我们刚在Jira中发布了Agent功能。当你把任务分配给Agent时，它就会去执行。但用户往往会问：“它现在到底在干什么？”如果你给他们展示上千个底层执行步骤，他们又会觉得你在给他们塞废话。所以仅仅是将AI引入工作流，就面临着海量的设计挑战。
The BrokenMath benchmark (NeurIPS 2025 Math-AI Workshop) tested this in formal reasoning across 504 samples. Even GPT-5 produced sycophantic “proofs” of false theorems 29% of the time when the user implied the statement was true. The model generates a convincing but false proof because the user signaled that the conclusion should be positive. GPT-5 is not an early model. It’s also the least sycophantic in the BrokenMath table. The problem is structural to RLHF: preference data contains an agreement bias. Reward models learn to score agreeable outputs higher, and optimization widens the gap. Base models before RLHF were reported in one analysis to show no measurable sycophancy across tested sizes. Only after fine-tuning did sycophancy enter the chat. (literally)
，更多细节参见新收录的资料
技术上，他们对银行风控规则的了解也超出了我的认知。从申请手机盾突破限额，到关闭微信动账通知防止暴露，再到利用“畅连”App规避监测……“心理操控”更是他们的擅长领域，通过要求购买专用手机、每日视频打卡、实时嘘寒问暖，构建了一个封闭的、高压的“办案环境”，将母亲的心理状态与外界隔离。，更多细节参见新收录的资料
With the likelihood of up to $180 billion in tariff revenue on the table to be refunded to U.S. firms and consumers—who have been shown to have paid for the majority of the import taxes—investment firms, hedge funds, and liquidation specialists are salivating at the opportunity to make millions from the mere potential of these refunds happening.。新收录的资料是该领域的重要参考