Lumovi (OSS Apache-2.0, v1.22.1) is a calm K8s dashboard that doubles as an MCP server: assistants read your clusters as you, and every change waits for approval with a diff, reason and equivalent kubectl. Namespace/RBAC rules constrain what agents may touch; desktop one-click MCP setup or Helm-in-cluster for teams. Pattern: ops UI + HITL gate for agentic cluster work.
Google’s open AX runtime declares Task/Workspace/Model manifests on Agent Substrate: sandboxed agent jobs with git/MCP/skills pre-wired, suspend/resume, and ax ssh—aimed at high-throughput cluster runs of autonomous agents, not one laptop session.