AI agent gateway health turns a vague 'the agent stopped' report into a checkable control-plane state: connection, sessions, tasks, permissions, model routes, and recovery signals.
AI agent management is easier when plugin health, provenance, and recovery are visible. OpenClaw 2026.6.9 shows how to keep agent integrations from failing silently.
AI agent model routing works only when provider IDs, auth, replay state and tool schemas survive fallback. OpenClaw v2026.6.8-beta.2 shows the failure modes to harden.
Mobile AI agent sessions need push relay, reconnect-safe realtime Talk, and clear approval paths so agents can keep working while you leave the laptop without losing control.
Provider plugins in OpenClaw 2026.5.12 move heavy Slack, Bedrock, Anthropic Vertex, and sandbox dependency cones out of core installs so operators only pull what they use.