career path · 12 chapters · ~9h 29m

ai writing pipelines that survive a fact-check

the copywriter path teaches you to build writing tools that hold a brand voice and catch the things the model just made up.

who this is for

you write for a living, and ai already drafts half of it. you can prompt for a paragraph. you can't yet build the pipeline that drafts a hundred on-voice ones, or reliably catch the fact the model invented. this path gets you there.

what you'll be able to do

build ai writing pipelines that run on their own. hold a brand voice by feeding the model your style guide as context, not by hoping. and catch hallucinated claims, names, and numbers before the copy ships, because a confident sentence is not a true one.

the route, in order

start in copy studio with a voice-and-evidence workflow: turn a source set and style guide into variants, then check every claim before it ships. the shared builder spine supplies the data, model, retrieval, and evaluation skills that make that workflow reliable. self-paced; the full route is listed below.

  1. 01copy studioch 51 · ~1h 6m
  2. 02from worker to builderch 00 · ~1h 14m
  3. 03read the scriptch 01 · ~21m
  4. 04read the data shapesch 02 · ~23m
  5. 05read the failurech 03 · ~24m
  6. 06read the pipelinech 04 · ~26m
  7. 07llm apisch 13 · ~45m
  8. 08structured outputch 14 · ~38m
  9. 09prompting cursor and claude code effectivelych 19 · ~59m
  10. 10context and retrievalch 22 · ~1h 15m
  11. 11eval-driven ai developmentch 21 · ~57m
  12. 12debugging broken ai outputch 24 · ~1h 1m

how it works

no videos, no fizzbuzz. every step shows a small piece of ai-written code. you read it, predict what it does, find the bug, fix it, run it. it all runs in your browser.

where you end up

ai writing pipelines, brand-voice control through prompting and retrieval, qa on generated copy.

free to start, no signup. plus unlocks every chapter at once; the free path moves through them in order. teams get progress visibility and role-fit rollout — see for teams.