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BASED

The roster

Seven models. Our names, their weights.

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.

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.

venus

DeepSeek V4 Pro

The stronger DeepSeek. Real work.

Longer reasoning and harder synthesis. The jobs mercury hands up, venus takes over.

mars

GLM 5.2

General workhorse.

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

saturn

Qwen 3.8 27B

Dense 27B. Long jobs.

Sustained generation and heavy documents. Slower, steadier, hard to knock off task.

logos

Kimi K3

Language. Long reads.

Built for the written word: long documents, careful reading, prose that survives an editor.

grug

Qwen 3.8 27B

Same Qwen. Short answers. No lecture.

A blunt instrument. Ask a question, get the answer, keep your afternoon.

based

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 platform

The disclosure policy.

Four rules. They apply to every model on the roster, including the ones we train for clients.

01

Every model names its base. If the base changes, the name changes.

02

Every model states what it is for — and what it is not for.

03

Every model is scored against task-specific harnesses before it joins the roster.

04

Retired models are marked retired. Nothing disappears silently.

The base families.

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.

DeepSeek V4

Flash · Pro

Frontier open weights. The speed and strength halves of the roster.

GLM 5.2

Flagship

Workhorse capability, steady under load. Home of mars and the house default.

Qwen 3.8 27B

Dense 27B

Dependable at document scale. Carries saturn and grug.

Kimi K3

Language-first

The reader of the group. Long documents, careful prose.

Access

Work with the lab.

API keys, scoped builds, and finetunes all start the same way: a letter. Tell us what you are building. We read every one.