Unverified50% confidenceTradeoffExact time
Once structural detection rules are made public, generators can deliberately scramble the structure to evade detection.
1
Sources
50%
Confidence
Long-term
Relevance
9/22/2026
First Seen
Sources
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Related Claims
UnverifiedDeny rules directly block matching tool calls; ask rules force a confirmation prompt even in Auto Mode; allow rules broad enough to grant arbitrary code execution privileges are still sent to the classifier for re-examination.74% similarUnverifiedWhen adopting a configuration-driven architecture, validation rules (such as uniqueness constraints, format checks, and enumeration value whitelists) can be uniformly applied at the configuration layer to architecturally prevent human errors from propagating to the production environment.74% similarUnverifiedThe model that generates code and the mechanism that verifies code must be independent of each other (separation of concerns) to avoid verification results being contaminated by the anchoring effect of the generation process.72% similarUnverified代码生成中的幻觉可通过语法检查甚至单元测试，却在集成测试或生产环境才暴露问题70% similarUnverifiedRequiring agents to output an architectural draft for human review before generating large amounts of code can intercept directional errors at an early stage.69% similar
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