Great minds think alike!
Also, I had a huge head start, as I spent a month or two working on this in September 2025, shelved it and dusted it back off this weekend.
Great minds think alike!
Also, I had a huge head start, as I spent a month or two working on this in September 2025, shelved it and dusted it back off this weekend.
Excellent work still, your repo is much more robust and fleshed out and I am just beelining straight to audio LoRa not really knowing what I'm doing, as this is my first time attempting a ~real ML training project.
I think in https://github.com/mattmireles/gemma-tuner-multimodal/blob/m... and https://github.com/mattmireles/gemma-tuner-multimodal/blob/m... and https://github.com/mattmireles/gemma-tuner-multimodal/blob/m... you have a superset of the various cludges I have in my finetuning repo, I'm going to study this and do what I can to learn from it. Really appreciate you sharing it here!
Definitely interested in swapping notes if you are though. Probably the biggest thing that came out of this exercise for us was realizing that Apple actually has some really powerful local inference/data processing tools available locally, they just are much more marketed towards application developers so a lot of them fly under the radar.
We just published https://github.com/accretional/macos-vision to make it easy for anybody to use Apple's local OCR, image segmentation, foreground-masking, facial analysis, classification, and video tracking functionality accessible via CLI and hopefully more commonly in ML and data workloads. Hopefully you or someone else can get some use of it. I definitely will from yours!
Look inside here: https://github.com/mattmireles/gemma-tuner-multimodal/tree/m...
Here’s the trick: use Gemini Pro deep research to create “Advanced Hacker’s Field Guide for X” where X is the problem that you are trying to solve. Ask for all the known issues, common bugs, unintuitive patterns, etc. Get very detailed if you want.
Then feed that to Claude / Codex / Cursor. Basically, create a cheat sheet for your AI agents.
This will unlock a whole new level of capability.
I’m @mattmireles on Twitter — feel free to DM me.