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Study finds infants outpace AI chatbots in language-learning efficiency

MIT Technology Review spoke with cognitive scientists comparing how babies and large language models acquire language, finding that infants learn to speak proficiently after hearing only 10 to 30 million words, while LLMs require vastly more data to approach similar fluency. Stanford's Michael C. Frank noted that training a model like GPT-2 on the same word count a toddler hears produces a 'nonsense generator,' not coherent speech.

UCL Chemistry Department Shares Fellowship Application Playbook From 40+ Researcher Program

Researchers running UCL's chemistry department fellowship support scheme have published guidance drawn from helping more than 40 early-career researchers win independent fellowships. The advice covers assessing whether a candidate's track record fits a target fellowship, shaping a competitive research proposal, and choosing the right host institution. The authors stress that early planning during a PhD and postdoc, including mapping publication milestones, is critical to building a strong application.

Nature commentary urges journals to integrate AI tools into peer review instead of banning them

A Nature opinion piece argues that scientific publishing's peer-review system is strained by rising submissions, more complex manuscripts and a shortage of willing, timely reviewers. While most journals currently prohibit reviewers from using AI tools over confidentiality and accountability concerns, the author contends these blanket bans are difficult to enforce and only partially solve the underlying problems.

Cooler Master launches Q300L V3 Micro-ATX case at $44.90

Cooler Master has released the Q300L V3, an updated version of its budget Micro-ATX/Mini-ITX case line first introduced in 2018. The new model is slightly larger than its predecessors, featuring bigger panel perforations for airflow, a reinforced frame, flexible front I/O placement, more room for CPUs and graphics cards, and a bundled 140mm fan. It carries an MSRP of $44.90, though it's currently listed under $40 on Amazon.

Asus ROG Gjallar soundbar debuts at $600 with mixed reviews

Asus has released its first ROG-branded soundbar, the Gjallar, a 2.1.2 system that pairs a wireless 65W 6.5-inch subwoofer with an audio control hub featuring built-in beam-forming microphones. Priced at $600, the compact under-monitor unit delivers solid sound quality but comes wrapped in a boxy, heavily branded black design that reviewers found unremarkable.

Birdfy Nest Duo brings dual-camera monitoring to backyard bird nesting boxes

Birdfy's Nest Duo is a smart nesting box equipped with two 1080p cameras—one inside and one outside the entry hole—plus a built-in thermometer and hygrometer. The reviewer used it to observe an entire chickadee nesting cycle, from excavation and egg-laying to hatching and fledging, streamed live to a smartphone. The device is part of a broader Birdfy lineup that includes single-camera and pole-mountable models.

Chuwi launches $449 Unibook laptop powered by Intel's Wildcat Lake chip

Chuwi has released the Unibook, a budget laptop built around Intel's new Core Series 3 'Wildcat Lake' processor, priced at $449 with 8GB of RAM. The launch comes as rivals like Dell and Acer struggle to match or undercut Apple's MacBook Neo, which itself saw a $100 price hike just three months after debuting amid a wider memory-chip price surge.

Today's top topics: openai apple anthropic claude opus 5.5 artificial intelligence ai safety sam altman meta muse dario amodei samsung
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