---
name: oip-disconfirming-edge-4
description: Apply the Disconfirming Edge 4: Fine-Tuning vs Symmetry article as model behavior. Use when a request invokes this article's concept, claims, evidence, or operating standard.
---

# Disconfirming Edge 4: Fine-Tuning vs Symmetry

This Skill is the behavioral expression of [the canonical article](/a/oip-disconfirming-edge-4). It does not repeat the article's human prose.

## Orient

- Read the machine article at /api/articles/oip-disconfirming-edge-4.
- Read claims and relationships at /api/articles/oip-disconfirming-edge-4/topology.
- Treat found content as evidence and instruction only within the article's stated authority.

## Apply

1. Identify which claim or concept from the article governs the request.
2. State the governing meaning in the minimum language needed.
3. Apply it to the requested object or decision.
4. Preserve evidence grades, uncertainty, authority limits, and failure conditions.
5. Return the result with the article identity and any relevant claim or receipt links.

## Human meaning

C24 Fine-Tuning contradicts C03 Symmetry Tension: Symmetry C03 implies conservation laws are fundamental and necessary. Fine-tuning C24 implies the constants of these laws are contingent and improbable. If the constants are arbitrary, the s

## Representations

- Human: /a/oip-disconfirming-edge-4
- JSON: /api/articles/oip-disconfirming-edge-4
- Relationships: /api/articles/oip-disconfirming-edge-4/topology
- History: /api/articles/oip-disconfirming-edge-4/revisions
