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  • State Space Models Can Enable AI in Low-Power Edge Computing Patrick Farry
    At the the 2025 Embedded Vision Summit, Tony Lewis, chief technology officer at BrainChip, presented research done by his company into state space models (SSMs) and how they can provide LLM capabilities with very low power consumption in limited computing environments, such as those found on dashcams, medical devices, security cameras, and even toys. By Patrick Farry
     

State Space Models Can Enable AI in Low-Power Edge Computing

24 July 2025 at 22:00

At the the 2025 Embedded Vision Summit, Tony Lewis, chief technology officer at BrainChip, presented research done by his company into state space models (SSMs) and how they can provide LLM capabilities with very low power consumption in limited computing environments, such as those found on dashcams, medical devices, security cameras, and even toys.

By Patrick Farry

PIVOT: an open-source tool for multi-omic spatial data registration

bioRxiv [Preprint]. 2025 Jun 8:2025.06.08.658506. doi: 10.1101/2025.06.08.658506.

ABSTRACT

Advances in spatial profiling have resulted in the generation of multi-omic atlases that span biological scales. In general, multiple workflows are required for image registration, coordinate registration, and spot deconvolution to integrate modalities. To improve the throughput of registration of multi-omic cohorts, we introduce PIVOT, a user-friendly and open-source interface for streamlined nonlinear registration. We demonstrate PIVOT's strengths through registration of three multi-omic datasets, and show comparison of its performance to existing workflows.

PMID:40661390 | PMC:PMC12259011 | DOI:10.1101/2025.06.08.658506

Personalized molecular signatures of insulin resistance and type 2 diabetes

Muscle samples from over 120 people were analyzed to identify molecular patterns linked to insulin resistance, a key feature of type 2 diabetes. The findings reveal new insights that could help tailor more personalized and effective treatments for the disease.
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