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Charles Spinelli on the Problem of Outdated Context in AI-Assisted Work
Charles Spinelli on Recognizing When AI Is Working From Old Information A polished AI response can create a strong impression of accuracy. The language may be clear, the recommendation may appear logical, and the supporting explanation may sound complete. Yet the quality of an AI-assisted decision depends partly on whether the information behind it still…
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The New Accountability Gap in AI-Assisted Workplaces
Responsibility in AI-Assisted Decision-Making Organizations increasingly rely on artificial intelligence to support decisions involving hiring, performance management, scheduling, and workforce planning. These systems often provide recommendations that influence workplace actions without serving as the final decision-maker. While this structure appears straightforward, it creates a challenge that many organizations are still learning to address. The…
