← ClaudeAtlas

auto-paper-improvement-looplisted

Autonomously improve a generated paper via GPT-5.6-Sol xhigh review → implement fixes → recompile, for 2 rounds. Use when user says "改论文", "improve paper", "论文润色循环", "auto improve", or wants to iteratively polish a generated paper.
wookat/ai-research-skills · ★ 2 · AI & Automation · score 63
Install: claude install-skill wookat/ai-research-skills
> **本整合包适配**:涉及 `mcp__codex__codex` / `mcp__manual_review__*` 的评审调用,按 [`shared-references/reviewer-adapter.md`](../shared-references/reviewer-adapter.md) 的后端优先级适配(MCP → codex/gemini CLI → Devin 子会话 → 新对话人工中转 → 同模型降级并标注)。引用 `tools/experiment_queue/*` 的脚本位于本包 `tools/` 目录。未收录的 skill 引用见 `shared-references/pack-mapping.md`。 # 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.md`](../shared-references/external-cadence.md). Autonomously improve the paper at: **$ARGUMENTS** ## Context This skill is designed to run **after** Workflow 3 (`/paper-plan` → `/paper-figure` → `/paper-write` → `/paper-compile`). It takes a compiled paper and iteratively improves it through external LLM review. Unlike `/auto-review-loop` (which iterates on **research** — running experiments, collecting data, rewriting narrative), this skill iterates on **paper writi