A talk with AI, plus the presentation to go with it

A talk isn't a report read aloud. People listen to it instead of reading it, so you need short, clear text — 3 to 7 minutes — and slides that support the speech instead of duplicating it. An AI model is good at turning a big pile of material into a talk, if you ask it the right way.

From material to a talk

• Cut it down to the essentials. "Turn this text into a 5-minute talk: only the key ideas, in plain language."
• A spoken tone. Ask it to write the way people talk, not the way a textbook does — otherwise the talk sounds read off a page.
• Talking points, not a wall of text. It's easier to speak from an outline of anchor phrases than from full paragraphs.

Slides and questions

For the talk, the model can put together slides: one slide, one idea, minimal text, backed by an image. And separately, ask for a list of likely questions with short answers — that takes away half the fear of the Q&A.

If the talk is part of an independent project or a term paper, pull the talk's text straight from the finished work — that way the talk and the paper won't drift apart.

You can build the talk's text, the slides, and the Q&A answers in one conversation in the Twelver chat. Your first messages are free after you sign up.