
Tools
Treat documentation as a build artifact: validate structure, links, examples and publication rules before changes reach readers. CI cannot decide whether an explanation is useful, but it can reject many predictable defects before a human spends time on them.

AI & Documentation
If a model can create or update documentation at scale, validation must scale with it. Constrain inputs, preserve provenance, validate structure and make publication a separate privileged step. A useful architecture assumes the model will sometimes be wrong.

Tools
Style linting is valuable when it catches terminology drift, risky wording and repeatable editorial defects. Keep the rule set small, explainable and quiet enough that writers trust a failed check. A style linter can check thousands of sentences in seconds, which makes it tempting to encode every editorial preference.