AIOps agents that monitor, diagnose, and fix ML training jobs on GPU clusters automatically.
Chamber deploys AI agents that watch GPU clusters, diagnose failed training jobs (OOMs, NCCL timeouts, ECC errors, stragglers), apply typed fixes (requeue, reconfig, rerun from checkpoint), and pack idle GPUs during CPU-heavy phases. Agents reason over a live model of the cluster — topology, checkpoints, configs, and GPU/CPU phases — rather than raw logs. It is SOC 2 Type I & II audited, deploys into the customer's own infrastructure with data never leaving the environment, and is accessible via Slack, CLI, Python SDK, web console, and webhooks. Chamber is a product of Chamber.