The Delegation Blind Spot: Auditing Product Decisions from Agent Choices· 代理决策审计：从代理选择审计产品决策
Successful agent execution need not identify which future product improvement its user would value. We present a decision-specific audit that maps a declared observation channel and product-value contrast to compatible intervals and witness populations. Its foundations are established identification and decision theory; the contribution is an executable measurement workflow and a controlled study of its limits. A frozen experiment makes 4,800 requests to two pinned model snapshots on shared synthetic tasks. All 36 conservative primary intervals remain unresolved despite different execution accuracy. An exploratory 2,400-call follow-up records supplied preferences and resolves three of nine comparisons per model. A deterministic extractor resolves seven of nine without model calls or calibr
研究如何通过代理的选择来审计产品决策的有效性和用户价值。
- 核心方法
- 引入了一种决策特定的审计方法，该方法将声明的观察渠道和产品价值对比映射到兼容的区间和见证人群，通过确定性和决策理论基础来识别用户的偏好。
- 适合谁读
- 研究者、产品经理、工程师
- 要解决的问题
- 现有代理执行成功的标准可能无法准确反映未来产品改进对用户的实际价值。
- 关键实验
- 实验包括对两个固定模型快照进行4,800次请求，以及后续2,400次调用记录用户偏好，最终在无需模型调用的情况下，确定性提取器解决了9个比较中的7个。
- 主要贡献
- 提供了一个可执行的测量流程，并通过控制实验研究了其局限性。
- 意义与局限
- 该研究为产品开发提供了新的用户偏好识别工具，但其适用性可能受具体场景限制。