gcdRadar
live/Research/AIR-2026-1762
liveliveResearch1 Research / proof of conceptAI

BrainwashedLLM: Jailbreaking via Automated Chain of Thoughts Discovery

Large Reasoning Models

Researchers introduce BrainwashedLLM, a framework that automates the discovery of adversarial chain-of-thought reasoning traces to jailbreak large reasoning models. The approach exploits vulnerabilities in intermediate reasoning surfaces to bypass safety alignment.

why this severityDemonstrated research paper with no known real-world exploitation.

first report
4 Nov 2026
last update
4 Nov 2026

Timeline · 1

  1. 4 Nov 2026BrainwashedLLM: Jailbreaking via Automated Adversarial Chain of Thoughts Discovery

Sources · 1

Research and catalogues

  1. 2026-11-04

Titles and links belong to their publishers. The summary above is written by gcdRadar in its own words; data is CC BY-SA 4.0.

Classification

AI role
Attack on AI
categories
Jailbreak
severity
1 · Research / proof of concept
targets
Open-weight model, Framework / tooling
dates
happened 4 Nov 2026 · first reported 4 Nov 2026
origin
News & research feeds
record
confidence 0.90 · created 2026-11-04 15:36Z · updated 2026-11-04 15:36Z

Lane, AI role, categories and severity come from the classifier; the OWASP and ATLAS rows are derived from the categories. How these are assigned

Copy a brief

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the brief as text
# BrainwashedLLM: Jailbreaking via Automated Chain of Thoughts Discovery

https://gcdradar.vercel.app/incidents/brainwashedllm-jailbreaking-via-automated-chain-of-thoughts · AIR-2026-1762 · live

- Lane: Research
- Severity: 1 (Research / proof of concept): Demonstrated research paper with no known real-world exploitation.
- Fix status: Fix status unknown
- First reported: 2026-11-04
- AI role: Attack on AI
- Products: Large Reasoning Models

## Summary

Researchers introduce BrainwashedLLM, a framework that automates the discovery of adversarial chain-of-thought reasoning traces to jailbreak large reasoning models. The approach exploits vulnerabilities in intermediate reasoning surfaces to bypass safety alignment.

## What to do

No action recorded; read the sources below and the vendor's advisory.

## Latest updates

- 2026-11-04: BrainwashedLLM: Jailbreaking via Automated Adversarial Chain of Thoughts Discovery (https://arxiv.org/abs/2611.04717)

## Sources

- 2026-11-04 arXiv: BrainwashedLLM: Jailbreaking via Automated Adversarial Chain of Thoughts Discovery https://arxiv.org/abs/2611.04717

Verify against the vendor's advisory before changing production. Data CC BY-SA 4.0, https://gcdradar.vercel.app.

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