Inference serving stack aimed at cost per token rather than peak throughput.
Cirrus runs a managed inference layer that routes each request to the cheapest model and hardware combination able to meet a declared quality bar.
Huburb analysis — an editorial reading of the approach, not a sourced claim.
Routing quality rather than raw speed is the differentiator. The interesting claim is that most production traffic is easy, and paying frontier prices for all of it is simply waste.
A serving layer that sends each request to the cheapest model meeting a declared quality threshold rather than defaulting to the largest available model.
Source: Huburb demo record · no external source attached