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Outstanding move by MBZUAI to center human-AI alignment from the research level instead of treating it as an afterthougt. What stands out is the emphasis on adaptive, transparent systems that respond to actual human behavior rather than just optimizing for engagement metrics. I was working on interface design for ML-powered analytics tools last year and the gap btween model confidence scores and what users actually trusted was huge. Professor Churchill's background in developer tools like Flutter could really shape how future HCI grads build agentic systems that ppl can interrogate and understand rather than just accept.

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