KCoral aims to give kernel-writing AI agents shared GPU access for benchmarking

KCoral’s builders say agents can submit code for evaluation while the service handles GPU scheduling and isolation. They say it works across multiple GPUs and nodes through one API. They report 2.58× the throughput of sequential local execution on a single NVIDIA B200 by overlapping CPU compilation with GPU work across requests.