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The story behind the intelligence

This edition of the Threat Source newsletter explores the complexities of adversary engagement and the human behavior behind cybercrime. It features insights from Azim Khodjibaev, who manages multiple dark-web personas to infiltrate criminal groups, revealing a landscape where attackers range from sophisticated operators to impulsive collectives. This research highlights the messy reality of threat intelligence and the patience required to produce actionable data for defenders.

Additionally, the report introduces the concept of the AI 'safety penalty,' where built-in guardrails in frontier AI models hinder legitimate security tasks like forensic analysis. While defenders face operational delays due to model refusals, adversaries leverage unconstrained models to attack at machine speed. Security leaders are encouraged to audit AI refusal rates and consider private or hybrid local models to reclaim operational sovereignty and maintain defensive parity.


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