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HalluSquatting Shows Why AI Agents Still Can’t Be Trusted on Their Own

July 8, 2026 by Edward Silha

A cartoon AI coding assistant enthusiastically downloading code from a repository with a convincing but fake name while a hooded hacker quietly celebrates in the background.I’ve said from the beginning that the biggest risk with AI isn’t that it writes bad code. It’s that people are starting to trust it to make decisions it has no business making.

New research drives that point home.

Researchers have uncovered a new attack called HalluSquatting, and it exploits one of AI’s most well-known weaknesses: it would rather make something up than admit it doesn’t know the answer.

That behavior, which we’ve all come to know as hallucination, is no longer just an annoyance. It can now be turned into a weapon.

Here’s how it works. [Read more…]

Filed Under: AI, Blog, Cybersecurity Tagged With: AI hallucinations, AI security, artificial intelligence, botnets, Cline, Cursor AI, cybersecurity, developer tools, Gemini CLI, GitHub, GitHub Copilot, HalluSquatting, large language models, LLMs, malware, prompt injection, ransomware, reverse shell, secure coding, software repositories, software supply chain, typosquatting, Windsurf

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