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Four Principles for Effective AI Collaboration
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Aug 6, 2025
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their implementation ready, measurable
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their implementation ready, measurable
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their implementation ready, measurable and proven across domains like
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and proven across domains like
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and proven across domains like radiology, fraud detection and supply
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radiology, fraud detection and supply
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radiology, fraud detection and supply chain automation.
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Not all tasks need or deserve full
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Not all tasks need or deserve full
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Not all tasks need or deserve full automation. Tier autonomy is about
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automation. Tier autonomy is about
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automation. Tier autonomy is about calibrating controlled based on the risk
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calibrating controlled based on the risk
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calibrating controlled based on the risk and complexity. If you look at the
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and complexity. If you look at the
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and complexity. If you look at the pyramid,
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pyramid,
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pyramid, lowrisk task, let's automate it like
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lowrisk task, let's automate it like
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lowrisk task, let's automate it like 90%. Uh how about medium risk task? um
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90%. Uh how about medium risk task? um
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90%. Uh how about medium risk task? um use partial automation with human
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use partial automation with human
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use partial automation with human signoff high stakes keep it 100% human
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signoff high stakes keep it 100% human
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signoff high stakes keep it 100% human controlled for example in a recent
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controlled for example in a recent
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controlled for example in a recent diagnostic imaging system that I've
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diagnostic imaging system that I've
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diagnostic imaging system that I've studied about is the human authority on
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studied about is the human authority on
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studied about is the human authority on critical findings but let the AI handle
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critical findings but let the AI handle
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critical findings but let the AI handle repetitive scans that essentially led to
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repetitive scans that essentially led to
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repetitive scans that essentially led to a 35% increase in productivity and fewer
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a 35% increase in productivity and fewer
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a 35% increase in productivity and fewer errors.
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Trust begins with visibility and that
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Trust begins with visibility and that
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Trust begins with visibility and that happens on three levels.