Agent Skills › alphaXiv/OpenResearch › orx-results

orx-results

GitHub

用于解释和总结实验测量结果,验证日志证据,对比运行数据,评估效果并推荐后续实验。

agent-skills/orx-results/SKILL.md alphaXiv/OpenResearch

Trigger Scenarios

报告实验完成结果 对比多次运行数据 评估实验产出效果 基于证据推荐下一步实验

Install

npx skills add alphaXiv/OpenResearch --skill orx-results -g -y
More Options

Non-standard path

npx skills add https://github.com/alphaXiv/OpenResearch/tree/main/agent-skills/orx-results -g -y

Use without installing

npx skills use alphaXiv/OpenResearch@orx-results

指定 Agent (Claude Code)

npx skills add alphaXiv/OpenResearch --skill orx-results -a claude-code -g -y

安装 repo 全部 skill

npx skills add alphaXiv/OpenResearch --all -g -y

预览 repo 内 skill

npx skills add alphaXiv/OpenResearch --list

SKILL.md

Frontmatter
{
    "name": "orx-results",
    "description": "Interpret and summarize measured experiment results. Invoke before reporting measured results, including summarizing a completed run, comparing runs, evaluating an outcome, or recommending a next experiment from run evidence; retrieve missing output with `orx-logs`."
}

Validate before reporting

Never infer a result from run status or memory. Before accepting or reporting a run-derived claim, confirm that:

  • the log identifies the variant and effective configuration;
  • the final metric and compact summary are present;
  • the relevant trajectory is recoverable for a long run; and
  • the cited file lines actually contain the supporting output.

Load orx-logs when supporting output still needs retrieving. Cite the verified measurements using the session playbook’s evidence-and-links contract.

Summarize an experiment

Choose one primary representation for each measured comparison: a graph, a table, or prose. Explain the conclusion and limitations in brief prose.

Choose prose and selective visuals that make the result easiest to understand. If you choose to use multiple representations or visuals, make sure they do not contain duplicate data or show the same thing two different ways. They should each offer a distinct way of interpreting the experiment’s results — one visual will suffice for most experiments. For example, do not show both a table and graph of the same data — just show the graph.

An interactive graph and linked source data already provide exact-value lookup; a table of those values is not a useful fallback. Subsetting, condensing, or deriving values from the same measurements does not make a second representation complementary. Put useful headline values or changes in the prose interpretation instead. Before sending, remove any table or visual that repeats a comparison already represented.

Briefly explain what changed, what ran, and what the evidence shows. When the measured results suit a supported orx-figures template and a graph makes the result easier to understand, prefer an interactive figure inline alongside that summary. Reuse an existing figure where possible and link its source data.

This is a rule of thumb, not a required output. Skip the visualization when there is no suitable structured data, no appropriate template, or no useful visual comparison. Do not invent data, additional runs, or graph views to satisfy the preference; a concise text summary can be the complete result.

Default to one graph. Offer a dropdown only when multiple views of the same data answer distinct, useful questions. Multiple series alone do not require a dropdown, and one useful view does not need a selector.

Version History

  • 6285fee Current 2026-10-18 16:17

Same Skill Collection

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agent-skills/orx-paper/SKILL.md
agent-skills/orx-reports/SKILL.md

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