
mercury
DeepSeek V4 Flash
Fast and cheap. Daily driver.
High-volume work: drafts, transforms, classification — the thousand small calls a day that would bankrupt a frontier budget.
The roster
Every BASED model ships with its base weights named, its intended use written down, and its evaluation record on file. Disclosure is not a feature here. It is the policy.

DeepSeek V4 Flash
Fast and cheap. Daily driver.
High-volume work: drafts, transforms, classification — the thousand small calls a day that would bankrupt a frontier budget.

DeepSeek V4 Pro
The stronger DeepSeek. Real work.
Longer reasoning and harder synthesis. The jobs mercury hands up, venus takes over.

GLM 5.2
General workhorse.
Balanced capability across analysis, code, and composition. The middle of the roster, on purpose.

Qwen 3.8 27B
Dense 27B. Long jobs.
Sustained generation and heavy documents. Slower, steadier, hard to knock off task.

Kimi K3
Language. Long reads.
Built for the written word: long documents, careful reading, prose that survives an editor.

Qwen 3.8 27B
Same Qwen. Short answers. No lecture.
A blunt instrument. Ask a question, get the answer, keep your afternoon.

GLM 5.2
House default.
The model we reach for first. General capability with the house temperament: direct, sourced, unimpressed.
The eighth slot is reserved for your finetune
Finetuning on the platformFour rules. They apply to every model on the roster, including the ones we train for clients.
Every model names its base. If the base changes, the name changes.
Every model states what it is for — and what it is not for.
Every model is scored against task-specific harnesses before it joins the roster.
Retired models are marked retired. Nothing disappears silently.
We build on frontier open bases and say so. Knowing what a model sits on tells you its lineage, its likely ceiling, and its characteristic failure modes.
Flash · Pro
Frontier open weights. The speed and strength halves of the roster.
Flagship
Workhorse capability, steady under load. Home of mars and the house default.
Dense 27B
Dependable at document scale. Carries saturn and grug.
Language-first
The reader of the group. Long documents, careful prose.
Access
API keys, scoped builds, and finetunes all start the same way: a letter. Tell us what you are building. We read every one.