders…
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Hot on the tail of Amazon’s Kindle Scribe Colorosoft, TCL is introducing its own take on a distraction-free note-taking and reading device. Unlike the new Scribe, however, it doesn’t use E Ink. The TCL Note A1 NXTPAPER is the company’s latest device to use NXTPAPER, TCL’s custom paper-like LCD screen, which offers some of the qualities of E Ink without the limitations. TCL says the 11.5-inch color “NXTPAPER Pure” display on the Note A1 has a 2,200 x 1,440 resolution and a 120Hz refresh rate, which should mean it looks clearer and feels much smoother to interact with than the…
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Every year, TechCrunch’s Startup Battlefield pitch contest draws thousands of applicants. We whittle those applications down to the top 200 contenders, and of them, the top 20 compete on the big stage to become the winner, taking home the Startup Battlefield Cup and a cash prize of $100,000. But the remaining 180 startups all blew us away as well in their respective categories and compete in their own pitch competition. Here is the full list of the consumer/edtech Startup Battlefield 200 selectees, along with a note on why they landed in the competition. Ahoi What it does: Helps people find places that are…
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There have been quite a few times I’ve slept midway through what was supposed to be a binge-watching session. If you’ve experienced this too, what Netflix is working on will certainly help – a sleep timer. The folks over at XDA Developers have found evidence of a sleep timer in the latest version of Netflix (v 7.82.1) that is now rolling out to Android users. The code of the app contains a new string that suggests that Netflix may soon add a sleep timer to its application. SEE ALSO: ‘Netflix Is Testing A Programmed Channel For A ‘Laid Back’ Streaming…
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Our editorial team’s predictions for 2025 included a cooling of the electric vehicle (EV) market (check), new-car price cuts (check), and the rise of hybrids (check). This time last year, we also tipped cheaper EVs (hello BYD Atto 1 for $23,990 plus on-roads – check) and said Toyota would confirm new sports cars (checkmate) … although we predicted it would lock in both a Celicaand an MR2 (close). Looking back, we’re pretty chuffed. What we didn’t predict was Full Self-Driving (supervised) arriving in Australia in 2025, nor did we expect to be seduced by a luxury Chinese people-mover and a Japanese…