The operational objective is to validate an upgrade under real traffic while limiting blast radius and avoiding a pressured restart of the prior deployment.
Raw SignalSep 23, 20261 min read1 source
Canary rollouts: upgrade models in production without downtime
In one minute
Together AI describes canary rollouts for dedicated production inference: instead of exposing every user to a hard model swap, teams can ramp traffic to a new deployment in stages, apply metric gates, and automatically roll back when conditions fail.