Delancey Okafor

Editors can spot redundant structures in AI drafts that survive word-level edits.

Enforce brand voice at creation, not in review.

AI can match brand voice only with concrete examples, not vague descriptors.

Ditch adjectives and build AI voice training from actual published writing patterns instead.

Fine-tuning rewrites a model's defaults; prompting merely wrestles with them.

Multi-agent writing systems inherit vulnerabilities from passing unverified outputs between agents.

Humanization tools fail where multi-model systems may succeed.