Show HN: I trained a 125M model to autocomplete piano on-device

  • Posted 8 hours ago by simedw
  • 399 points
https://simedw.com/2026/08/20/midi-autocomplete/
I trained a 125M-parameter transformer to autocomplete piano performances in real time (~108 notes/sec on an iPhone 15).

The idea is basically GitHub Copilot or Tabnine, except instead of prompting it with code, you prompt it by playing a few notes on a MIDI piano. The model then continues what you played, entirely on-device.

The app is free if anyone wants to try it. Happy to answer questions about the model, training, Core ML, or the many things that didn't work.

50 comments

    Loading..
    Loading..
    Loading..
    Loading..
    Loading..
    Loading..
    Loading..
    Loading..
    Loading..
    Loading..
    Loading..
    Loading..
    Loading..
    Loading..
    Loading..
    Loading..
    Loading..
    Loading..
    Loading..
    Loading..
    Loading..
    Loading..
    Loading..
    Loading..
    Loading..
    Loading..
    Loading..
    Loading..
    Loading..
    Loading..
    Loading..
    Loading..
    Loading..
    Loading..
    Loading..
    Loading..
    Loading..
    Loading..
    Loading..
    Loading..
    Loading..
    Loading..
    Loading..
    Loading..
    Loading..
    Loading..
    Loading..
    Loading..
    Loading..
    Loading..