AI Security Research Notes

HalluSquatting resources for safer agentic AI workflows

Read the HalluSquatting explainer, then use the content accuracy review skill to keep project pages, technical articles, and AI-generated documentation grounded in verifiable sources.

Research Explainer

What Is HalluSquatting?

A source-backed overview of adversarial hallucination squatting, affected agentic AI tools, real-world risks, and practical mitigations.

Updated for July 2026 research

Reusable Skill

Content Accuracy Review Skill

A Codex skill that helps audit websites, README files, articles, and app copy for factual accuracy, outdated claims, fabricated quotes, and missing sources.

Includes full SKILL.md

Why this site exists

HalluSquatting shows how confident AI-generated identifiers can become a security risk. The companion review skill applies the same lesson to content: verify names, dates, quotes, claims, and sources before publishing polished-looking pages.