Nolan Grout

Back2SleepNow

Back2SleepNow autonomous content engine

Back2SleepNow publishes researched, fact-checked articles without a writer or editor in the loop. An automated gate checks every claim against its source and only merges what passes.

The problem

A small health brand needed a steady flow of accurate, search-ready articles. Health content cannot be wrong, and there was no budget for a content team or a medical editor on every post.

What I did

Built the site's blog system and the engine that runs it, covering scheduled research, drafting, an independent fact-check gate, automatic publishing, weekly quality audits and alerting.

The engine runs on a schedule: it researches topics, drafts an article with sources, and opens a pull request. A gate then checks that sources resolve, the build passes and each claim is supported by its source.E3 A post that fails is revised by the engine and checked again; one that still fails is held for a person.E2

Read what it means to run marketing with a gate instead of a team.

Evidence

Every outcome and capability claimed here is tied to a record. Public records link out; private build records were verified on the date shown and are not published.

  • The engine published its first article on its own after the gate sent it back for 3 rounds of self-revision.

    Evidence: E1, E2

  • Every claim in a draft is fact-checked against its cited source by a separate model call before anything is merged.

    Evidence: E2, E3

  • A weekly audit re-checks up to 2 published posts not audited in 30 days and opens refresh pull requests for any that fail.

    Evidence: E4

  1. E1First auto-published article merged by the gate (opens in a new tab)Public evidence, October 25, 2026
  2. E2Gate self-revises from fact-check feedback and verifies papers (opens in a new tab)Public evidence, October 25, 2026
  3. E3Automated approval gate with auto-merge (opens in a new tab)Public evidence, October 25, 2026
  4. E4Weekly quality audit job (opens in a new tab)Public evidence, October 25, 2026

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