Chamber is an AIOps agent for ML teams that puts AI infrastructure on autopilot by monitoring GPU clusters, detecting failures, providing root-cause analysis, and optimizing workloads across cloud environments. It aims to help ML teams work more efficiently while reducing infrastructure waste. The company is based in Seattle and is part of Y Combinator's Winter 2026 batch.