Correction work becomes unstable when time is present in the source but absent from the reconstructed answer.

What the phenomenon looks like

A correction changes the local wording of a page, but the broader interpretive graph may still preserve the previous state. Updating the source therefore does not automatically update the answer layer.

Why it happens

Generative systems do not inherently privilege the newest version. They privilege salience, repetition, document stability, and the persistence of older signals across the web.

Why it matters

Teams then confuse editorial effort with interpretive effect. They believe the problem has been fixed because the canonical page is cleaner, while the surrounding graph still feeds the obsolete reconstruction.

What must be governed

  • Distinguish source correction from graph correction and measure both separately.
  • Identify which signals beyond the page still preserve the obsolete interpretation.
  • Treat post-correction monitoring as part of the remediation, not as an optional follow-up.