---
title: "Discussion on \"GPT-Red broke 84% of agent scenarios: 7 controls to ship in 2026\" | Hashnode"
description: "Discussion on \"GPT-Red broke 84% of agent scenarios: 7 controls to ship in 2026\". GPT-Red broke 84% of agent scenarios: 7 controls to ship in 2026\nSummary. OpenAI published GPT-Red on 15 July 2026, an internal-only automated red-teamer trained by self-play. On a replicated version"
url: "https://hashnode.com/posts/gpt-red-broke-84-of-agent-scenarios-7-controls-to-ship-in-2026/6a7251ac100cce6f119834df"
---

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# [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

Aug 4 · 16 min read · ecorpit.hashnode.dev  
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-   [#prompt-injection](https://hashnode.com/tag/prompt-injection)
-   [#ai-agent-security](https://hashnode.com/tag/ai-agent-security)
-   [#gpt-red](https://hashnode.com/tag/gpt-red)
-   [#gpt-56](https://hashnode.com/tag/gpt-56)

## Written by

[Manu Shukla](https://hashnode.com/@mr-manushukla)

@mr-manushukla · Delhi, India

  
[View profile](https://hashnode.com/@mr-manushukla)

Founder and Director of eCorpIT

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