Surogate is the open-source AgentOps platform by Invergent — designed to close the gap between ambitious AI experimentation and reliable production deployment.

We build the infrastructure for teams that want to train their own models, compose autonomous agents, and operate them at scale — on hardware they control.

The training engine is native C++/CUDA, engineered to push NVIDIA GPUs to their practical limits — from consumer RTX cards to Blackwell datacenter hardware.

The agent runtime is built on Kubernetes, with full skill lifecycle management, execution tracing, and a continuous improvement loop that makes your agents measurably better over time.

Open-source core. Enterprise platform. Fully self-hosted.