Delancey Okafor

Passive-voice density exposes pipeline defects that editors can't fix draft by draft.

Defining content types and fields before writing makes AI-generated docs verifiable.

OpenAI's watermark requires publishers to rethink AI disclosure practices.

Treat content generation like software: version models, share context, and automate quality gates.

Structural checks catch the filler that sentence-level editing leaves behind.

Enforce brand voice during content creation, not after—before AI defaults overwrite your standards.

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

Extracting measurable patterns from published work gives AI a voice spec adjectives never could.

Fine-tuning on your own corpus fixes the drift that prompts can't.

Injected instructions travel agent to agent, and only handoff checks stop them.

Humanizers patch a finished draft; adversarial systems change how it's generated.