The 10-second answer: use DeepSeek V4 Flash for almost everything.
Switch away only when you hit one of the five situations below.
Think of it like gears on a bike — you stay in one gear most of the time and change
only when the road does.
You've started. Something's not right. Here's the switch to make.
Shift up
It's going round in circles, or keeps getting it wrong.
Move to Nemotron 3 Ultra. It's slower but it actually thinks the
problem through. If that also stalls, the job probably needs Claude.
Shift down
It's slow and the job is simple.
Move to North Mini Code. Small, quick, made for straightforward
code and terminal work.
Bigger tank
It's forgetting things, or your project is too big for it.
You've run out of context. Only DeepSeek V4 Flash,
Nemotron 3 Ultra and MiMo V2.5 hold a million tokens. Hy3 holds a quarter of that.
Add eyes
You need to show it a screenshot, photo, video or a recording.
Only MiMo V2.5 can look and listen. The others read text only.
Middle gear
Needs proper reasoning, but Nemotron is overkill.
Hy3 is the sweet spot for maths and science without the wait.
Pull over
The work involves real client or personal data.
Stop using the free models. Run Ollama on your own machine, or use
Claude. Free access is paid for with your data.
None of these run on your computer. All six are large language models — a type of AI
— running on someone else's servers; you reach them over the internet through OpenCode.
Most are "open weights", meaning the file is published free, so in theory you could download and
run one yourself. In practice only
North Mini Code is small enough to try, and it still
wants a serious graphics card (~18 GB). For AI that genuinely runs on a normal PC —
offline, private, free forever — you want
Ollama and much smaller models:
here's how we set ours up.