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Automation
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/lfg

Full autonomous research workflow — brainstorm, plan, implement, review, and document

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@brycewang-stanfordbrycewang-stanford@brycewang-stanford
From plugin
auto-empirical-research-skills
3.8k200 skills
Install
$ npx -y skills add brycewang-stanford/Auto-Empirical-Research-Skills --skill lfg --agent claude-code

How it fires

How this skill gets triggered: by you, by Claude, or both.

  • Fires itselfAuto-invocation. Claude auto-loads it when your prompt matches the work.Auto-invocation is when the right skill fires by itself at the right moment, driven by a FLOW.md router and a hook, instead of you invoking it by name. It is the difference between a skill being installed and a skill actually getting used.Read the full definition →
  • You can call itInvoke it directly when you want it.
  • Slash command/lfg

Context preview

The summary Claude sees to decide when to auto-load this skill.

Full autonomous research workflow — brainstorm, plan, implement, review, and document

SKILL.md

lfg.SKILL.md
name: lfg
description: Full autonomous research workflow — brainstorm, plan, implement, review, and document
argument-hint: "[research task, estimation problem, or methodological improvement]"
disable-model-invocation: true

Run these 5 slash commands in order. Do not do anything else. Do not stop between steps — complete every step through to the end.

1. `/workflows:brainstorm $ARGUMENTS` 2. `/workflows:plan` 3. `/workflows:work` 4. `/workflows:review` 5. `/workflows:compound`

**Hard gates:**

  • Step 2 must not start until step 1 has written a file to `docs/brainstorms/`. If brainstorm produced no file, stop and report.
  • Step 3 must not start until step 2 has written a file to `docs/plans/`. If plan produced no file, stop and report.
  • Steps 4 and 5 run on whatever step 3 produced. A failed review does not block compound.

Start with step 1 now.

Read it on GitHub ↗
Ships withauto-empirical-research-skills

📌 文档结构（2026-07-22 起）： 本文件是中文默认入口 —— banner + badges + 信任面 + 9 阶段流水线速览 + 76 行合集总表。 每个合集的完整描述、按用途分组、精确数字、验证方法在 docs/CONTENT_ZH.md（扩展正文，总表行内的 → 直接跳转到对应锚点）。 English version: README-en.md · 中文扩展正文：docs/CONTENT_ZH.md · README-zh-CN.md 已弃用（重定向占位） 🌐 语言: English |

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Repo: brycewang-stanford/Auto-Empirical-Research-Skills

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