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When the CLI or an agent creates items, the web UI now shows a subtle toast notification like "Agent created: Fix OAuth redirect" or "CLI created: New task". Only fires for non-web sources — changes you make in the browser don't trigger redundant notifications. This makes the agent collaboration feel alive — you can see items appearing in real-time as your AI works alongside you.