An AI agent watchdog should recover a hung run without killing an agent that is still thinking. OpenClaw 2026.6.33 teaches liveness checks to separate genuine stalls from active long model calls and wedged backends.
AI agent media generation fails when image and video jobs outlive the turn. OpenClaw 2026.6.8-beta.1 keeps generated media completions attached, bounded and deliverable.
Interrupted tool calls expose whether an AI agent can preserve state, resume safely and report failure clearly instead of leaving a user-facing run half-finished.
Codex app-server reliability is the quiet half of OpenClaw 2026.5.27. Here is how shared clients survive startup failures, hook relays live through restarts, and workspace memory routes through tools.