As schools teach AI literacy, Fresno Unified warns: keep student data out
An AP report spotlights districts teaching kids to doubt chatbots. Locally, Fresno Unified posts 'no PII in prompts' guidance while Tulare County trains teachers.
As schools teach AI literacy, Fresno Unified warns: keep student data out
Key Takeaways
- An AP report finds districts adding AI literacy lessons that highlight chatbots’ errors and privacy risks.
- Fresno Unified’s guidance tells staff to never enter student names or IDs into public AI tools.
- Tulare County Office of Education offered K-12 trainings on using AI to build ELPAC-aligned materials.
- Kern High School District purchased Copyleaks for AI detection and integrity checks in 2025-26.
The instructor asked a chatbot to "create a map of the world." Laptops glowed in a high school auditorium as teachers traded glances at what it got wrong. A blue Expo cap rolled under the projector cart. The point was simple: teach kids to verify AI with real sources, and to keep their information safe.
Why it matters here: Central Valley classrooms will meet those same questions this fall. Fresno Unified has posted guardrails that ban putting any student identifiers into public AI tools, and Tulare County’s office trained teachers to build ELPAC-aligned lessons with AI for English learners.
What the new lessons try to teach
The AP describes districts using short, scenario-based lessons that show how a chatbot can cite fake studies with confidence, then asks students to cross-check claims and talk through bias. Brookings researcher Rebecca Winthrop frames good AI literacy as knowing when not to use it. One teacher, Ray Knauer, put it this way: "You can’t just get an answer and move on. You have to use analytical skills and dig deeper."
Where Valley districts are right now
Fresno Unified’s information technology page calls AI a tool that can help when used safely, then spells out the rule: don’t paste names, IDs or sensitive data into public chatbots like ChatGPT or Gemini. It links the guidance to the district AUP and privacy laws teachers already know from annual trainings. That’s a practical starting point for K-12, not a wholesale rewrite.
Tulare County Office of Education folded AI into English learner support last school year. Its two-day session, "Artificial Intelligence and the ELPAC: Pathways to Reclassification," coached K-12 teachers on generating practice prompts and differentiated reading passages without uploading student PII. The county scheduled follow-ups into February 2026.
In Kern County, the high school district bought Copyleaks for Independence High in 2025-26 to check writing for plagiarism and AI use, a reminder that classroom conversations about AI literacy will land next to academic honesty rules kids already live with.
What students are likely to see in class
Expect more in-class writing, quick oral defenses of sources, and warm-up routines that separate brainstorming help from ghostwriting. Teachers will show how to ask for citations, then verify them in library databases, because that’s where the work sticks.
For Fresno Unified specifically, the privacy line is bright: no student identifiers in public tools, period. Staff who want to try AI for lesson prep will keep it generic, strip out names, and stick close to the AUP. But kids will still ask the hard questions.
"We’re all trying to figure this out right now," Knauer said. "You can’t just get an answer and move on. You have to use analytical skills and dig deeper."
Central Valley AI is produced by the CVAI Newsdesk team and developed by Kaweah Tech, a regional firm that builds, deploys, and integrates AI solutions for businesses across California's Central Valley.