QingFeng Li

Turn feature ideas and behavior changes into agreed designs before implementation. Clarify goals through one question at a time, compare alternative approaches, review the design in sections, and save a design document before moving to implementation planning.

한국어 요약은 준비 중입니다. 영어 요약을 표시하고 있습니다.

• Clarify requirements before adding a feature
• Compare approaches for a new component
• Agree on the design of a behavior change

Coordinate specialized AI agents to develop research hypotheses, plan methods, run computational experiments, search literature, and draft journal-formatted LaTeX papers. Start from a dataset description or supply existing ideas, methods, and results at individual stages.

한국어 요약은 준비 중입니다. 영어 요약을 표시하고 있습니다.

• Generate research hypotheses from dataset descriptions
• Develop methods for an existing research question
• Run computational experiments and create figures

Turn documentation, code, and specifications into reusable Agent Skills. Define when each skill should activate, organize supporting references, add reproducible examples, and check new or existing skills with templates, a checklist, and a validator.

한국어 요약은 준비 중입니다. 영어 요약을 표시하고 있습니다.

• Creating an Agent Skill from documentation and code
• Reorganizing an overly long SKILL.md
• Clarifying skill activation conditions and boundaries

Search ClinicalTrials.gov for studies by condition, drug, location, recruitment status, or phase. Retrieve trial details and eligibility criteria, summarize study information, and export results as CSV for research analysis or reviewing potential trial matches.

한국어 요약은 준비 중입니다. 영어 요약을 표시하고 있습니다.

• Finding recruiting trials for a specific condition and region
• Tracking trials for a drug or intervention
• Reviewing eligibility criteria and study locations

Review code or pull requests for likely bugs, readability, maintainability, and risks to existing behavior. Supporting scripts and reference checklists help analyze code quality, identify missing tests, and organize findings into a review report.

한국어 요약은 준비 중입니다. 영어 요약을 표시하고 있습니다.

• Reviewing a pull request for bugs and risks to existing behavior
• Checking code readability and maintainability
• Finding test coverage gaps and preparing a review report

Compare viable design approaches through different perspectives by routing to vibe’s Dialectic Mode. Receive a concise account of shared conclusions, disagreements and their reasons, overlooked issues, and a recommended combined approach.

한국어 요약은 준비 중입니다. 영어 요약을 표시하고 있습니다.

• Comparing several viable design approaches
• Clarifying agreements and reasons for disagreement
• Identifying blind spots in a design discussion

Build and clean academic reference lists by retrieving publication details from paper identifiers. Generate BibTeX, a bibliography file format, verify citation information against source records, and find duplicate or incomplete entries before manuscript submission.

한국어 요약은 준비 중입니다. 영어 요약을 표시하고 있습니다.

• Converting DOI, PMID, or arXiv IDs to BibTeX
• Checking citation details before submission
• Removing duplicate references and standardizing formatting

Analyze time series, observations ordered over time, using aeon in Python. Build classification, prediction, and clustering workflows, detect unusual patterns or changes, and compare methods through an interface compatible with scikit-learn.

한국어 요약은 준비 중입니다. 영어 요약을 표시하고 있습니다.

• Classifying time series by their patterns
• Forecasting future values from past observations
• Detecting anomalies and change points

Develop articles, blog posts, and newsletters with help researching sources, building outlines, strengthening openings, and reviewing each section. Preserve the writer’s voice while refining structure, clarity, supporting evidence, and citation formatting across successive drafts.

한국어 요약은 준비 중입니다. 영어 요약을 표시하고 있습니다.

• Build an outline for an article or blog post
• Research evidence and organize citations
• Improve an article’s opening

Compare current benchmark results, measurements of performance, with historical baselines to identify degradation between builds. Produce a comparison summary, rank affected metrics by severity, and outline questions for further investigation.

한국어 요약은 준비 중입니다. 영어 요약을 표시하고 있습니다.

• Comparing performance between builds
• Reviewing performance degradation in CI/CD results
• Ranking degraded metrics by severity

Helps process astronomical data in Python by converting coordinates, units, and time scales, working with FITS observation files, matching object catalogs, and calculating distances using cosmological models.

한국어 요약은 준비 중입니다. 영어 요약을 표시하고 있습니다.

• Converting celestial coordinates
• Reading and editing FITS observation files
• Matching objects across astronomical catalogs

Create, edit, and examine Word documents while preserving formatting. This skill supports text extraction, comments, and tracked changes, helping agents prepare new documents and make precise revisions that reviewers can inspect.

한국어 요약은 준비 중입니다. 영어 요약을 표시하고 있습니다.

• Create a new Word document
• Revise business documents with tracked changes
• Add review comments to a document

Review Markdown documentation changes against the Metabase writing style guide. Identify meaningful problems in tone, structure, links, formatting, and examples, then provide numbered feedback with suggested fixes in conversation or GitHub review comments.

한국어 요약은 준비 중입니다. 영어 요약을 표시하고 있습니다.

• Reviewing documentation changes in a pull request
• Checking headings and wording for clarity
• Reviewing links and command examples

Learn programming through tutorials tailored to your experience, goals, and actual project code. Keep a shared learning history across projects, record questions, and use quizzes with spaced review to revisit concepts based on demonstrated understanding.

한국어 요약은 준비 중입니다. 영어 요약을 표시하고 있습니다.

• Learning concepts through code from an existing project
• Choosing what to study next based on previous learning
• Reviewing weak concepts through quizzes

Turn development errors and debugging attempts into a structured Chinese report covering causes, fixes, and prevention steps. Create a Git commit that references the report, and update an index for later review.

한국어 요약은 준비 중입니다. 영어 요약을 표시하고 있습니다.

• Documenting how a complex bug was fixed
• Reviewing repeated debugging attempts during feature development
• Recording architectural lessons from refactoring

Learn how to organize the instructions, conversation history, documents, and tool results an AI agent receives. Explains context limits and loading information as needed, helping you review agent designs and investigate behavior caused by poorly managed context.

한국어 요약은 준비 중입니다. 영어 요약을 표시하고 있습니다.

• Learning how context windows work
• Reviewing instructions and document loading in agent designs
• Investigating unexpected behavior in long conversations

Study the mathematics behind computer science through a structured learning path and practice problems. Covers logic, proofs, sets, functions, counting, and number theory, connecting these foundations to algorithm correctness and computational thinking.

한국어 요약은 준비 중입니다. 영어 요약을 표시하고 있습니다.

• Learning the mathematics behind computer science
• Practicing induction and proof by contradiction
• Reviewing sets, functions, and counting

Create and edit Markdown or MDX documentation in Metabase's clear, conversational style. Put actions first, tailor explanations to readers, improve headings and links, check examples, and apply consistent formatting.

한국어 요약은 준비 중입니다. 영어 요약을 표시하고 있습니다.

• Draft task-focused instructions for readers
• Simplify overly formal documentation
• Improve headings, links, and interface labels

Turn a coding request into a concise, ordered plan after reviewing project documentation and relevant files. The result defines scope, lists concrete actions, and includes validation, risks, and unresolved questions without changing files.

한국어 요약은 준비 중입니다. 영어 요약을 표시하고 있습니다.

• Planning a feature before implementation
• Defining the scope of a refactor
• Organizing tests and rollout steps

Cancel the local compatibility-mode state used by Ralph loops in Codex. The bundled PowerShell script removes active state and reports the current iteration, or reports that no active loop state was found.

한국어 요약은 준비 중입니다. 영어 요약을 표시하고 있습니다.

• Canceling local state for ralph-loop --engine compat
• Checking whether active Ralph loop state exists
• Canceling compatibility-mode state in a /vibe session

Build interactive charts, networks, timelines, and maps with D3.js, Chart.js, or custom SVG graphics. The skill guides data preparation, scale selection, accessible colors, and storytelling so viewers can explore patterns without misleading visual proportions.

한국어 요약은 준비 중입니다. 영어 요약을 표시하고 있습니다.

• Build interactive network diagrams, timelines, or maps
• Choose chart scales and colors that represent data accurately
• Prepare data through fetching, cleaning, validation, and export

Organize content ideas, contacts, meeting history, and goals in structured files. Use saved writing preferences and past posts to draft consistent content, prepare meeting briefs, and review weekly progress across publishing and relationships.

한국어 요약은 준비 중입니다. 영어 요약을 표시하고 있습니다.

• Drafting posts in a consistent personal voice
• Preparing meeting briefs from contact history
• Reviewing weekly progress and goals

Read, create, and edit .docx documents with python-docx, then render pages for visual inspection. Organize headings, tables, and lists, and check spacing, alignment, pagination, and readability before delivering the finished document.

한국어 요약은 준비 중입니다. 영어 요약을 표시하고 있습니다.

• Creating a Word report with headings and tables
• Making formatting consistent in an existing document
• Checking tables and pagination before delivery

Retrieve population, economic, health, and environmental statistics through the Data Commons Python API. Resolve place names into query identifiers, compare regions, explore historical trends, and convert results into Pandas tables for further analysis.

한국어 요약은 준비 중입니다. 영어 요약을 표시하고 있습니다.

• Compare population and unemployment across regions
• Retrieve historical statistics to examine trends
• Resolve place names or coordinates into query identifiers