用北大的 K12-KGraph (arXiv:2605.09635) 补一层校验：论文 §10.2 声称对 is_a 和 prerequisites_for 都做过 DAG 检查，实际有 2 个二元环 + 1 个三元环漏过去了，已上报 upstream issue #8。人教版 K1-K12 理化生数，10,685 知识点，单文件 3D 可视化。
☆15Oct 30, 2026Updated this week
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