리서치·학습 스킬

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.

한국어 요약은 준비 중입니다. 영어 요약을 표시하고 있습니다.

• Improve research before submitting a paper
• Repeat fixes and reviews of experimental results
• Track unresolved concerns across review rounds

Turn a broad research direction into ranked ideas, a refined proposal, and an experiment plan. The workflow combines literature searches, novelty checks, small pilot experiments, and Gemini review to assess evidence and identify useful next steps.

한국어 요약은 준비 중입니다. 영어 요약을 표시하고 있습니다.

• Explore concrete ideas within a broad research topic
• Check how proposed ideas differ from prior work
• Compare promising ideas through small pilot experiments

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.

한국어 요약은 준비 중입니다. 영어 요약을 표시하고 있습니다.

• Find patents and papers related to an invention
• Compare technical features with existing disclosures
• Identify potential overlap with patent claims

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.

한국어 요약은 준비 중입니다. 영어 요약을 표시하고 있습니다.

• Planning responses to multiple reviewers
• Drafting a rebuttal within a character limit
• Preparing separate replies for reviewer threads

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.

한국어 요약은 준비 중입니다. 영어 요약을 표시하고 있습니다.

• Checking claims before writing a paper
• Interpreting ambiguous experiment results
• Planning experiments to fill evidence gaps

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.

한국어 요약은 준비 중입니다. 영어 요약을 표시하고 있습니다.

• Find journal and conference papers on a research topic
• Filter literature by year or citation count
• Look up a specific paper by DOI

Audit citations in a LaTeX paper against online sources. Verify that references exist, bibliographic details are accurate, and each cited work supports the surrounding claim, then produce reports with findings and proposed corrections.

한국어 요약은 준비 중입니다. 영어 요약을 표시하고 있습니다.

• Checking references before paper submission
• Verifying authors, publication years, and venues
• Checking whether cited papers support manuscript claims

Develop robotics research ideas through literature review, feasibility filtering, novelty checks, and external critique. Get ranked proposals with specific benchmarks, comparison methods, failure metrics, and simulation-first pilot plans matched to available infrastructure.

한국어 요약은 준비 중입니다. 영어 요약을 표시하고 있습니다.

• Exploring research topics in manipulation or navigation
• Choosing robotics ideas that fit available infrastructure
• Planning pilot studies with simulation or existing logs

Turn a research proposal into an experiment plan tied to specific paper claims. Define comparisons, evaluation measures, tests that remove individual components, run order, and compute estimates, with a written plan and tracker for execution.

한국어 요약은 준비 중입니다. 영어 요약을 표시하고 있습니다.

• Turning a research proposal into concrete experiments
• Designing comparisons and component-removal tests
• Prioritizing runs within a compute budget

Turn scattered research equations and notes into a structured derivation document. Clarify the target, assumptions, and notation; distinguish exact steps from approximations and interpretations; and report missing conditions or logical gaps when the derivation cannot be supported.

한국어 요약은 준비 중입니다. 영어 요약을 표시하고 있습니다.

• Organize scattered equations into a coherent derivation
• Choose the central quantity for a theory
• Separate exact steps, approximations, and interpretations

Plan ablation studies, experiments that remove or replace parts of a machine learning method to test their contribution. Define reviewer questions, expected outcomes, priorities, execution order, and compute estimates, then implement experiments and record findings.

한국어 요약은 준비 중입니다. 영어 요약을 표시하고 있습니다.

• Testing the contribution of individual method components
• Planning additional experiments before paper submission
• Prioritizing experiments within a GPU budget

Explore a broad research direction through literature searches, idea generation, novelty checks, small pilot experiments, and critical review. Receive ranked ideas plus a refined proposal and experiment plan for the leading candidate, with evidence recorded across stages.

한국어 요약은 준비 중입니다. 영어 요약을 표시하고 있습니다.

• Finding concrete ideas within a broad research topic
• Exploring improvements to a reference paper
• Comparing promising ideas through small pilot experiments

Search open-access academic papers through DeepXiv, then move from brief summaries to section outlines and individual sections. Find trending papers and focus reading on the parts needed to answer a research question.

한국어 요약은 준비 중입니다. 영어 요약을 표시하고 있습니다.

• Find papers on a research topic
• Read only a paper's Introduction section
• Explore papers trending over the past two weeks

Turn a broad research direction into ranked ideas with clear hypotheses and small experiments. Survey related papers, use another model to challenge candidates, and update priorities using pilot results when suitable computing resources are available.

한국어 요약은 준비 중입니다. 영어 요약을 표시하고 있습니다.

• Turning a broad research topic into concrete ideas
• Finding research gaps in related literature
• Comparing ideas within a computing budget

Use MiniMax to review research, address weaknesses through code changes, experiments, or analysis, and request another assessment. The workflow runs up to four rounds and preserves reviewer responses, actions, results, and unresolved blockers.

한국어 요약은 준비 중입니다. 영어 요약을 표시하고 있습니다.

• Reviewing research before conference submission
• Fixing weaknesses identified in an external review
• Reassessing research after experiments or analysis

Check paper numbers, comparisons, and evaluation scope against raw experiment results. A fresh reviewer from a different model family examines only source evidence, then produces reports identifying rounding issues, inconsistent settings, aggregation errors, and unsupported claims.

한국어 요약은 준비 중입니다. 영어 요약을 표시하고 있습니다.

• Verify paper numbers against raw results before submission
• Recalculate claimed percentage improvements
• Check run counts and experimental settings behind comparisons

Understand a single arXiv paper through an AlphaXiv summary, with full text and LaTeX source available when needed. Use it to identify key findings or ask specific questions about methods, experiments, and equations.

한국어 요약은 준비 중입니다. 영어 요약을 표시하고 있습니다.

• Get a quick overview of a paper from its URL
• Check a paper's methods and experimental results
• Ask about equations, proofs, or appendix details

Audit research experiments before using their results to support claims. An independent model checks reference data, metric calculations, result files, and evaluation scope, producing reports with evidence, findings, and specific actions to address concerns.

한국어 요약은 준비 중입니다. 영어 요약을 표시하고 있습니다.

• Verify the source of reference data
• Check score normalization and metric calculations
• Match paper claims against saved results

Audit a paper for numerical inconsistencies and other research integrity concerns. Record findings tied to source passages, track corrections and human waivers, and translate the audit report into workflow blocking or warning decisions.

한국어 요약은 준비 중입니다. 영어 요약을 표시하고 있습니다.

• Checking a paper for integrity concerns before submission
• Adding evidence-linked findings to a peer review
• Tracking corrections and human decisions on audit findings

Improve research through up to four rounds of external language model review, fixes, and reassessment. Use an OpenAI-compatible API to identify weaknesses, prioritize changes, and keep a cumulative record of reviewer responses, actions, and experiment results.

한국어 요약은 준비 중입니다. 영어 요약을 표시하고 있습니다.

• Identify weaknesses before submitting research
• Revise research using an external model's feedback
• Track review scores, changes, and experiment results

Search blogs, documentation, news, and research papers with Exa, retrieving highlights, full text, or summaries alongside results. Filter by date or domain, or use a URL to discover similar pages.

한국어 요약은 준비 중입니다. 영어 요약을 표시하고 있습니다.

• Search beyond academic databases
• Collect page text or summaries with search results
• Find pages similar to a known URL

Search academic papers by topic, year, citation count, and free availability. Organize abstracts and publication details into a comparison table, and investigate author affiliations, funding sources, and citation links through OpenAlex.

한국어 요약은 준비 중입니다. 영어 요약을 표시하고 있습니다.

• Finding papers on a research topic
• Filtering papers available to read for free
• Checking author affiliations and research funding

Search arXiv papers by topic or paper ID, review authors and abstracts, and summarize contributions stated in the abstracts. Download selected papers or all search results as PDFs to build a local paper library.

한국어 요약은 준비 중입니다. 영어 요약을 표시하고 있습니다.

• Find arXiv papers on a research topic
• Retrieve details for a known arXiv paper ID
• Download all PDFs from a set of search results

Stress-test a paper with a focused rejection argument, then have a separate reviewer assess each objection against the current text. The report identifies unresolved weaknesses, their severity, and priority fixes for submission or rebuttal preparation.

한국어 요약은 준비 중입니다. 영어 요약을 표시하고 있습니다.

• Stress-testing a theory paper before submission
• Preparing responses to the strongest reviewer objection
• Checking whether the title overstates the results