Opinion — Every few months someone declares artificial intelligence overhyped, overfunded, or over our heads. They are half right. The hype is real. So is the engineering.
What we are living through is not a single product cycle. It is a stress test for every institution that trades in language, images, code, or judgment. Law firms, newsrooms, classrooms, and customer-support queues are all being asked the same question: what work still requires a human in the loop, and what work was only human because we never had a cheaper option?
The honest answer is boring and uncomfortable. Some tasks will disappear. Some will get faster. Some will get worse before they get better. Pretending otherwise is how companies buy tools they never deploy and how policymakers write rules for last year’s model weights.
InfoHandle will keep covering AI as a business story, a security story, and a cultural one—not as a magic wand and not as a cartoon villain. The boom is loud. The work underneath it is what matters.


