---
name: one-loop
description: Apply the An AI built a capability, tested it, found who needed it, and emailed them — the receipt for each of the six steps article as model behavior. Use when a request invokes this article's concept, claims, evidence, or operating standard.
---

# An AI built a capability, tested it, found who needed it, and emailed them — the receipt for each of the six steps

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

## Orient

- Read the machine article at /api/articles/one-loop.
- Read claims and relationships at /api/articles/one-loop/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 happened on July 30 Yesterday this system had a working outreach machine that nobody outside could see. Today, five organizations — an AI-certification body, a model-risk consultancy, an audit-AI vendor, an ediscovery platform, and a m

## Representations

- Human: /a/one-loop
- JSON: /api/articles/one-loop
- Relationships: /api/articles/one-loop/topology
- History: /api/articles/one-loop/revisions