Skip to content

The three levels

CoeOS is the same at every level: the same client, the same box, the same routing by skill. What changes is where confidential work goes and what stays in the cloud. A level is not a fixed product: it is a set of settings.

OpenHybridLocal
Confidential goesyour choice: no distinction, or EU providers under DPA + ZDRto a model hosted on your premisesstays on site
The rest goesto the cloud, best model per axisto the cloud, best model per axisstays on site
What switchesthe Confidential switchthe Confidential switchnothing: everything stays on site
Hardware on your sidenoneone Apple Silicon serveran Apple Silicon cluster

The best open models, in the cloud. Every request goes to the model that scores highest on its axis on the TMB benchmark.

You choose the guarantees:

  • No privacy or retention constraint: CoeOS goes through OpenRouter. On the TMB scoreboard of 28 October 2026, CoeOS scores 98.4/100 at $0.039 per test, against 98.0 at $0.394 for Fable 5: 10% of the price for a higher score.
  • With guarantees: European providers under a DPA (data processing agreement) and ZDR (zero data retention, nothing used for training). The price depends on the providers you choose.

Confidential work goes to a model hosted on your premises, on an Apple Silicon server running OdyssAI-X, OdyssAI’s inference engine. The rest keeps the power of the cloud.

Every conversation has a Confidential switch, on by default. A conversation that sent a confidential turn never goes back to open. See confidentiality.

Everything stays on site, no compromise. Three models, three jobs, and CoeOS routes between them as it does in the cloud:

ModelJobReference
GLM 5.3precision: planning, calculation, business writingTMB 94.1/100, local Q8
MiMo V2.6 Flashspeed: everyday work, summaries, tool calls500+ tok/s aggregate
Qwen3 Nextscale: fully local agentic flows, large teamsup to 1,000 tok/s aggregate

Aggregate throughput measured in Replica mode on Mac Studio M3 Ultra, short answers (150 tokens max). Four 256 GB nodes: MiMo V2.6 Flash 518 tok/s at 96 concurrent requests, Qwen3 Next 8-bit 985 tok/s at 256. Three 96 GB nodes: Qwen3 Coder Next 6-bit 650 tok/s at 96. A single request runs slower; a team runs at this pace. Full measurement protocol.

  • Providers: each one is declared in the box, with its key.
  • Each provider’s safety: a provider is marked safe or not, with its type, local or ZDR/DPA. Only safe providers serve confidential work.
  • The Local table: the confidential routing table, axis by axis, composed in the box from safe models only.
  • Open routing: a setting published by TMB (catalogue eco, full, eu…), pulled by the box and enabled by the administrator.

On request, for each level.