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

DeepSeek V4 Flash

DeepSeek · China · DeepSeek

DeepSeek’s smaller V4. MIT license. Quantized, it can live on a strong laptop or a single workstation GPU.

Where it runs
Runs on your computer
Memory
32–64 GB (quantized)
Size
284B MoE · 13B active
License
MIT
Hugging Face downloads
1M
Hugging Face likes
2.3k
Card last updated
22 June 2026

Why it is on this week’s list

The reasoning quality people talk about, in a size that is no longer only a cluster.

Use it when

32 GB+ and hard problems — code, math, long chains.

Skip it when

16 GB. This will swap and feel broken.

Published scores

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

GPQA Diamond
88.1

Onyx / Vellum · 2026-07-20

SWE-Bench Verified
79.0

Onyx / Vellum · 2026-07-20

LiveCodeBench
91.6

Onyx / Vellum · 2026-07-20

MMLU / MMLU-Pro
—

No public number we will stand behind.

AIME
—

No public number we will stand behind.

Humanity’s Last Exam
32.1

Fireworks composite · 2026-07

What these numbers actually mean