Blogs

Document pages on a teal conveyor pass four navy checkpoint gates, with one page set aside under a small coral flag

Bishwanath Parajuli
Oct 08,2026
Business

AI generated documentation: what the DoGBench benchmark shows about where human review belongs

DoGBench tests AI agents on real docs changes. Learn how to read its scores, where agents fail, and where a person still needs to sign off on AI generated docs.

A grid of document cards with coloured tabs passes a scanning gate, and one deprecated card is fenced off behind a coral barrier

Bishwanath Parajuli
Oct 04,2026
Technology

Frontmatter validation for docs: OKF metadata and version labels checked in CI

Frontmatter won't make your AI smarter, but validated lifecycle and version labels in CI let you find and fence off docs that are no longer true.

Several differently shaped navy tags flow into a funnel and come out as one teal tag, while a single coral tag is set aside

Bishwanath Parajuli
Oct 04,2026
Technology

Terminology consistency in documentation: one term per concept, enforced with Vale

Synonyms in your docs confuse AI agents and search. Learn how to pick one term per concept, keep a glossary and let Vale flag the wrong word in every PR.