ACCOUNTABILITY FOR AI IN HEALTHCARE OPERATIONS · POST 01

Humans and AI Operating Together

Don Wickelgren
Don Wickelgren
Founder, Xillium
Originally published May 2026
View the post on LinkedIn

Most discussions about AI in healthcare operations ask:
"How do we replace humans?"
I suspect that may be the wrong framing.

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High-performing healthcare operations already function as human-and-AI systems.

Teams continuously manage ambiguity through:
▸ Escalation
▸ Peer consultation
▸ Contextual interpretation
▸ Supervisory review
▸ Probabilistic judgment

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The future may not be AI replacing humans.
It may be humans and AI operating together — with the system designed around how healthcare actually works, not how automation prefers it to work.

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Especially in healthcare, the challenge is not just automation.
It's operational trust.

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Curious how others building healthcare AI systems are thinking about this.

Suggested citation
Wickelgren, Don. "Humans and AI Operating Together." Xillium Series, Post 01, May 4, 2026.
xillium.com/series/humans-and-ai-operating-together
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