
Omer Ninburg
CTO of Novi/Novee Security and vulnerability researcher focused on using multi-agent LLM systems to discover and scale vulnerability discovery in PDF engines and services.
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Mar 28, 2026 • 21min
When “safe” documents aren’t. [Research Saturday]
Omer Ninburg, CTO of Novee Security and vulnerability researcher exploring multi-agent LLMs for scaled PDF hunting. He describes how embedded PDF engines and services can be weaponized. He recounts clever bypasses like SVG/HTML nesting and iframe vectors. He explains training agent swarms to reproduce and scale reliable vulnerability discovery across client and server PDF ecosystems.


