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  • April 9, 2025

    The power and ethical dilemma of AI image generation models

    How modern AI image generators work, where the ethical risks lie, what provenance and new rules do about them, and what changes when generation runs on-device.

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  • March 21, 2025

    Virtual try-on (VTO)

    How virtual try-on works today, from live AR overlays to diffusion-based garment try-on, what is still hard, and why it belongs on the device.

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  • March 18, 2025

    Sounds right: an introduction to audio classification

    What audio classification is, how it is built today with pretrained encoders and zero-shot models, and how to run it on microcontrollers and edge devices.

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Vision, speech, audio and language models that run on the device, from microcontrollers to phones and edge servers.

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