Generative Arc Curve

The arc describes a common trajectory:

• Strong initial global coherence
• Diminishing improvement under refinement
• Local tweaks degrade global structure

When the arc inverts, apply pivot-on-inversion.

1. Initial generation produces high coherence.
2. Refinement yields diminishing gains.
3. Perceived proximity increases.
4. Further tweaks reduce global coherence.
5. Escalation replaces improvement.

The inversion is not failure.
Ignoring inversion is.

• klappy://canon/apocrypha/fragments/fragment-04-on-artifacts
• klappy://canon/methods/pivot-on-inversion