AI agent UI state: why control surfaces must survive long runs
AI agent UI state decides whether operators can supervise long-running agents, recover context, and intervene without losing the thread during streaming or reconnects.
4 articles connected to this topic.
AI agent UI state decides whether operators can supervise long-running agents, recover context, and intervene without losing the thread during streaming or reconnects.
Google Chat approval cards make AI agent approvals reviewable in the channel where operators already work. OpenClaw 2026.6.5 turns approval clicks into a safer control surface.
AI agent approval workflow design works better when approval cards live in the chat surface where operators already decide, not in a separate dashboard.
Self-learning AI agents work best when repeated fixes become reviewable skills: proposed, tested, revised, approved and rolled back before they shape future runs.