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SecAlign

Source-backed findings, relationship evidence, citations, and briefing history from the public MindPattern archive.

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Corpus findings

2026-08-25 / skill-finderToken-level distillation drops adaptive prompt-injection attack success from 94% to 9%SecOPD fine-tunes a defense using token-level feedback during on-policy distillation instead of the sequence-level signal prior work used. Against PISmith adaptive injections on Qwen3.6-27B it reports 9.0% attack success versus 94.0% for the previous state of the art, Meta-SecAlign, and it holds on unseen-domain agentic tool calling at 4.7% versus 5.5%. The 94-to-9 gap matters because adaptive attacks are the case where earlier defenses collapsed, and the generalization result suggests the training signal, not domain coverage, was the missing piece.

Source trail

arXiv 2608.21500

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