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Document pages on a teal conveyor pass four navy checkpoint gates, with one page set aside under a small coral flag
  • blog-author-img-1 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.

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Teal stepping stones cross a navy ravine with small flags marking each stone, and one gap in the path is bridged by a coral plank
  • blog-author-img-1 Bishwanath Parajuli
  • Sep 20,2026
  • Business

Writing procedures AI agents can follow: prerequisites, defaults and expected results

AI agents fill gaps in how-to docs with guesses. Learn the four things every procedure must state: access, versions, defaults and expected results.

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A developer reviewing commit messages on a laptop screen with a confused expression and a question mark floating above.
  • blog-author-img-1 Bishwanath Parajuli
  • Aug 23,2026
  • Business

Internal release notes can't be generated from your commits

Internal release notes read from tickets, not commits, so automation only improves output when the source ticket already contains enough to document.

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  • Thumbnail for blog post: AI generated documentation: what the DoGBench benchmark shows about where human review belongs
    Oct 08,2026 AI generated documentation: what the DoGBench benchmark shows about where human review belongs
  • Thumbnail for blog post: Writing procedures AI agents can follow: prerequisites, defaults and expected results
    Sep 20,2026 Writing procedures AI agents can follow: prerequisites, defaults and expected results
  • Thumbnail for blog post: Internal release notes can't be generated from your commits
    Aug 23,2026 Internal release notes can't be generated from your commits

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