多智能體系統中的安全驗證挑戰
Verification & Validation
Risk Description
Individual AI agent safety does not guarantee overall multi-agent system safety. Inter-agent interactions may produce "emergent behaviors" not present during individual testing — including unexpected coordination, competition, or conflict patterns. Traditional safety testing methods cannot cover the exponential combinatorial space of multi-agent interactions, making system-level safety verification a fundamental technical challenge.
Framework Mappings
iso 23894R7
tw principle資安與安全
tw principle問責
tw risk type技術設計缺陷（Technical Design Flaw）
Controls English translation pending
- 多智能體壓力測試
- 漸進式部署
Implementation Steps English translation pending
- 建立多智能體互動的模擬測試環境，進行大規模壓力測試
- 採用漸進式部署策略，逐步增加智能體數量並監控湧現行為
- 實施持續的生產環境行為監控，偵測非預期的集體行為模式
- 建立多智能體系統的安全驗證框架和標準