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Present comparisons, trends, and progress as interactive cards, tables, and charts inside Codeg chat. Create layouts with tabs, checklists, and simple forms that update displayed state and validate user input.

中文简介正在准备中。当前显示英语简介。

  • Displaying comparison results as cards or tables
  • Showing trends and breakdowns with charts
  • Summarizing progress in a dashboard
spacering-net/codeg40492026年10月21日 更新

Carry out a written implementation plan in a separate session, reviewing it before starting and tracking each task through verification. The workflow pauses for blockers and hands completed work to a development branch finishing process.

中文简介正在准备中。当前显示英语简介。

  • Executing a written implementation plan
  • Tracking task progress and verification
  • Reviewing gaps before implementation
spacering-net/codeg40492026年10月21日 更新

Evaluate code review feedback against the actual code, supported environments, and existing behavior. Clarify uncertain requests, respond with technical evidence, and implement valid changes one at a time with tests for each fix.

中文简介正在准备中。当前显示英语简介。

  • Clarifying ambiguous code review comments
  • Checking whether suggested changes preserve compatibility
  • Assessing whether a requested feature is actually used
spacering-net/codeg40492026年10月21日 更新

Request a focused code review after implementation or before merging. Give a separate reviewer agent the requirements, change summary, and commit range, then address findings according to their severity before continuing.

中文简介正在准备中。当前显示英语简介。

  • Reviewing a completed major feature
  • Checking changes before merging into main
  • Reviewing a complex bug fix
spacering-net/codeg40492026年10月21日 更新

Establish a routine for checking and invoking relevant skills before answering or taking action. It prioritizes skills that define the workflow, then guides the agent toward task-specific skills and any checklists they contain.

中文简介正在准备中。当前显示英语简介。

  • Checking relevant skills at the start of a conversation
  • Organizing skill order before building a feature
  • Choosing a debugging workflow before fixing a bug
spacering-net/codeg40492026年10月21日 更新

Find academic papers, retrieve publication details, and build BibTeX reference files for scholarly writing. Check identifiers, missing information, duplicate entries, and mismatches between manuscript citations and the bibliography, with tools for formatting and validation.

中文简介正在准备中。当前显示英语简介。

  • Finding papers for a manuscript or thesis
  • Converting paper identifiers into BibTeX entries
  • Cleaning duplicate or incomplete references
spacering-net/codeg40492026年10月21日 更新

Plan experiments before collecting data by choosing how to assign samples, combine conditions, and order runs. Generate reproducible allocation schedules and experimental layouts while checking for design flaws that could make results difficult to interpret.

中文简介正在准备中。当前显示英语简介。

  • Assigning subjects or samples to comparison groups
  • Screening many factors to identify promising ones
  • Planning around batch, day, or plate-position differences
spacering-net/codeg40492026年10月21日 更新

Find academic papers, citation links, and openly available full text using suitable sources among ten literature APIs. Results include search parameters, identifiers, and access dates so readers can repeat the lookup and understand gaps in coverage.

中文简介正在准备中。当前显示英语简介。

  • Finding papers on a research topic
  • Looking up a paper by DOI or PMID
  • Finding an openly available PDF or full text
spacering-net/codeg40492026年10月21日 更新

Explore research ideas through conversation, question assumptions, and connect approaches from different fields. Develop a broad set of possibilities, then assess promising directions and outline next steps such as pilot experiments or literature searches.

中文简介正在准备中。当前显示英语简介。

  • Exploring directions for an early research project
  • Finding connections across scientific disciplines
  • Questioning assumptions when research feels stuck
spacering-net/codeg40492026年10月21日 更新

Assess how well scientific evidence supports a claim. Examine study design, statistical methods, bias, and alternative explanations, then explain supported conclusions, uncertainties, and improvements using established frameworks for judging evidence quality.

中文简介正在准备中。当前显示英语简介。

  • Checking whether a paper's conclusions follow from its data
  • Comparing evidence behind conflicting research findings
  • Identifying bias and alternative explanations
spacering-net/codeg40492026年10月21日 更新

Turn written descriptions into scientific diagrams, including neural network architectures, biological pathways, and research flowcharts. Nano Banana 2 generates images, while Gemini 3.1 Pro Preview reviews them and guides regeneration when needed.

中文简介正在准备中。当前显示英语简介。

  • Illustrating neural network architectures
  • Creating participant flowcharts for research
  • Drawing biological signaling pathways
spacering-net/codeg40492026年10月21日 更新

Prepare research data figures for journal submission with consistent layouts, error bars showing uncertainty, and accessible colors. Adjust figure dimensions, typography, resolution, and export formats using matplotlib, seaborn, and plotly.

中文简介正在准备中。当前显示英语简介。

  • Preparing figures for journal submission
  • Combining multiple plots into one consistent figure
  • Improving color and grayscale readability
spacering-net/codeg40492026年10月21日 更新

Analyze research data with guidance on choosing statistical tests, checking their assumptions, and measuring effect sizes, meaning the magnitude of differences or relationships. It also supports sample size planning, Bayesian analysis, and APA-style reports.

中文简介正在准备中。当前显示英语简介。

  • Comparing groups in experimental or survey data
  • Choosing tests and checking their assumptions
  • Planning the required study sample size
spacering-net/codeg40492026年10月21日 更新

Estimate study sample sizes and statistical power, the chance of detecting a specified effect. Calculate detectable effects for a fixed sample, compare assumptions with power curves, and document adjustments for dropout, multiple comparisons, or clustered observations.

中文简介正在准备中。当前显示英语简介。

  • Estimate participant or sample counts before data collection
  • Find the smallest effect detectable with a fixed sample
  • Compare sample requirements across plausible effect sizes
spacering-net/codeg40492026年10月21日 更新

Review scientific manuscripts and grant proposals using structured checklists. Assess methods, statistics, reproducibility, ethics, and reporting completeness, then organize findings into a balanced report with major concerns, minor comments, and specific suggestions for revision.

中文简介正在准备中。当前显示英语简介。

  • Drafting a structured journal peer review
  • Reviewing methods in a grant proposal
  • Checking a manuscript before revision
spacering-net/codeg40492026年10月21日 更新

Explore scientific data files to understand their structure, statistical patterns, and quality. References cover over 200 formats, with workflows for producing Markdown reports that summarize findings and recommend preprocessing, visualizations, and further analysis.

中文简介正在准备中。当前显示英语简介。

  • Checking missing values and outliers in experimental tables
  • Examining sequence lengths and quality scores in FASTQ files
  • Inspecting microscopy image dimensions and metadata
spacering-net/codeg40492026年10月21日 更新

Prepare a separate workspace for feature development using platform tools or git worktree, which gives a branch its own working directory. It checks existing isolation, prepares dependencies, and runs tests before implementation begins.

中文简介正在准备中。当前显示英语简介。

  • Starting feature work in a separate workspace
  • Preparing a workspace before executing an implementation plan
  • Checking whether a workspace is already isolated
spacering-net/codeg40492026年10月21日 更新

Build testable scientific hypotheses from observations or preliminary data. Compare competing explanations against published evidence, define measurable predictions, and propose experiments, then organize the findings into a research report with diagrams and detailed supporting material.

中文简介正在准备中。当前显示英语简介。

  • Develop testable hypotheses from preliminary observations
  • Compare competing explanations using published research
  • Plan experiments that distinguish between hypotheses
spacering-net/codeg40492026年10月21日 更新

Turn specifications into detailed implementation plans before coding. Break work into testable tasks with exact file paths, code, test commands, expected results, and interfaces so another developer or agent can carry out the work.

中文简介正在准备中。当前显示英语简介。

  • Planning a feature from written requirements
  • Preparing implementation instructions for another developer
  • Defining tests before writing code
spacering-net/codeg40492026年10月21日 更新

Turn development ideas into clear designs through guided discussion. The skill clarifies goals, requirements, and constraints, then adapts the process to a feasibility investigation, a small existing-code change, or a larger architectural design.

中文简介正在准备中。当前显示英语简介。

  • Clarifying requirements before adding a feature
  • Exploring whether an idea is feasible
  • Comparing designs for a new project
spacering-net/codeg40492026年10月21日 更新

Finish completed development work by checking the full test suite and presenting integration choices: merge locally, create a Pull Request, or keep the branch. It carries out the selected path and handles workspace cleanup accordingly.

中文简介正在准备中。当前显示英语简介。

  • Merging a completed feature locally
  • Pushing a branch and creating a Pull Request
  • Keeping completed work for later integration
spacering-net/codeg40492026年10月21日 更新

Carry out an implementation plan by assigning independent tasks to separate agents. The workflow includes specification checks, code quality reviews, fixes, a persistent progress record, and a final review of the entire branch.

中文简介正在准备中。当前显示英语简介。

  • Executing an implementation plan with independent tasks
  • Reviewing specification compliance and code quality for each task
  • Resuming development from a saved progress record
spacering-net/codeg40492026年10月21日 更新

Investigate bugs, failing tests, and unexpected behavior before proposing changes. Follow four stages to gather evidence, compare working examples, test a specific cause, and verify a focused fix with a test that reproduces the problem.

中文简介正在准备中。当前显示英语简介。

  • Investigating failing tests
  • Tracing production bugs to their source
  • Finding failures across connected components
spacering-net/codeg40492026年10月21日 更新

Build features and fix bugs through test-driven development: write a test for the desired behavior, confirm it fails for the expected reason, then add minimal code and clean it up while keeping all tests passing.

中文简介正在准备中。当前显示英语简介。

  • Building a new feature from its expected behavior
  • Reproducing a bug with a failing test
  • Refactoring while keeping tests passing
spacering-net/codeg40492026年10月21日 更新

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