The shift from traditional GPUs is tied to Appleβs unified memory architecture, which gives the CPU, GPU, and Neural Engine shared access to memory, reducing data transfers during agent training.
Reinforcement learning combines inference with interaction with an environment. Many compact Macs can therefore cost less than GPU clusters built for matrix-heavy workloads.
Anthropic reportedly uses Mac mini too, renting them from AWS. Demand has stretched delivery times for high-memory Mac mini and Mac Studio configurations to weeks or months.
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The prototype was a shortened Apple Pencil made for the foldable iPhone. It was designed to attach magnetically to the side of the case, where it could also charge.
Testing exposed 2 problems. The stylus was awkward to use in some positions, and its hard tip left marks on the inner display. Foldable screens are softer than regular ones.
Mark Gurman believes the accessory will not launch with the foldable iPhone expected next month. The project may also clash with Appleβs long-standing position, linked to Steve Jobsβs 2007 claim that nobody needs a stylus. The Pencil will likely remain an internal prototype.
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Anthropic released Claude Fable 5.1 and Claude Mythos 5.1, the same model with different restrictions. Fable is open to everyone. Mythos requires verification for cybersecurity and life sciences work. With open protein-design tools, almost 50% of designs worked across 12 targets, versus 10-15% normally. Binding affinity was 10 times higher than leading Adaptyv Bio contest entries for 3 targets.
The model also built a new elevation map for a third of Venus from Magellan radar images. Resolution improved to 2 to 3 km. Terminal-Bench-Science reached 52.6%, up from 24.7%. Cached reads are 75% cheaper, cutting typical task costs by about 25% and agentic costs by up to 45%.
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The CameraJetβs tiny camera captures 28 photos per second. An AI system trained on 470,000 dental images finds gaps between teeth and directs a small rinse stream there during brushing.
It can also stream a live view of the mouth to the MyDyson app, showing cleaning coverage and close-up images of the teeth.
Dyson says development took 6 years and involved 661 engineers. The $499.99 device combines an electric toothbrush, oral irrigator, and camera.
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During a three-hour test over Alaska, Rainmakerβs drones released small amounts of silver iodide into cold clouds. The company says this helped form ice crystals that fell as rain or snow, producing an estimated 71 million liters of additional precipitation.
Rainmaker uses weather algorithms, radar, and satellite data to select clouds and time each seeding flight. Atmoβs AI models help identify clouds with high seeding potential. The estimate is based on Rainmakerβs own analysis.
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Researchers at POSTECH built MiPAL, a parametric speaker with one emitter and 2 metamaterial layers. A front acoustic metasurface focuses ultrasound, while elastic metacells suppress vibrations that would spread audio sideways.
MiPAL modulates an ultrasonic wave with an audio signal, using nonlinear behavior in air to send sound along a narrow path. Tests in a mock aircraft cabin covered 500 Hz to 10 kHz, while the adjacent seat stayed quiet.
The modules are 3D-printed, so the design can be adapted to seat spacing, beam angle, or other conditions. Possible uses include personal announcements on planes and audio guides at museum displays.
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Atlas reconstructs a surrounding space in 3D from text or visual files. Users can then move the camera and change the view while the scene geometry stays intact.
With several photos, it builds a complete 3D space. From one image, it can infer hidden parts, while more source frames improve accuracy. Atlas also generates controllable video up to 1 minute in 1440p, with the camera path set directly. The same system can turn footage of a real room into a simulation for robot training.
Atlas is currently available only to early-access partners. It will later serve as the basis for new versions of Marble and other World Labs products.
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He gives absurd answers to routine interview questions, and the recruiter treats them as normal. Asked about salary, he mentions a sideways drill bit in the first quarter.
The AI turns that into a question about horizontal drill diameters, then thanks him for sharing his expectations. That is how to behave around neuro-HR.
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OpenAIβs new model scored 98% on ARC-AGI-3, a difficult abstract-reasoning test. It reached 100% on ExploitBench, which measures vulnerability discovery and exploitation.
Astra also shows gains in coding and advanced math, plus science and CAD. OpenAI is testing it as an agent that can execute long action chains. Its cyber capabilities led to tighter safety limits before release.
Some results come from OpenAIβs own agent system, making direct comparisons with other models difficult. GPT-6 Astra will first be available to organizations in Daybreak Access, then to Plus and Pro, Business and Enterprise users in the next few days.
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The exact price is $12,930,300,000.
Nvidia says it will continue supporting Hugging Faceβs mission and its open, independent approach across hardware. Together, they aim to make open source the default way to develop models.
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An Apple I linked to Fred Hatfield is going to auction on October 14. Bonhams estimates it at $500,000 to $800,000. The lot includes Steve Jobsβs 1978 reply to Hatfield, who had complained that Apple computers had no software.
Jobs offered to exchange Hatfieldβs Apple I without memory, plus a $400 check, for an Apple II board with 4 KB. Hatfield declined. He later sold the machine for $40,000. In 2013, it fetched $671,400.
The computer still works. It is Apple I No. 48, with Steve Wozniakβs signature on the board. Only about 200 Apple Is were built, and fewer than 75 survive. Its original price was $666.66.
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