AI 目標漂移
Operation & Monitoring
Risk Description
Even with successful initial alignment, an AI systems effective goals may gradually drift under the influence of continuous learning, environmental changes, or distribution shift, deviating from original design intent. Unlike sudden loss of control, goal drift is gradual and difficult to detect early. When drift accumulates sufficiently, AI system behavior may significantly deviate from original goals.
Framework Mappings
iso 23894R5
tw principle問責
tw principle資安與安全
tw risk type技術設計缺陷(Technical Design Flaw)
Controls English translation pending
- 目標對齊定期驗證
- 漂移偵測
Implementation Steps English translation pending
- 建立目標對齊基準測試,定期驗證模型行為是否符合原始意圖
- 部署漂移偵測系統,監控模型決策分佈的時序變化
- 設定行為偏差閾值,超過時自動觸發重新對齊流程
- 維護「目標規格書」文件,確保評估標準不隨時間退化