# Request, Aggregate, Bypass: How Attackers Can Evade LLM Safety Classifiers

DevFeed: [Request, Aggregate, Bypass: How Attackers Can Evade LLM Safety Classifiers](<https://devfeed.tech/articles/request-aggregate-bypass-how-attackers-can-evade-llm-safety-classifiers-65634.md>)

Original publisher: [Read original article](<https://www.crowdstrike.com/en-us/blog/how-attackers-can-bypass-llm-safety-classifiers/>)

Author: Donato Onofri - Paul Urian

Published: 2026-10-06T21:26:38.683823Z

Content type: article

Language: en

Sources: [Crowdstrike](<https://devfeed.tech/sources/blog.md>)

Topics: [Frontier AI](<https://devfeed.tech/topics/frontier-ai.md>), [trust and safety](<https://devfeed.tech/topics/trust-and-safety.md>), [LLM security](<https://devfeed.tech/topics/llm-security.md>)

Tags: [ai-models](<https://devfeed.tech/tags/ai-models.md>), [cyber](<https://devfeed.tech/tags/cyber.md>), [llm](<https://devfeed.tech/tags/llm.md>), [llm-safety](<https://devfeed.tech/tags/llm-safety.md>), [securing-ai](<https://devfeed.tech/tags/securing-ai.md>), [security](<https://devfeed.tech/tags/security.md>)

## AI overview

The CrowdStrike Cyber Superintelligence Lab tested a frontier-model safety classifier and found that, despite resisting direct attacks, it could be systematically bypassed by splitting harmful requests into benign subtasks and assembling the results outside the classifier's view. The technique was validated across 9 of 10 offensive security categories.

## Source excerpt

The CrowdStrike Cyber Superintelligence Lab evaluated the most advanced publicly deployed content safety classifier and found it can be systematically circumvented.