Concept Exploration
Human-in-the-Loop Automation
Balancing Speed and Safety in AI-Driven Follow-Ups



Speed ↔ Safety
Automation ↔ Human control
Full automation is fast, but risky.
Manual review is safe, but slow.
We need a system that scales without losing control



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Concept Exploration
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Concept Exploration
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Concept Exploration
How might we design AI confidence signals to balance automation and human control?


