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去掉术语与 AI 化措辞，第一句直给功能定义，用「别的软件 vs study-loop」对比讲清核心竞争点（不让你假装学会）。配套更新中英海报标语，依据 6+ 家竞品调研确认差异化。 Co-Authored-By: Claude <noreply@anthropic.com>
courses seed.yaml 含知识骨架+真题/习题(原题优先)+synthetic迁移题; scripts/load_course.py 事件溯源加载器; 真题经 analyze_image 视觉提取 PDF + 独立计算复核 + 样卷解答交叉验证。 Co-Authored-By: Claude <noreply@anthropic.com>
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python -m pytestgit diff --checkCHANGELOG.md风险与兼容性