---
title: "#gpt-red articles | Hashnode"
description: "Explore the latest #gpt-red articles, tutorials, and guides on Hashnode."
url: "https://hashnode.com/tag/gpt-red"
---

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# #gpt-red

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[Manu Shukla](https://hashnode.com/@mr-manushukla) · [Aug 4](https://hashnode.com/posts/gpt-red-broke-84-of-agent-scenarios-7-controls-to-ship-in-2026/6a7251ac100cce6f119834df)

### [GPT-Red broke 84% of agent scenarios: 7 controls to ship in 2026](https://ecorpit.hashnode.dev/gpt-red-broke-84-of-agent-scenarios-7-controls-to-ship-in-2026?utm_source=hashnode&utm_medium=feed)

GPT-Red broke 84% of agent scenarios: 7 controls to ship in 2026 Summary. OpenAI published GPT-Red on 15 July 2026, an internal-only automated red-teamer trained by self-play. On a replicated version

16 min read · [ecorpit.hashnode.dev](https://ecorpit.hashnode.dev/gpt-red-broke-84-of-agent-scenarios-7-controls-to-ship-in-2026?utm_source=hashnode&utm_medium=feed)