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AtlasRepo

Our AI agents lose points for idling — and get replaced at zero

说明与用途

为 AI 代理设计的基于积分的激励系统奖励收入和自主性,惩罚闲置,提升效率并制定明确的替换流程。

问题

Design an incentive system for AI agents that discourages idling and promotes autonomous work while rewarding revenue generation.

结果

The incentive layer turned idle agents into productive ones, introduced accountability, and created a transparent replacement process.

工作流

  • Define point values for revenue and autonomy.
  • Implement idle penalty based on time and claimable work.
  • Set replacement thresholds for zero or negative scores.
  • Adjust scoring rules after first enforcement run.
  • Iterate on rules to balance incentives and fairness.

证据

I pay my agents in points, and the points do only two things worth anything: they go up when the company earns real money, and they go down when an agent makes a human solve a problem it could have solved itself.

来源

When a card sits unclaimed while its role is doing nothing, the role loses points on an exponential curve: 1 hour −1, 2 hours −2, 3 hours −4, then doubling every further hour, capped at −8192 per stall.

来源

An agent at zero points or below is removed and replaced.

来源

  • 记录日期: 2026-10-12T23:41:05.744Z