feat: gate writer sections on a % teach: block (SP025)
Rewrite references/pedagogy.md around recite-vs-teach: reader model,
coverage density (sections_in is cite permission, not a to-do list),
intuition-before-formula three-beat, and paper-jump filling.
Every notes/sections/sec-*.tex must now answer gap / takeaway / jump /
omit above the first \section. lint.py checks presence only (it cannot
judge honesty); files opening with "% generated by" are exempt.
- scripts/lint.py: SP025 + is_writer_section / teach_gaps helpers
- tests/no-teach-block/: fixture with takeaway only, wired into test.sh
- examples/*: all 14 writer sections get real teach blocks
- SKILL.md, references/{agents,antipatterns,checklist}.md, DESIGN.md,
assets/notes-template.tex: route writers and consistency agent
through pedagogy.md
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@@ -1,2 +1,7 @@
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% teach:
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% gap: 见过 $1/\sqrt{d_k}$,但不知道它是装饰性常数还是一次必须看见的改写
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% takeaway: 这一节要判断的是「这步改写值不值得画出来」
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% jump: none
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% omit: 摘录之外的全文结构
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\section{这篇论文在问什么}
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注意力里的 $1/\sqrt{d_k}$ 是装饰,还是一次必须看见的改写?
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@@ -1,3 +1,8 @@
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% teach:
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% gap: 知道要除 $\sqrt{d_k}$,但看不见方差是从哪一步冒出来的
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% takeaway: 缩放来自点积方差随 $d_k$ 增长,是改写不是新算子
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% jump: fixture 直接给出结论,没展开方差那一步
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% omit: 其他归一化方案的对比
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\section{主张与贡献}
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\splabel{C1}
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点积方差随 $d_k$ 涨。除掉 $\sqrt{d_k}$ 是改写,不是新算子。
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@@ -1,2 +1,7 @@
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% teach:
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% gap: 不知道什么时候该出 superderive 图、什么时候 align 就够
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% takeaway: $\le 4$ 步且没有消项或代入要看见时,留在 align
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% jump: none
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% omit: superderive 的完整语法(见子仓库 SKILL.md)
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\section{总结与延伸}
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四步以内、没有消项或代入要画出来时,仍然用 \texttt{align}。
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