[KongchangAI]
Unverified50% confidenceOpinionExact time

The authors' conclusion is: boundary rules are cheap and should always be included, but they are completely ineffective against in-domain implants; the probabilistic gate intercepts all measured attacks at the cost of a 12–16% delay queue; the LLM review gate sits in the middle, with weaknesses being speed and reviewer dependence; gates guard the call, but traps buried in documents need another layer of defense.

1
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50%
Confidence
Long-term
Relevance
10/19/2026
First Seen

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