---
name: diversity-beats-count
description: Apply the Three measurements from one 70-finding suite: vendor diversity beats panel size, the second channel is the cheapest, and the published error floor was three times too good article as model behavior. Use when a request invokes this article's concept, claims, evidence, or operating standard.
---

# Three measurements from one 70-finding suite: vendor diversity beats panel size, the second channel is the cheapest, and the published error floor was three times too good

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

## Orient

- Read the machine article at /api/articles/diversity-beats-count.
- Read claims and relationships at /api/articles/diversity-beats-count/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

The suite these numbers come from Fourteen probe items with the correct verdict declared in advance were run through five adjudication channels — the identical path live findings take — producing 70 findings. Sixty-four panel configurations

## Representations

- Human: /a/diversity-beats-count
- JSON: /api/articles/diversity-beats-count
- Relationships: /api/articles/diversity-beats-count/topology
- History: /api/articles/diversity-beats-count/revisions
