auto-paper-improvement-loop

通过多轮 LLM 审稿→修正→重编译循环自动改进论文两轮

把论文交给自动化循环改进：先用强审稿模型（如 GPT-5.6-Sol）审稿、再按意见修正并重编译，循环两轮以提升质量。适合想把生成或草稿论文自动迭代润色、修逻辑或修排版时用。特别在于内建审稿—修正—重编译的闭环和 fresh-reviewer 偏置，不需要外部定时器重复触发。

# Auto Paper Improvement Loop: Review → Fix → Recompile

> 🔒 **Do not wrap this skill in `/loop`, `/schedule`, or `CronCreate`.** It
> already loops internally (review → fix → recompile) with its own round
> structure and a deliberate fresh-reviewer bias guard each round (no
> `codex-reply`). Re-asking it to "improve the paper" on a
> wall-clock timer produces no new signal — quality changes when the *review*
> changes, not when the clock ticks — and a timed re-run that also accepts its
> own output to decide when to stop crosses into self-acquittal
> (`acceptance-gate.md`). Schedule the *external wait that precedes it*, not the
> improvement loop. See
> [`shared-references/external-cadence