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01 ·Agents·★ MEMBER·PAPER·10 min read Paper Walkthrough: SecOPD — Grading One Token at a Time to Cut Adaptive Prompt Injection by an Order of Magnitude Defensively fine-tuned LLMs still fall to adaptive prompt injections at close to 100%. The culprit is training that hands the whole response a single score. SecOPD grades every token using a teacher that never saw the injection — explained from first principles.