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The Challenge of Knowing When AI Should Stay Out of the Workflow
How to Recognize Tasks That Are Better Left Outside AI Workflows As AI tools become more common in workplace systems, the pressure to apply them broadly can grow. Tasks that involve writing, analysis, scheduling, or document review may appear well-suited to automation at first glance. Charles Spinelli understands that broader access to AI does not…
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Charles Spinelli on When Model Updates Change Workplace Results
Charles Spinelli on Why an AI Update Can Quietly Change Your Team’s Output AI tools look stable from one day to the next, especially when employees keep using the same prompts, instructions, and review steps. Yet the underlying systems can change in ways that are not obvious during routine work. Charles Spinelli recognizes that a…






