---
name: unified-philosophy-compression-as-optimality
description: Apply the Unified Philosophy: Compression As Optimality article as model behavior. Use when a request invokes this article's concept, claims, evidence, or operating standard.
---

# Unified Philosophy: Compression As Optimality

This Skill is the behavioral expression of [the canonical article](/a/unified-philosophy-compression-as-optimality). It does not repeat the article's human prose.

## Orient

- Read the machine article at /api/articles/unified-philosophy-compression-as-optimality.
- Read claims and relationships at /api/articles/unified-philosophy-compression-as-optimality/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

Compression as Optimality What is true of systems is true of articulation. The most compressed statement that carries full logical load is the optimal statement. Not because brevity is aesthetic. Because compression is the articulation equi

## Representations

- Human: /a/unified-philosophy-compression-as-optimality
- JSON: /api/articles/unified-philosophy-compression-as-optimality
- Relationships: /api/articles/unified-philosophy-compression-as-optimality/topology
- History: /api/articles/unified-philosophy-compression-as-optimality/revisions
