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Production-ready adapter that turns noisy course transcripts/documents into stable lesson segmentation candidates for MarkdownFlow generation.
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[中文文档](./README.zh-CN.md)
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## 适用场景
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Production-ready adapter that transforms noisy transcripts or course docs into stable lesson segmentation candidates for MarkdownFlow generation while preserving code blocks, images, and key terms.
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- 逐字稿噪声高(口头填充词、重复句)但需要稳定切课。
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- 文档混合代码块、图片、术语,需要保真迁移到后续教学脚本。
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- 在 MarkdownFlow 课节生成前,需要一个中间结构层。
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## Use Cases
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## 非适用场景
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- Raw transcripts are noisy (filler words, repeated phrases) and need deterministic lesson splits.
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- Source material mixes prose, code blocks, and images that must be preserved.
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- You need a structured intermediate artifact before MarkdownFlow lesson script generation.
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- 不适合用于改写课程结论或改变原始事实口径。
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- 不替代完整教学设计,不直接产出最终授课脚本。
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- 不做多模态 OCR 提取(仅处理文本中已有图片/代码标记)。
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## Non-Goals
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## Quickstart
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- It does not rewrite course conclusions or alter factual claims.
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- It is not a full instructional design system and does not output final teaching scripts.
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- It does not perform OCR or extract text from binary assets.
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