Designing Human–AI Collaboration
Augmentation patterns that work — oversight UX, escalation and hand-back design, calibrated trust, and guarding against automation bias.
Designing Human-AI Collaboration: Oversight UX
How to design interfaces where AI assists but the human stays in control: surfacing evidence, calibrated trust, escalation, and hand-back patterns.
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01Human Oversight in Agentic Engineering: Where the Checkpoint BelongsA stop button bolted on at the end isn't oversight. Where to embed approval checkpoints in an agent's goal, context, harness, memory and evaluation layers, and how to design the confidence threshold that triggers escalation.02Automation Bias: Why Human Oversight Quietly FailsAutomation bias is the tendency to over-trust AI output and stop checking it. The evidence, how it becomes rubber-stamping, and design countermeasures.