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PrismML brings its tiny LLMs to Qualcomm-powered smart glasses

PrismML, an AI lab founded by Caltech researchers and advised by UC Berkeley's Ion Stoica, unveiled a 1-bit Bonsai LLM that runs locally on AI smart glasses built on Qualcomm's Snapdragon AR1 Gen 1 Platform, showcased Wednesday at Qualcomm's Snapdragon Summit. The smart glasses version is a 2-billion-parameter model tuned for vision and language, shrinking larger models by 4x while retaining almost all of their performance on standard benchmarks, and lets wearers ask what they're looking at in real time. No smart glasses running PrismML have been announced yet.

by read1 min views1 publishedSep 24, 2026
PrismML brings its tiny LLMs to Qualcomm-powered smart glasses
Image: TechCrunch AI

The AI Lab PrismML — founded by Caltech researchers and advised by UC Berkeley’s Ion Stoica — has created a version of its tiny language models for smart glasses running on Qualcomm’s Snapdragon chips.

On Wednesday, at Qualcomm’s Snapdragon Summit, the chipmaker showcased PrismML’s 1-bit Bonsai LLM, which can be run locally on AI smart glasses built on the Snapdragon AR1 Gen 1 Platform.

As TechCrunch previously reported, PrismML’s claim to fame is that it shrinks larger models substantially (in this case, by 4x), while retaining almost all of their performance on standard benchmarks. The smart glasses version is a 2-billion-parameter model tuned for vision and language, so wearers can ask what they’re looking at in real time.

Prism’s larger goal is open-weight AI that runs on devices and makes better use of the computing power they already have. The startup pitches this as an alternative to depending on the privacy promises of proprietary AI labs and their insatiable need for more compute.

Releasing a model for Qualcomm’s chip is a step toward that vision. But no smart glasses running PrismML have been announced yet.

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