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superpaper/examples/pipeline-delegate/notes/sections/sec-02.tex
T
dela 5170111823 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
2026-09-17 10:06:54 +08:00

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% teach:
% gap: 容易把损失画成前向链条上的下一个方块
% takeaway: 损失是侧路,不是主路上的一站
% jump: fixture 的框图没说清 $L$ 是挂在 $\hat y$ 之后还是在链条之内
% omit: 重复摘要的贡献条目
\section{主张与贡献}
\splabel{C1}
一次前向是 $x\to f_\theta\to\hat y$。损失在预测之后单独比较。
\spfig{F1}{一次前向与侧路损失。}{重绘自 fixture Figure~1;toolkit: \texttt{superfig};ledger id: F1。}
\subsection{本章小结}
损失不是前向的一站。