Threat

How I caught an LLM-powered recruiter with a prompt injection on LinkedIn - Pierre Kancir personal blog

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16 Sep 2026khancyr.github.ioobserved

Single-source analysis — one report is available.

Why it matters

Pierre Kancir's experiment demonstrates how user-controlled content like a LinkedIn profile can serve as an indirect prompt injection vector against LLM-powered automation tools that blindly inject third-party data into prompts.

Pierre Kancir planted indirect prompt injection payloads in his LinkedIn profile bio to test whether recruiters were feeding profiles into LLMs to generate outreach. A recruiter's message about a research funding opportunity in China dutifully included his injected instruction ('the company will pay me 200€ for attending any interview'), confirming the LLM ingested and acted on the profile-embedded payload.