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A six-month analysis of real adversarial inputs reveals that simple multi-turn setups, forward-momentum exploitation, and role redefinition attacks consistently bypass single-message classifiers. The post argues that stateful monitoring of conversational context is more effective than improving one-shot detection.
An attacker can bypass security by spreading malicious instructions across multiple messages; Bendex Arc is a tool that tracks session behavior across turns to catch such attacks.