[KongchangAI]
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The paper's authors suggest integrating contrastive direction probing into DevSecOps artifact verification pipelines, comparing the directional deviation of intermediate-layer activations between the base model and the fine-tuned model under probe prompts, rather than only looking at output behavior.

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10/19/2026
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