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ljg-think

Arrow of Root-Seeking — A vertical deep-drill thinking tool. Given a viewpoint, phenomenon, or question, it drives down like an arrow to the irreducible essence. Use when user says '想透', '追本', '本质是什么', '为什么会这样', '深挖', '钻到底', 'think deep', 'drill down', or wants to trace any idea/phenomenon vertically to its irreducible root. Also trigger when user provides a statement and wants depth analysis, not breadth survey.

L4 High-Privilege · Graded auth & full auditV1 Commit-PinnedExecute CommandWrite FileDual-pass Audit
Author lijigangGitHub lijigang/ljg-skills ↗License MIT(仓库根 LICENSE)Commit 9e75497a95
Control levels describe skill capabilities and suggested control measures; they do not represent quality or safety certifications, nor do they dictate usability. Usage decisions rest entirely with users and administrators. Different agent hosts apply varying constraints; do not assume hosts provide automatic protection. Third-party skill copyrights belong to their original authors. Use at your own risk.

1How It Works & Mechanism

Positioned as a vertical deep-drill tool: Given a viewpoint, phenomenon, or question, drill straight down to the irreducible essence.

skills/ljg-think/SKILL.md
输入一个观点,一路向下,钻到底。
What is being done here: Restricting the tool's goal strictly to vertical depth rather than horizontal expansion.

Fixed logic of drilling layers: Phenomenon → Mechanism → Principle → Axiom, peeling layer by layer along clues until nothing left can be peeled.

skills/ljg-think/SKILL.md
表象之下必有机理…机理之下必有原理…原理之下必有公理。
What is being done here: Providing a recursive depth structure so that each inquiry has a clear direction.

Three iron rules constrain the drill: Vertical over horizontal (only answer 'why is it so'), straight to the core, and layer-by-layer awe.

skills/ljg-think/SKILL.md
**纵向,不横向**——每次下钻必须回答"为什么是这样",不是"还有什么"
What is being done here: Using strict rules to prevent drifting into broad overviews or quoting extraneous sources.

Every drill step must shift to a more fundamental explanatory framework (Sociology → Psychology → Biology → Physics → Mathematics → Logic).

skills/ljg-think/SKILL.md
从社会学掉进心理学,从心理学掉进生物学,从生物学掉进物理学,从物理学掉进数学,从数学掉进逻辑本身。
What is being done here: Defining 'peeling dimensions' by requiring a shift in frameworks rather than just words.

Converge upon bottoming-out criteria: Asking 'why' further only yields a tautology, or points to human nature structure / physical laws / logic / existential paradox.

skills/ljg-think/SKILL.md
到底的标志:再往下问"为什么",答案要么是同义反复,要么指向上述四类之一。
What is being done here: Providing a decidable stopping condition for deep drilling to prevent infinite recursion.

Writing requirement is to depict a free fall rather than an analytical report: weightlessness, named layers, ruptures between layers, and a stark, hard-hitting finale.

skills/ljg-think/SKILL.md
写一场下坠。不是分析报告。
What is being done here: Incorporating output style into the contract to emphasize an immersive, narrative depth experience.

The number of layers is variable: shallow topics reach the bottom in 3 layers, deep topics in 7 layers, determined dynamically by the model based on the subject.

skills/ljg-think/SKILL.md
层数不固定——浅的话题三层见底,深的七层。你自己判断。
What is being done here: Allowing depth to adapt flexibly according to the topic.

Output: Obtain a timestamp, write to ~/Documents/notes/{timestamp}--追本-{topic}__think.org (Org format, markdown forbidden), and report the path back.

skills/ljg-think/SKILL.md
写入 `~/Documents/notes/{时间戳}--追本-{主题}__think.org`
What is being done here: Fixing the archival path and format to generate durable, retainable notes.

2Core Capabilities

01Vertical deep drilling on a single viewpoint, peeling layer by layer down to the irreducible baseline
02Forced dimension reduction: switching to a more fundamental explanatory framework at each layer
03Bottoming-out judgment and classification (tautology / human nature / physics / logic / paradox)
04Structured free-fall writing: weightlessness + layer naming + inter-layer ruptures + striking finale
05Adaptive depth based on the topic (from 3 to 7 layers)
06Org-mode archiving and reporting the file path

4Recommended Governance & Evidence

Suggested Controls for Safe Operation
For Agent Runtime
Graded/per-use authorization, sandbox recommended
For Administrators
Approval workflow, rollback support, full audit
Evidence & Triggers (File Paths & Excerpts)
  • scripts/: Executing local scripts or commands: date +%Y%m%dT%H%M%S and date "+%Y-%m-%d %a %H:%M" (retrieving timestamps for filenames)
  • 本地工作目录: File I/O and artifact output: ~/Documents/notes/{timestamp}--追本-{topic}__think.org (Org-mode free-fall notes)
Audit Notes: Blue, informational. No scripts, no network egress, no credential reading; only local actions: using date to retrieve timestamps and writing the free-fall analysis to an Org file under ~/Documents/notes/. No security degradation or bypass behavior.

5Second-Pass Verification

  • [ok] 纵向深钻定位 — 『输入一个观点,一路向下,钻到底。』原文在。
  • [ok] 三层下钻逻辑 — 『表象之下必有机理…机理之下必有原理…原理之下必有公理。』原文在。
  • [ok] 三条铁律 — '纵向,不横向/单刀直入/层层惊叹' 原文在。
  • [ok] 降维切换框架 — 『从社会学掉进心理学…从数学掉进逻辑本身』原文在。
  • [ok] 触底判据 — 『再往下问"为什么",答案要么是同义反复,要么指向上述四类之一』原文在。
  • [ok] org 归档路径 — ~/Documents/notes/{时间戳}--追本-{主题}__think.org 原文在。
  • [discrepancy] 风险扫描与内文差异 — 扫描栏『执行外部程序/写盘』报无命中,但正文含 date 命令与 org 写入;按§2 内文为准,scripts_executed/file_writes 非空。

6Verdict & Scenarios

  • Clear vertical discipline: iron rules lock the output into 'vertical inquiry', preventing it from degenerating into a broad overview.
  • The dimension-reduction inquiry method (shifting explanatory frameworks rather than rephrasing) is a transferable deep-thinking skill.
  • Has explicit stopping conditions, avoiding infinite recursion or vacuous abstraction.
  • Best for: Suitable for thinking scenarios requiring deep, essential analysis of a single viewpoint or phenomenon and refusing superficial answers, such as 'thinking it through', 'root-seeking', or 'what is the essence'.
    Not for: Not suitable for research requiring broad coverage or multi-solution comparisons; also not suitable for factual lookups with a single definite answer.
    Install Agent-Ready
    ① Verified Mirror 2026-10-10
    Option A · Direct DownloadDownload ljg-think.tar.gz
    sha256: 868116af816bccdf…
    Option B · Copy Guide for Agent
    install.json
    Agents automatically download and verify mirrors from this JSON guide.
    ② Upstream GitHub
    GitHub Repo ↗
    Pinned to commit 9e75497a95.