Create paper figures and LaTeX comparison tables from experiment data in JSON or CSV files. Save reproducible plotting scripts, use consistent styling, and check rendered figures for readability, fair comparisons, and captions supported by the data.
- Plotting training curves
- Comparing methods and ablation results
- Combining results across datasets into multiple panels
wanshuiyin/Auto-claude-code-research-in-sleep☆ 17.8KUpdated Oct 19, 2026
Manage mathematical proof projects across Codex runs, keeping sources, attempts, and unresolved steps organized. Prepare manual GPT Pro handoffs for difficult steps, then check returned arguments and edit the proof for clarity.
- Continue a proof from a previous run
- Prepare a manual GPT Pro handoff for a difficult lemma
- Track proof sources and unresolved steps
wanshuiyin/Auto-claude-code-research-in-sleep☆ 17.8KUpdated Oct 19, 2026
Find related papers across local PDFs, research notes, and web sources, then summarize their key contributions and relevance. Use existing collections as a starting point, remove duplicates, and search for literature that fills gaps.
- Find related work for a research topic
- Summarize relevant papers already stored locally
- Combine Zotero highlights with Obsidian research notes
wanshuiyin/Auto-claude-code-research-in-sleep☆ 17.8KUpdated Oct 19, 2026
Improve research code, results, and paper drafts through repeated review by a second Codex agent. The workflow implements fixes, checks them again, and records assessments and unresolved issues across up to four rounds.
- Improve research before submitting a paper
- Repeat fixes and reviews of experimental results
- Track unresolved concerns across review rounds
wanshuiyin/Auto-claude-code-research-in-sleep☆ 17.8KUpdated Oct 19, 2026
Coordinate a research project from a broad topic through literature review, idea selection, experiments, and iterative review. Produce a research summary for writing, with optional paper drafting and PDF compilation, while recording stage progress for later resumption.
- Taking a broad research topic through experiments and review
- Coordinating experiment implementation and result collection
- Preparing an evidence-based handoff for paper writing
wanshuiyin/Auto-claude-code-research-in-sleep☆ 17.8KUpdated Oct 19, 2026
Evaluate whether completed experiments support a research claim by checking cited evidence and requesting a Codex review. Identify unsupported conclusions, missing comparisons, and needed revisions, then determine whether to add experiments, change direction, or prepare for writing.
- Checking claims before writing a paper
- Interpreting ambiguous experiment results
- Planning experiments to fill evidence gaps
wanshuiyin/Auto-claude-code-research-in-sleep☆ 17.8KUpdated Oct 19, 2026
Organize paper reviews into individual concerns and draft responses within venue limits. Track evidence, unanswered issues, and approved commitments, then produce reviewer replies and a revision checklist that can be updated during follow-up rounds.
- Planning responses to multiple reviewers
- Drafting a rebuttal within a character limit
- Preparing separate replies for reviewer threads
wanshuiyin/Auto-claude-code-research-in-sleep☆ 17.8KUpdated Oct 19, 2026
Draft a research paper section by section in LaTeX, a document typesetting format, using an outline and research materials. Apply venue formatting, incorporate figures, verify bibliography records, and check that repeated theoretical statements agree.
- Drafting paper sections from an outline and research findings
- Applying conference or IEEE paper formatting
- Checking bibliography metadata and removing uncited entries
wanshuiyin/Auto-claude-code-research-in-sleep☆ 17.8KUpdated Oct 19, 2026
Turn a research report and experiment results into an English paper with figures, LaTeX source, and a compiled PDF. Coordinate planning, drafting, Gemini reviews, and two revision rounds, preserving PDFs and an improvement log.
- Turning a research report into a paper
- Drafting a paper from experiment results
- Preparing a paper for ICLR, NeurIPS, or ICML
wanshuiyin/Auto-claude-code-research-in-sleep☆ 17.8KUpdated Oct 19, 2026
Turn a broad robotics research direction into ranked ideas with concrete benchmarks and simulation plans. The workflow combines literature review, novelty checks, and external critique while accounting for hardware access, safety, evaluation metrics, and failure cases.
- Explore research topics in manipulation or navigation
- Plan simulation studies before using physical robots
- Check novelty and feasibility of robotics ideas
wanshuiyin/Auto-claude-code-research-in-sleep☆ 17.8KUpdated Oct 19, 2026
Plan and run ablation studies, experiments that remove or replace parts of a method to test their contribution. Organize reviewer questions, priorities, expected outcomes, and compute costs, then record results and findings.
- Test how much each component contributes
- Plan experiments that address reviewer questions
- Prioritize comparisons within a compute budget
wanshuiyin/Auto-claude-code-research-in-sleep☆ 17.8KUpdated Oct 19, 2026
Prepare a polished paper for a different venue by addressing prior reviewer concerns through limited text edits. Adapt formatting, check page limits and anonymity, and preserve earlier submissions without adding experiments or changing the bibliography.
- Resubmitting a rejected paper to a different venue
- Addressing reviewer concerns through text edits
- Adapting a paper to a shorter page limit
wanshuiyin/Auto-claude-code-research-in-sleep☆ 17.8KUpdated Oct 19, 2026
Turn a vague research approach into a concrete method proposal with focused contributions and minimal validation experiments. Ground the plan in relevant papers, then refine it through GPT-6-Astra reviews while preserving the original problem and resource constraints.
- Turn a rough research idea into an implementable method
- Simplify a proposal with too many components
- Clarify novelty against related research
wanshuiyin/Auto-claude-code-research-in-sleep☆ 17.8KUpdated Oct 19, 2026
Build a lasting research knowledge base linking papers, ideas, experiments, and claims. Keep failed approaches and unresolved gaps available for future work, generate compact summaries, and check records for missing connections or conflicting evidence.
- Keeping papers and research ideas in a project knowledge base
- Recording failed approaches and their reasons
- Reviewing links between experiments and claims
wanshuiyin/Auto-claude-code-research-in-sleep☆ 17.8KUpdated Oct 19, 2026
Turn a rough research approach into a focused plan with concrete implementation details and a small set of validation experiments. Repeated Claude reviews help refine the method while keeping the original problem and resource constraints in view.
- Turning a rough research idea into an implementable method
- Narrowing a proposal to one main contribution
- Choosing minimal experiments to test core claims
wanshuiyin/Auto-claude-code-research-in-sleep☆ 17.8KUpdated Oct 19, 2026
Develop mathematical proofs for machine learning and AI theory by checking assumptions, intermediate results, and edge cases. Produce a complete proof, a corrected claim with its proof, or a report explaining the unresolved gap.
- Draft a proof of a theorem or lemma
- Expand a proof sketch into justified steps
- Check for hidden assumptions and counterexamples
wanshuiyin/Auto-claude-code-research-in-sleep☆ 17.8KUpdated Oct 19, 2026
Manage mathematical proof work across separate runs, preserving sources, established results, and unresolved steps. Attempt and audit proofs locally, prepare focused manual GPT Pro handoffs when blocked, and check returned answers before producing a clearer final proof.
- Continuing proof work from a previous run
- Preparing a focused GPT Pro handoff
- Checking a returned proof against local sources
wanshuiyin/Auto-claude-code-research-in-sleep☆ 17.8KUpdated Oct 19, 2026
Find published journal and conference papers through Semantic Scholar, filtering by year, field, type, or citation count. Compare publication details and abstracts, with DOI links, short summaries, and open access PDFs when available.
- Find journal and conference papers on a research topic
- Filter literature by year or citation count
- Look up a specific paper by DOI
wanshuiyin/Auto-claude-code-research-in-sleep☆ 17.8KUpdated Oct 19, 2026
Get critical feedback on research ideas, papers, and experimental results from an external AI reviewer. Repeated discussions help identify unsupported claims, plan missing experiments, and document agreed improvements with priorities and estimated computing costs.
- Find gaps in research claims and evidence
- Plan additional experiments within a computing budget
- Review a paper's structure before submission
wanshuiyin/Auto-claude-code-research-in-sleep☆ 17.8KUpdated Oct 19, 2026
Improve research through repeated Gemini reviews, code changes, experiments, and analysis. The workflow records full feedback and actions, then stops when both the score and readiness criteria are met or the round limit is reached.
- Improving research through repeated external reviews
- Implementing and checking fixes for research weaknesses
- Keeping a complete record of reviews and experiments
wanshuiyin/Auto-claude-code-research-in-sleep☆ 17.8KUpdated Oct 19, 2026
Search patent databases and academic literature for earlier disclosures related to an invention. The workflow extracts technical features, compares overlapping approaches, and produces a report on relevant references, potential patent coverage, and areas where novelty may be strongest.
- Find patents and papers related to an invention
- Compare technical features with existing disclosures
- Identify potential overlap with patent claims
wanshuiyin/Auto-claude-code-research-in-sleep☆ 17.8KUpdated Oct 19, 2026
Have Gemini critically review research developed with Codex. Multiple rounds of discussion examine logical gaps, missing experiments, and narrative weaknesses, then turn the findings into experiment plans, paper outlines, and documented research priorities.
- Get Gemini feedback on research developed with Codex
- Identify logical gaps and missing experiments
- Develop a paper outline through review discussions
wanshuiyin/Auto-claude-code-research-in-sleep☆ 17.8KUpdated Oct 19, 2026
Get critical feedback from Claude on research ideas, papers, and experimental results. Through multiple review rounds, identify unsupported claims, missing experiments, and narrative weaknesses, then document agreed conclusions and a prioritized improvement plan.
- Finding logical gaps in a research idea
- Planning additional experiments after review
- Checking whether paper claims match the evidence
wanshuiyin/Auto-claude-code-research-in-sleep☆ 17.8KUpdated Oct 19, 2026
Fill unfinished research-wiki paper pages using summaries and abstracts from external sources. Organize each paper’s problem, method, results, limitations, and reusable ideas while preserving existing content by default and recording which source supplied the information.
- Fill paper pages left unfinished after a literature import
- Summarize one paper’s methods, results, and limitations
- Prepare reusable research ideas for later brainstorming
wanshuiyin/Auto-claude-code-research-in-sleep☆ 17.8KUpdated Oct 19, 2026