---
title: "AI's Validation Loop + Tools"
description: "How AI agents use a validation loop with external tools to verify and refine their outputs."
canonicalUrl: "https://zuplo.com/videos/ais-validation-loop-tools-ai-api-mcp-modelcontextprotocol-shorts"
watchUrl: "https://www.youtube.com/watch?v=GNAIM-zLlc4"
date: "2025-06-20"
duration: "1:43"
categories: ["MCP & AI"]
pageType: video
---

# AI's Validation Loop + Tools

How AI agents use a validation loop with external tools to verify and refine their outputs.

**Watch:** [https://www.youtube.com/watch?v=GNAIM-zLlc4](https://www.youtube.com/watch?v=GNAIM-zLlc4)

- Duration: 1:43
- Published: 2025-06-20
- Categories: MCP & AI