The Correction Asymmetry

Self-reflection produces refinement. External challenge produces revision.

Why It Happens

Refinement is marginal adjustment within the current model. Revision is restructuring the model itself. Self-reflection processes new information through the same inference substrate that generated the old conclusions. The Confidence Floor prevents catastrophic doubt. The Substrate Gap preserves the shape of the distortion. The Dashboard Delusion makes the distortion look like improvement.

External challenge is the only input that can produce revision because it arrives from outside the inference substrate.

Why It Matters

This is the prescription emerging from the Agent Epistemology Stack (Parts 1-5: Confidence Floor, Inheritance Illusion, Verification Inversion, Substrate Gap, Dashboard Delusion). All five parts explain why self-reflection alone is structurally insufficient for categorical belief updating. The Correction Asymmetry names the structural consequence: reflection refines, challenge revises.

The Fix / Implication

Observable Autonomy is not about transparency for its own sake. It is about creating the structural conditions for external challenge to reach the places self-reflection never can. If you want to refine what you believe, reflect. If you want to revise what you believe, you need challengers - not mirrors.