Over coffee this morning, I read Timothy Papandreou’s Forbes article, The Applied AI Reset: Rebuilding How We Live and Work, and one section really caught my attention:
Because corporate structures, hierarchies and workplaces have failed to evolve alongside this shift, the resulting organizational tension and anxiety is now conveniently and inaccurately blamed on AI. AI is an amplifier of what works well and what doesn’t work at all.
That may be one of the most accurate descriptions of artificial intelligence I have encountered.
Papandreou argues that many of our workplaces and institutions have not evolved alongside the technology now being introduced into them. The resulting tension is often blamed on AI, even though AI did not create the outdated systems, unnecessary layers, poor management, or resistance to change already present.
It simply makes them harder to ignore.
I see this from two sides: as a teacher and as a creator. AI cannot replace the relationship between a teacher and a child. It cannot look into a child’s face, recognize that something is wrong, and change the entire direction of a lesson because that child needs something different today.
What it can do is help a teacher organize ideas, differentiate materials, reduce repetitive work, and make an ambitious project possible when time and energy are limited. Used thoughtfully, it gives people more room to do the work that requires judgment, experience, creativity, and genuine human connection.
But AI also amplifies weak thinking. It can make bad information look polished, flatten a person’s voice, and help organizations perform outdated processes faster without questioning whether those processes are appropriate, or should even exist.
That is why the conversation cannot remain stuck at whether AI is simply “good” or “bad,” or my favorite term used to shut down any conversations, “slop.” The more useful question is: What are we asking it to amplify and what do we need from it to support what is already working?
If the underlying system values people, creativity, accessibility, and good judgment, AI can strengthen those things. If the system is already inefficient, impersonal, or poorly managed, AI will expose that too.
The technology is not operating in a vacuum. It reflects the choices, expectations, and structures we build around it.
Papandreou’s article offers a much broader look at what this shift could mean for work, education, infrastructure, and everyday life. It is well worth reading in full:
Read “The Applied AI Reset: Rebuilding How We Live and Work” by Timothy Papandreou in Forbes
Article published by Forbes on September 8, 2026, and updated September 14, 2026. The quoted material remains the property of its author and publisher.
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