Khan Academy is upgrading its Khanmigo platform for the 2026 school year. The update adds visual, interactive tutoring tools and gives teachers final approval over AI-generated class materials. These changes move the AI beyond text interfaces, keeping teachers in charge of classroom lessons. The rollout follows a partnership with Google engineers to integrate Gemini-powered features into school workflows.
What Happened
According to reports from the EdTech Innovation Hub, the updated Khanmigo platform can generate and display interactive diagrams when tutoring students in math and science. Instead of relying on text chats, the AI assistant creates geometric shapes and coordinate plots. Students can drag line segments or move shape vertices, and the AI adapts its feedback in real time based on those changes. Early pilot testing shows these interactive elements improve "next-item correctness," meaning students can solve the next consecutive problem without tutoring help.
For teachers, Khan Academy has overhauled its "Practice My Knowledge" tool. Educators can use Google's Gemini models to draft multiple-choice questions, but the system prevents these drafts from reaching students automatically. Teachers must manually review and approve every question before assigning it. This update ensures that human supervision remains a mandatory step in the classroom workflow.
The Bigger Picture
While visual aids and rapid question generation sound promising, independent educational research highlights the challenges of relying on AI for classroom materials.
First, current AI models struggle to produce accurate mathematical graphics. The MathVis benchmark study evaluated artificial intelligence models on visual math reasoning. The study found that even advanced models like Gemini 3.1 Pro Preview successfully generated correct diagrams only 22.85% of the time, often outputting visuals that confuse learners. Additional research on the MathGen benchmark confirms that text-to-image systems frequently exhibit an "illusion of mathematical competence," failing to render basic geometric shapes accurately.
Second, keeping teachers in the loop is essential because AI generators make subtle conceptual mistakes. A study published by the AI in Education Knowledge Base revealed that science teachers frequently had to correct hidden errors in AI-generated questions, such as confusing air resistance with microgravity. Industry evaluations from QuizForge and the formatting checklists at examina.io show that while AI speeds up drafting, teachers must still review the material to prevent flawed answer keys and ensure questions target specific learning goals.
Finally, researchers are still examining whether immediate engagement translates into long-term learning. The National Bureau of Economic Research has launched multiple studies, including a two-year Khanmigo school experiment and a study on mastery-based math practice, to trace whether computer-assisted tutoring leads to genuine retention.
What This Means for Families
For parents and educators, these updates show that AI is becoming a standard assistant rather than a stand-alone solution. As we previously covered in our guide on how to measure true learning, educational technology is only as good as its implementation.
The fact that Khan Academy is restricting AI generation to a "draft-only" stage for teachers is a major win for classroom safety. It ensures that your child’s teacher, who knows their specific learning needs, remains the gatekeeper of curriculum quality. However, because math-generation tools are still prone to visual bugs, parents should monitor their children’s homework for confusing or physically impossible diagrams.
What You Can Do
Parents can start by verifying AI diagrams at home. If your child uses Khanmigo's new visual features, ask them to explain what the diagram represents. This helps confirm that the coordinate plots or geometric shapes match the actual mathematical concepts.
You can also ask your school how they manage district-wide AI rollouts. Make sure teachers use the review and edit features rather than letting the AI automatically assign homework.
Finally, monitor your child's long-term progress. Use school-provided adaptive assessments to check if they retain math and science concepts over time, rather than just getting answers right during a single online session.