Designs the surfaces of an AI that ACTS — multi-step plan display, run progress, streaming and think-time states, interrupt/cancel/undo, human-in-the-loop approval gates and review queues, memory visibility and control, and non-determinism affordances (regenerate, versions). Use when an AI works ove
Designs the surfaces of an AI that ACTS — multi-step plan display, run progress, streaming and think-time states, interrupt/cancel/undo, human-in-the-loop approval gates and review queues, memory visibility and control, and non-determinism affordances (regenerate, versions). Use when an AI works over multiple steps or on the user's behalf: 'show the agent's plan', 'design the approval flow', 'what
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