Krux
March 17, 2026
ChatGPT Can Now Teach Math by Letting You Break It
Published: March 17, 2026 at 12:33 AM
Updated: March 17, 2026 at 12:33 AM
100-word summary
OpenAI just added interactive math and science visuals to ChatGPT. Drag a slider, watch the graph morph in real time. Change a variable in a physics formula, see the outcome instantly. It's less like reading an explanation and more like playing with a simulator that happens to teach calculus. The feature rolled out March 10 to all logged-in users, alongside GPT-5.1's quiet retirement and migration to newer models. Engineers also got a Codex Windows app that runs multiple coding agents in parallel with isolated folders and reviewable code diffs. The shift is clear: OpenAI is moving from chat-based answers to hands-on tools that don't just explain concepts but let you...
What happened
OpenAI just added interactive math and science visuals to ChatGPT. Drag a slider, watch the graph morph in real time. Change a variable in a physics formula, see the outcome instantly. It's less like reading an explanation and more like playing with a simulator that happens to teach calculus. The feature rolled out March 10 to all logged-in users, alongside GPT-5.1's quiet retirement and migration to newer models. Engineers also got a Codex Windows app that runs multiple coding agents in parallel with isolated folders and reviewable code diffs.
Why it matters
The shift is clear: OpenAI is moving from chat-based answers to hands-on tools that don't just explain concepts but let you manipulate them until they click.