A model is the software that produces AI answers. This guide compares models and tools. New to this? Choose a setup path first. Use the lists below when you want more detail.

New words, in plain language
Local / cloud
Local runs on your computer. Cloud runs on computers managed online.
Model / tokens
A model produces AI answers. Tokens are small pieces of text; some services charge for the tokens used.
Account / identity
An account is a sign-in. Your cloud identity is the account you use for online services.
Connector / permissions
A connector links an AI tool to another service. Permissions are the access you allow.

Field Guide · Week of 5 October 2026

Qwen 3.6 27B

Alibaba · China · Alibaba

The best open writer you can still keep on one machine. Multilingual. Apache. The download numbers this week are enormous.

Where it runs
Runs on your computer
Memory
16–24 GB (4-bit ~17 GB)
Size
27B dense
License
Apache 2.0
Hugging Face downloads
2.4M
Hugging Face likes
2.3k
Card last updated
24 April 2026

Why it is on this week’s list

If we had to pick one non-US model for a 24 GB laptop, it is this. Strong at code and long notes.

Use it when

A 16–32 GB machine and work in more than one language.

Skip it when

8 GB, or a policy that forbids Chinese-origin weights.

Published scores

Scores as of 17 August 2026. A blank test is not a zero. We just will not invent it.

GPQA Diamond
87.8

Onyx open board · 2026-07-20

SWE-Bench Verified
77.2

Onyx open board · 2026-07-20

LiveCodeBench
83.9

Onyx open board · 2026-07-20

MMLU / MMLU-Pro
84.0

community round-up · 2026-07

MMLU, not Pro.

AIME
—

No public number we will stand behind.

Humanity’s Last Exam
—

No public number we will stand behind.

What these numbers actually mean