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Apple in talks with startup that shrinks AI models to run on an iPhone

PrismML says its compressed models use up to 15 times less memory and run 6 to 8 times faster, a pitch Apple is evaluating for Siri.

  • Apple is evaluating technology from Silicon Valley startup PrismML that could allow powerful AI models to run directly on iPhones, with CEO Babak Hassibi telling CNBC that "things are progressing nicely."
  • Most capable AI models require significant memory and processing power, creating a central constraint for Apple, which PrismML aims to address by reducing model size from roughly 54 GB to less than 4 GB.
  • PrismML compresses models by reducing values from 16 bits to one or three, using between 10 and 15 times less memory, a method Hassibi compared to the chip industry's shift from eight-bit to four-bit computing.
  • Running AI locally could help Apple improve Siri without sacrificing privacy, as Horace Dediu of Asymco noted Apple is likely trying to fit more capable models within physical device limits to reduce latency and cloud costs.
  • Analysts caution that PrismML's claims require proof outside controlled demonstrations, as Tarun Pathak of Counterpoint Research stated the "ultimate test will be millions of queries," with battery consumption remaining a critical open question.
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Apple is reportedly in talks with a startup that possesses technology capable of reducing the memory usage of large artificial intelligence (AI) models by up to one-fifteenth. If the technology is successfully verified, Apple's on-device strategy of processing Siri's AI computations within the iPhone rather than in the cloud is expected to be further strengthened. According to CNBC on the 14th (local time), PrismML, a spin-off from the Californi…

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CNBC broke the news in Englewood Cliffs, United States on Tuesday, July 14, 2026.
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