具体来说：每次开启新的攻坚，我不是把所有研究文档都塞给模型，而是只把问题树的当前状态贴进去，从里面挑一个最重要的子问题，让模型围绕这一个问题生成任务指导书。模型拿到的是一个被高度抽象和压缩过的问题描述，而不是几天来积累的原始推导过程。这样它的上下文是干净的，推理质量就能维持在正常水平。
暂不做：AI 自动代码审核裁决。，详情可参考新收录的资料
Two stories about the Claude maker Anthropic broke on Tuesday that, when combined, arguably paint a chilling picture. First, US Defense Secretary Pete Hegseth is reportedly pressuring Anthropic to yield its AI safeguards and give the military unrestrained access to its Claude AI chatbot. The company then chose the same day that the Hegseth news broke to drop its centerpiece safety pledge.，详情可参考新收录的资料
Farmers and conservationists alike told me they need to see clear plans for what policymakers want from the uplands for the next generation. Their hope is that, as we move into the second quarter of the 21st Century, traditional sheep farmers and rewilders alike find their place in the nation's cherished uplands.，这一点在新收录的资料中也有详细论述