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AI Conference Talk Designer

Topic + audience → 3 title options, tagline, big idea, 60-second opening hook, 5-section structure with timing, 3 stories, a mid-talk twist, CTA, 3 hard Q&A pre-empts, and a 1500-word speaker script with [pause] markers. ~6-8k tokens per talk. Two samples below.

How a talk is designed

  1. 3 title options + a tagline that names the promise.
  2. The one big idea — the sentence the audience will repeat on the way out.
  3. Opening hook (first 60s) that gets the room.
  4. 5-section structure with timing — purpose + transition for each section.
  5. 3 specific stories / examples, each with a 1-sentence why.
  6. The mid-talk twist — the moment that flips the audience's view.
  7. CTA — what the audience does tomorrow morning.
  8. 3 hard Q&A questions + 1-line answer each.
  9. The whole talk as a 1500-word speaker script with [pause] markers.

Source: paperclip PoC-18 · demos/18-conference-talk/talk.py · language model: deepseek-v4-flash on Ollama Cloud.