Sorry if this is a dump question but I was wondering why not fine tuning each model to get 100% accuracy on those topics?

I saw emergency and I immediately thought in case I couldn't access online docs or get my coding/platform questions answered day-to-day.

Apocalypse emergency I don't need help on. My crisis brain has collected more than enough info and capabilities over the decades.

What this needs is a recipe or script that you can point your local agent at and it builds a bespoke implementation that’s, by definition, highly resilient.

Edit: see project nomad.

This could be made a lot more practical (and safer) if made searchable via a simple vector search / embedding that can run on any ordinary computer.

The source (data collection) seems the most important feature here worth reusing.

"Survival LLM, the power is out and there's no food, how do I turn your computer on to ask your questions?"

Odd that it doesn’t run on phones. It isn’t that large, 212MB on a Mac. Phones are basically everyone’s EDC and most are quite powerful.

Alternate idea: Download Unsloth Studio https://unsloth.ai/docs/new/studio#quickstart

From the command line: unsloth studio

Browse to the URL it gives you (eg http://127.0.0.1:8888/)

Download a good fast local model e.g. Gemma-4-12B (small machine) or Qwen3.6-35B-A3B (larger memory). Or a Nemotron model, if you prefer that.

Then you'll have both your backup/emergency assistant that runs on your own computer and be gaining skills in a common, frequently-updated, well-supported program.

The only way Big AI labs will sell us appliances is when the internet was somehow destroyed.

Not sure where this would fit in.

pretty cool I like it. could you support more (small) models in the future, e.g. from the qwen or gemma family?