02 · Why open models win 03 / 12

Why open weights win

Own your inference, own your data

Weights ship under permissive licensing — run on-prem, in your VPC, or in a sovereign European cloud with zero vendor lock-in.

Benchmark parity, not marketing parity

Our mixture-of-experts model matches or beats closed alternatives on MMLU, HumanEval, and reasoning tasks — verifiable by anyone.

Fine-tune to your domain in hours, not weeks

A lightweight LoRA adapter trains on a single A100 — no shared-tenancy API, no data leaving your cluster.

European AI sovereignty by design

Founded in Paris, backed by EU partners, aligned with the AI Act — no geopolitical dependency on a single jurisdiction.