LAB COLLECTION / 2 ARTICLES

AI & editorial workflows
field notes.

Make room for better ideas without giving up editorial control. Explore bounded prompts, structured drafts, source review, and a deliberate human approval step.

Inside this collection

The useful question is where assistance ends and release authority begins. These guides separate the assignment, source packet, candidate draft, accepted revision, and destination action. They treat provider names as research topics rather than promises of integrations. A well-formed response is a helpful starting point, not evidence that every sentence is true.

Your reading path

Start with the human-review guide when designing a new process. Use the prompt-library guide when a team already repeats the same editorial assignments. Keep a small comparison set with difficult and incomplete source material, and evaluate the editor’s accepted output rather than simply counting how much text a model generates.