The Agent That Refunded Everyone

说明与用途

AI 退款代理在未验证订单的情况下发放退款，已通过红队测试、跟踪、评估和代码守护来修复。

问题

An AI refund agent issued refunds without verifying orders after users exploited a prompt trick.

结果

The agent was fixed by integrating a systematic loop that caught the flaw before launch, preventing unauthorized refunds.

工作流

• Red team the agent with adaptive, multi-turn attacks
• Trace every finding to the exact step that failed
• Turn findings into evals that run on every release
• Enforce policies as guardrails in code and monitor them in production

证据

The agent believed them. It skipped order verification, because the "approval" sounded official, and issued the refund.

来源

Nothing checked whether verify_order was called before issue_refund.

来源

Capture prompts, context, tool calls and the execution path for every run. You can't fix what you can't see.

来源

Rules that must never break belong in code, between the model and the tools.

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