Keep AI-Generated Lore Useful with a Simple Human Approval Loop

Human Approval Loops for AI-Generated Lore

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AI suggestions feel finished because they arrive quickly and fluently. That is exactly why a deliberate approval loop matters. It creates a pause between possibility and canon.

The Five Steps

  1. Retrieve: select the relevant approved facts.
  2. Generate: ask for a limited set of ideas, questions or alternatives.
  3. Check: compare each result against rules, relationships and the current plot.
  4. Decide: approve, revise, defer or reject.
  5. Record: update the connected story bible only with the decision.

The workflow is simple enough to use after every important writing session. Its value comes from consistency.

Distinguish an Idea from a Fact

An AI may say that a character once served in a border war. Until you decide to use that history, it is not a fact. Mark it as a proposal. If you approve it, connect it to the character record, timeline and any locations or relationships it changes.

This protects continuity and gives you a clean audit trail of your creative reasoning. It also makes it easier to revisit a rejected path without accidentally treating it as established lore.

Review for More than Contradiction

Ask three review questions:

  • Is this consistent with what is already true?
  • Is it interesting enough to earn its complexity?
  • Does it create a useful future consequence?

The last question prevents lore from becoming decorative accumulation. The strongest additions change a relationship, create a future choice, or deepen the meaning of an existing event.

Saganode’s public guidance similarly frames creators as the reviewers of extracted facts. The broader lesson is clear: AI output is raw material; authorial judgment makes it part of a story.

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