Auto Paper Improvement Loop
Takes a compiled LaTeX paper and runs two rounds of GPT-5.5 review, fix implementation, and recompilation without human intervention. Each round uses a fresh reviewer thread to avoid score inflation from context carryover, a real problem the author documented when trying reply-based reviews. You can optionally pass a style reference to guide structural fixes or an edit whitelist to lock down which files and operations are allowed, useful for resubmissions where you can't touch the bibliography or add new theorems. Set human checkpoint mode if you want to approve changes between rounds. The two round limit reflects diminishing returns: round one catches structural issues, round two catches presentation problems, and round three rarely improves the actual quality score.
- skills.sh installs
- 572
- GitHub stars
- 18.9K
- last updated
- Aug 21, 2026
Install
$ npx -y skills add wanshuiyin/auto-claude-code-research-in-sleep --skill auto-paper-improvement-loop --agent claude-codeInstalls into .claude/skills of the current project.
Files
Auto Paper Improvement Loop: Review → Fix → Recompile
Before each reviewer slot, follow Selectable Reviewers: resolve invocation →
.aris/reviewer.json→ Claude Code default (Codex MCP) withreviewer_route.pythrough the canonical helper resolver, preserving this slot's tier, fresh contexts, source/image inputs and deterministic gates. Codex examples/pins below apply only tobackend=codex; other routes use their own first-call/reply contract. Save the route and actual returned identity; unavailable selections areREVIEW_UNAVAILABLE. Classify acceptance from actual families/completion/scope. Forward invocation reviewer/model/effort overrides to reviewer-bearing children. Writer selection is separate; follow the writing-worker guidance below when drafting or revising prose.
Sponsors
Agent CaffeineSponsoredClose your lid, come back to finished work
SnugSponsoredThe clipboard manager for the AI eraPromote your product hereReach 125k+ visitors monthly
WaxSponsoredBlock anything with supervision, without erasing your iPhonePromote your product hereReach 125k+ visitors monthly
knobsSponsoredSee your site on any phone, any day, in any languageDetails
- Repository
- github.com/wanshuiyin/auto-claude-code-research-in-sleep
- Categories
- Git & Pull Requests, Code Review & Quality, Data Science & ML
- First seen
- Jun 3, 2026
More from wanshuiyin/auto-claude-code-research-in-sleep
All 41- Paper Write571
- Formula Derivation563
- Research Refine560
- Paper Plan558
- Paper Illustration556
- Run Experiment554
- Paper Slides551
- Monitor Experiment547
- Proof Writer545
- Paper Compile539
- Ablation Planner537
- Mermaid Diagram537
- Result To Claim537
- Research Refine Pipeline533
- Rebuttal532
- Experiment Bridge531
- Idea Discovery Robot530
- Paper Poster528
- Auto Review Loop Llm525
- Auto Review Loop Minimax519
- Dse Loop519
- Feishu Notify517
- Training Check512
- System Profile503
Recommended
More Git & Pull Requests
ux-writingplugin87/ux-ui-agent-skillsWrite or review UI copy — buttons, errors, empty states, microcopy, notifications, labels — using the voice & tone system (clear, concise, useful, human, honest564skills.sh installs
code-touralirezarezvani/claude-skillsUse when the user asks to create a CodeTour .tour file — persona-targeted, step-by-step walkthroughs that link to real files and line numbers. Trigger for: crea562skills.sh installs
research-refinewanshuiyin/auto-claude-code-research-in-sleepTurn a vague research direction into a problem-anchored, elegant, frontier-aware, implementation-oriented method plan via iterative GPT-5.6-Sol review. Use when560skills.sh installspaper-planwanshuiyin/auto-claude-code-research-in-sleepGenerate a structured paper outline from review conclusions and experiment results. Use when user says "写大纲", "paper outline", "plan the paper", "论文规划", or want558skills.sh installs
prototypeadobe/skillsRender a proposed redesign of a page on the current website as a self-contained static HTML file, then iterate via the impeccable craft loop. Per-page, idempote555skills.sh installs
alibabacloud-ram-permission-diagnosealiyun/alibabacloud-aiops-skillsAlibaba Cloud RAM permission diagnosis and repair assistant. When an agent encounters any permission-related error while operating Alibaba Cloud resources (403,555skills.sh installs