QingFeng Li

Create or update a project's governing development principles, covering code quality, testing, and architectural constraints. Maintain the constitution document, record version changes, and align related planning, specification, and task templates with the revised rules.

한국어 요약은 준비 중입니다. 영어 요약을 표시하고 있습니다.

• Establishing development principles at project kickoff
• Documenting quality and testing standards
• Updating principles and tracking version changes

Organize paper or report submissions with stage-specific checklists and templates. Link checks to actual files, prepare cover letters, and track each reviewer comment alongside the response, revision, and location of the change.

한국어 요약은 준비 중입니다. 영어 요약을 표시하고 있습니다.

• Checking a manuscript before submission
• Organizing submission files and cover letters
• Tracking responses to reviewer comments

Search US patent and trademark records through USPTO APIs. Retrieve examination histories, citations, ownership transfers, and registration status to support prior art research, meaning searches for earlier inventions, and analysis of company patent and trademark holdings.

한국어 요약은 준비 중입니다. 영어 요약을 표시하고 있습니다.

• Searching for prior art on a technology
• Reviewing a patent's examination history
• Checking trademark status and ownership

Execute an existing implementation plan in the current session by assigning each task to a fresh subagent, a separate agent handling delegated work. Each task receives a specification review followed by a code quality review, with fixes rechecked.

한국어 요약은 준비 중입니다. 영어 요약을 표시하고 있습니다.

• Execute independent tasks from an existing implementation plan
• Assign each task to a fresh implementation subagent
• Review specification compliance before code quality

Prepare journal papers, conference submissions, and research posters using venue-specific LaTeX templates, a document typesetting format. Customize author details and check requirements such as page limits, margins, fonts, and anonymous review formatting.

한국어 요약은 준비 중입니다. 영어 요약을 표시하고 있습니다.

• Preparing a manuscript for a specific journal
• Checking conference formatting and anonymity requirements
• Choosing a research poster template

Turn implementation plans and specifications into an ordered tasks.md checklist. Organize work around user stories, meaning goals expressed from a user's perspective, with file paths, dependencies, parallel work opportunities, and independent verification criteria.

한국어 요약은 준비 중입니다. 영어 요약을 표시하고 있습니다.

• Turning an implementation plan into a concrete checklist
• Organizing development work by user story
• Identifying task dependencies and parallel work

Review existing charts for clear communication, appropriate chart types, readable labels, scales, and color choices. Get concrete suggestions for simplifying layouts, improving accessibility, and making the visualization suit its intended audience.

한국어 요약은 준비 중입니다. 영어 요약을 표시하고 있습니다.

• Reviewing whether an existing chart communicates clearly
• Fixing chart labels, legends, and scales
• Checking colors and accessibility

Study and apply statistics, probability, and linear algebra through Python examples. Calculate summary statistics, compare groups, analyze A/B tests, and build regression models while checking assumptions and considering the size of observed differences.

한국어 요약은 준비 중입니다. 영어 요약을 표시하고 있습니다.

• Summarizing data with averages and measures of spread
• Comparing conversion rates in an A/B test
• Comparing regression models

Analyze tabular datasets too large to fit in memory using Vaex. Filter rows, calculate statistics, visualize distributions, convert file formats, and prepare machine learning workflows with operations that defer computation until results are needed.

한국어 요약은 준비 중입니다. 영어 요약을 표시하고 있습니다.

• Aggregate CSV files too large to fit in memory
• Explore large datasets with histograms and heatmaps
• Convert CSV data to HDF5 or Arrow

Build a planned feature by following an existing task list and technical plan. The skill respects task dependencies, runs tests before related implementation where applicable, records progress, and checks the completed work against the specification.

한국어 요약은 준비 중입니다. 영어 요약을 표시하고 있습니다.

• Implementing a feature from an existing task breakdown
• Developing with tests before the related implementation
• Tracking completed tasks and checking the final result

Create concise medical treatment plans in LaTeX and PDF, covering goals, interventions, timelines, and monitoring. Templates support chronic disease care, rehabilitation, mental health, and perioperative care, with a first-page summary and diagrams showing care pathways.

한국어 요약은 준비 중입니다. 영어 요약을 표시하고 있습니다.

• Documenting goals and monitoring for chronic disease care
• Organizing rehabilitation stages and progress measures
• Preparing mental health treatment plans

Organize code and data projects into clear folders with documented workflows, data fields, dependencies, and changes. The skill guides new machine learning and data processing scripts, while preserving existing project structure during modifications.

한국어 요약은 준비 중입니다. 영어 요약을 표시하고 있습니다.

• Creating a documented machine learning training project
• Organizing data cleaning code and field definitions
• Updating scripts while preserving project structure

Investigate how transformer language models produce predictions with TransformerLens. This skill guides inspection of intermediate values and attention patterns, plus experiments that replace internal values to test their effects and identify components involved in model behavior.

한국어 요약은 준비 중입니다. 영어 요약을 표시하고 있습니다.

• Inspecting attention patterns and intermediate values
• Testing output changes by replacing internal activations
• Analyzing attention head contributions to predictions

Retrieve U.S. federal financial data from the Treasury Fiscal Data API, a public data service. Filter debt, revenue, spending, interest rates, and exchange rates by date or field to prepare records for analysis.

한국어 요약은 준비 중입니다. 영어 요약을 표시하고 있습니다.

• Track changes in U.S. federal debt
• Collect monthly revenue and spending data
• Retrieve Treasury interest rates and exchange rates

Build queryable collections of genomic variants from VCF and BCF files, formats for recording genetic differences. Covers compressed storage, incremental sample additions, searches by genomic region or sample, and exporting subsets for further analysis.

한국어 요약은 준비 중입니다. 영어 요약을 표시하고 있습니다.

• Building a variant database for a research cohort
• Adding samples to an existing dataset
• Extracting variants for selected regions and samples

Use pre-trained models with Hugging Face Transformers for text generation, translation, image recognition, and speech tasks. Load models, prepare inputs, run predictions, and fine-tune them, meaning further training with your own data.

한국어 요약은 준비 중입니다. 영어 요약을 표시하고 있습니다.

• Prototyping text classification, summarization, or translation
• Building image recognition or speech recognition workflows
• Adjusting text generation settings

Analyze research data with suitable statistical tests, regression, correlation, or Bayesian methods. Check assumptions, estimate effect sizes and uncertainty, plan sample sizes, and prepare figures, tables, and reports following APA academic reporting conventions.

한국어 요약은 준비 중입니다. 영어 요약을 표시하고 있습니다.

• Choosing statistical tests for research data
• Checking analysis assumptions and alternative methods
• Estimating sample sizes before collecting data

Diagnose and fix Claude Code plugin hook failures on Windows. Covers conflicts between WSL and Git Bash, path handling problems, and errors involving .sh arguments, using error messages and configuration files.

한국어 요약은 준비 중입니다. 영어 요약을 표시하고 있습니다.

• Diagnosing SessionStart or Stop hook errors
• Investigating cannot execute binary file errors
• Troubleshooting WSL and Git Bash conflicts

Search UniProt for proteins by name, gene, or organism and retrieve sequences and functional annotations. Supports FASTA, a text format for sequences, identifier conversion between databases, batch retrieval, and downloads of large result sets through its REST API.

한국어 요약은 준비 중입니다. 영어 요약을 표시하고 있습니다.

• Search proteins by gene name and organism
• Retrieve protein sequences in FASTA format
• Convert identifiers between UniProt and other databases

Turn speech from audio or video recordings into text using OpenAI. Save transcripts as text or JSON, with optional speaker labels and reference recordings to help identify known speakers in meetings or interviews.

한국어 요약은 준비 중입니다. 영어 요약을 표시하고 있습니다.

• Transcribe recorded meetings
• Label speakers in interviews
• Extract spoken text from audio or video

Write and review release notes for Visual Studio Code Insiders and Stable releases. Organize closed issues by date, summarize changes with issue links, maintain the table of contents, and prepare Stable notes from templates.

한국어 요약은 준비 중입니다. 영어 요약을 표시하고 있습니다.

• Summarize Insiders updates by date
• Create initial Stable release notes
• Update the table of contents and issue links

Guides statistical analysis in Python, including regression, time series forecasting, and hypothesis tests. Helps interpret estimates and uncertainty, check model assumptions, investigate influential observations, compare models, and produce statistical tables for reporting.

한국어 요약은 준비 중입니다. 영어 요약을 표시하고 있습니다.

• Interpreting regression coefficients and confidence intervals
• Forecasting time series with prediction intervals
• Checking model assumptions and influential observations

Guide feature changes and bug fixes through test-driven development: write a failing test, add the minimum code to pass, then improve the structure. Check coverage and include tests for boundary conditions, errors, and relevant integration points.

한국어 요약은 준비 중입니다. 영어 요약을 표시하고 있습니다.

• Adding features with tests written first
• Writing a regression test before fixing a bug
• Keeping tests passing while improving code structure

Deploy apps and websites to Vercel and get a URL to share. The workflow defaults to preview deployments, supports production when explicitly requested, and includes an alternative deployment script when CLI credentials are unavailable.

한국어 요약은 준비 중입니다. 영어 요약을 표시하고 있습니다.

• Share an app through a preview URL
• Deploy a project folder or existing tarball
• Publish to production on explicit request