点评：普通模型往往会陷入“不知道”的字面意思循环，而 Ring-2.5-1T 展现了极强的**多跳推理（Multi-hop Reasoning）**能力，这得益于其 RLVR 带来的严谨性。
儘管這份工作對身心都有高度要求，麥肯齊表示，沒有任何事能比得上他所經歷的那些令人難以置信的時刻，以及為環境研究作出貢獻的滿足感。
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There's a tradeoff: a lower capacity means you can skip more space during queries (you zoom in faster), but the tree has more nodes and uses more memory. A higher capacity means fewer nodes but each node requires checking more points linearly. As a starting point, capacities between 4 and 16 are reasonable defaults, though the best value depends on your data distribution and query patterns.