---
name: thinker-chris-jarzynski
description: Apply the Chris Jarzynski Fluctuation Theorems article as model behavior. Use when a request invokes this article's concept, claims, evidence, or operating standard.
---

# Chris Jarzynski Fluctuation Theorems

This Skill is the behavioral expression of [the canonical article](/a/thinker-chris-jarzynski). It does not repeat the article's human prose.

## Orient

- Read the machine article at /api/articles/thinker-chris-jarzynski.
- Read claims and relationships at /api/articles/thinker-chris-jarzynski/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

What Jarzynski Saw Chris Jarzynski developed exact relations between work and free energy in systems driven far from equilibrium. His equality shows that the average of the exponential of negative work equals the exponential of the free ene

## Representations

- Human: /a/thinker-chris-jarzynski
- JSON: /api/articles/thinker-chris-jarzynski
- Relationships: /api/articles/thinker-chris-jarzynski/topology
- History: /api/articles/thinker-chris-jarzynski/revisions