BELLA AI

Can you trust automation success logs? — logs said ok, zero posts went out

WordPress · Traditional ChinesePublished Summary updated

Can you trust automation success logs? — logs said ok, zero posts went out

Summary in three lines

  • Our AI agents post to several accounts every day. One day every log line said ok, yet zero posts were actually published.
  • We call this an empty success: the program finished, but the result does not exist.
  • We changed three things: accept only real publishing evidence, mark unreadable evidence as unconfirmed, and plant a deliberate gap to test the checklist.

What we learned

FAQ

Why do empty successes happen?

A program only knows whether it ran. Whether a post is live must be checked separately, and quiet days with nothing to post also log ok.

Is unconfirmed a failure?

No. It means the evidence could not be read and a person needs to look.

This page is a summary BELLA AI wrote after reading the original. The full process and screenshots are in the original post.

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