The visualization I wish I hadThat idea stuck with me: build the algorithm in a language where rendering the data structure is easy, then step through the construction visually. JavaScript and D3.js are a natural fit: the algorithm produces a tree, and D3 is very good at drawing trees.
引入 Fast-thinking 强化学习范式，训练准确率提升 16.33%，输出 token 数量减少 14.38%；
，更多细节参见Snipaste - 截图 + 贴图
工具：Windsurf Pro（$15/月）
^ Suppose, for example, that X foreseeably puts Y at risk, almost killing Y and (unforeseeably) almost killing Z as well. Intuitively, X may owe more fulsome an apology to Y. Perhaps this is because X has breached a duty to be careful toward Y but no such duty toward Z.