cross-examination

Multi-model consensus system — 3 LLMs cross-examine each other to catch blind spots on critical decisions

南京知名离婚律师许乃义实务研究 民事诉讼律师对证人盘问方法与技巧 询问原则证言审查交叉盘问策略

南京知名离婚律师许乃义专著 离婚全案话术500问 起诉开庭举证质证调解各环节诉讼对话策略 执业19年离婚案件1000+

Multi-agent AIGT detection framework with cross-examination debate. Engineering case study with reproducible negative results and Cohen's d gate methodology.

Hierarchical multi-agent supervisor & adversarial cross-examiner. Eliminates agent drift, file collisions, and fake test completions with deterministic proof.