Most demos show the easy part: making the first video. The hard part is fixing it later. The tool worth keeping makes a small fix take minutes, not a rebuild.
How to pick: https://t.co/7qtknLatCG
AI can make a training video in minutes. Then the real work starts. A policy changes, a step gets renamed, one scene needs a redo, and suddenly you are editing.
The safeguard is a short pre-publish check: every fact traced to a real source, every question with one defensible answer, and a named person signing off before anything ships. AI drafts, the educator decides.
https://t.co/ty4Uq0uH6v
Generative AI can draft a full assessment in under two minutes. The trouble starts after: a handful of questions look perfectly valid and are quietly wrong, and an automated rubric can scale one bad answer key to every student at once.
Education teams do not need more AI demos.
They need repeatable workflows.
TutorFlow CLI helps EdTech teams and AI agents create courses, slides, tests, modules, and AI evaluations from the terminal.
TutorFlow Agent Platform is now live on Product Hunt!
Education APIs for teams building AI learning products.
Generate courses, create educational videos, build tests, evaluate learner answers, and connect learning workflows to AI agents through MCP.
TutorFlow Video Generator is now in beta.
Type a topic. Get a complete educational video with AI narration, matching clips, and captions.
Landscape for courses. Vertical for Shorts.
Read more: https://t.co/uJFMbUzApX
Why is it still so hard to build useful educational AI products?
TutorFlow Agent Platform helps you create courses, tests, and evaluations through agent-ready APIs.
https://t.co/X3jsBliwCV
Also ships with course generation. Drop a single prompt, get back a full interactive curriculum with lessons, quizzes, and coding exercises.
See how it works:
https://t.co/SVmIYdzAnH
Every EdTech team ends up rebuilding the same thing: AI grading that actually returns consistent, structured feedback.
We built that once. Now any app or AI agent can just call it — REST or MCP.
Stop spending hours on slides. TutorFlow helps you skip the blank-slide struggle by turning any idea into a structured, ready-to-teach deck in seconds.