I’ve been testing coding capabilities a bit (mostly scripts - so that work done by ai is reproducible).
- Context size is very much a required thing along with model capabilities.
- Local model can generate good enough script in one shot - but reiterations r crazy
- Use git to keep files tracked (easy to revert) and make a modular script - main script calls function a, function b etc where functions are relatively self contained (no need to look at others) when u need new capability add function c
- If something need changing- try to do it urself (unless it’s whole architectural change, then just start new project)
As for image gen + chat . as long as chat model + context + image model fits, u should be fine.


I’ve started creating an ansible playbook. I’ve added flatpaks, os specific packages, Firefox extensions, samba Mount point services in there. As of now I use it for PC (Ubuntu) and laptop (Fedora) only 3 is packages needed separate names. I’ll have a look at tuxmate as suggested in other post but just running playbook once every week also does update.