Turn messy human answers into clean, trustworthy data.
Teach AI to read a paragraph of human worry and hand back clean, structured fields you can actually plan against — with the guardrails that keep it honest: return null rather than guess, tag every figure’s source, and keep sensitive data out of the pipeline entirely.
Press play and a teacher talks you through the whole build, with a read-along transcript that highlights as it speaks.
Working, offline interactives — not screenshots. When the narration says "try it", the thing is right there.
No account, no app, no subscription. It runs from a single HTML file and will still run in ten years.
Every number is computed live on the page from inputs you can edit. Nothing is asserted that cannot be checked.
Written for anyone turning free-text answers into structured records.
Design a structured-output prompt that holds up on messy input
Enforce the return-null-never-guess rule in practice
Tag provenance so trust is visible in the data
Wire the whole thing into a real capture → review pipeline
13 chapters, the first four free
The free preview is not a teaser: those chapters are complete, and the paid chapters are physically absent from the preview file rather than hidden behind a script.
What this hour is, how to use the page, and the interactive demo you will keep coming back to.
Part of the free preview — the full narration, page content and exercises, nothing held back.
Part of the free preview — the full narration, page content and exercises, nothing held back.
Part of the free preview — the full narration, page content and exercises, nothing held back.
Narrated in full, with the on-page build and exercises for this idea.
Narrated in full, with the on-page build and exercises for this idea.
Narrated in full, with the on-page build and exercises for this idea.
Narrated in full, with the on-page build and exercises for this idea.
Narrated in full, with the on-page build and exercises for this idea.
Narrated in full, with the on-page build and exercises for this idea.
Narrated in full, with the on-page build and exercises for this idea.
Narrated in full, with the on-page build and exercises for this idea.
Narrated in full, with the on-page build and exercises for this idea.