A new opinion piece is putting a name to a worry that has been building around schools and artificial intelligence: that children are being used to test technology that has not been proven safe or effective for them.
The argument comes from a column by Harburg published in the Boston Herald, carried in Google News' AI feed under the headline "Students shouldn't be AI's beta testers." The framing is the whole point. "Beta testing" is a software industry term for the stage where a product is handed to real users before it is finished, on the assumption that they will run into the bugs so the company can fix them. Applying that label to classrooms casts students not as beneficiaries of new tools but as unpaid subjects in an experiment they did not agree to join.
The piece is an opinion column, not a study or an investigation, and beyond the headline the specifics of Harburg's case are not available in the material summarized here. No school district, company, product, or data is named in what has been distributed through the news feed.
Still, the framing lands in a live debate. AI tools have moved into schools quickly, often faster than districts have written rules for them, and the people most affected — students — are typically the ones with the least say in whether the tools get used at all.
Why it matters: how schools decide to adopt AI now will shape the learning conditions, privacy, and expectations of a generation of students who cannot opt out.