Reads run alone.
Writes wait for you.
An AI agent operating a real admin panel — it reads on its own, and waits for a human before anything it can’t undo.
Frozen at the approval gate. The live version runs a real local model.
Reads run alone
Query and filter execute on their own — the table reacts live, nothing waits.
Reversible writes wait
A radius-1 change runs immediately, then waits: undo lives on the action until the next write.
Destructive writes halt
The engine stops at the gate. Nothing irreversible runs until you approve — all, some, or none.
Interface patterns
- 01Copilot Chat Panel8 states
The transcript state machine behind the panel.
- 02AI Response Loading States4 variants
Thinking, streaming, tool calls, done.
- 03Suggested Prompts & Smart Input5 states
Guided start, then free input on completion.
- 04Human-in-the-Loop Approvalthe wedge
The wedge — reads, reversible writes, and the gate, by a radius + window criterion.