ClawKit Logo
ClawKitReliability Toolkit
Back to Registry
Official Verified productivity Safety 5/5

contradiction-analysis

触发:当问题复杂、存在多个冲突因素、优先级不清,或你不知道应该先解决什么时调用;常见信号包括 trade-off、瓶颈、根因不明、主次不清、多个问题互相牵制。 English: Trigger when a problem contains competing forces, unclear priorities, or no obvious entry point. Use this skill to identify contradictions, isolate the principal contradiction, classify its nature, and choose the right response.

skill-install — Terminal

Install via CLI (Recommended)

clawhub install openclaw/skills/skills/arg0/contradiction-analysis
Or

What This Skill Does

The contradiction-analysis skill serves as a cognitive framework for OpenClaw to decompose complex, tangled, or multi-faceted problems. Rooted in the principles of Mao Zedong's On Contradiction, this skill enables the AI to move beyond surface-level symptoms to isolate the primary contradiction that dictates the behavior of the entire system. By distinguishing between primary and secondary contradictions, and between antagonistic and non-antagonistic conflicts, the skill guides the AI to prioritize actions effectively—solving the most critical bottleneck first rather than getting stuck in irrelevant side issues. It acts as an analytical engine that transforms paralyzing complexity into a structured, executable roadmap for problem-solving.

Installation

To install this skill, run the following command in your terminal: clawhub install openclaw/skills/skills/arg0/contradiction-analysis

Use Cases

This skill is indispensable when you are overwhelmed by a project and don't know where to start. Specifically, use it when:

  • You are facing multiple competing goals where resources are finite.
  • You encounter systemic failures where the root cause is hidden behind conflicting technical debt and business requirements.
  • You are resolving interpersonal or team conflicts where interests are misaligned.
  • You need to determine whether a current technical approach is fundamentally flawed or just requires iterative optimization.
  • You are assessing the long-term strategic direction of a product when market forces are pulling in different directions.

Example Prompts

  1. "I have three critical tasks: migrating our database, patching a security vulnerability, and finishing the frontend UI redesign. I'm blocked on everything. Please perform a contradiction analysis to tell me what to prioritize."
  2. "My team is arguing over whether we should focus on rapid growth or platform stability. I'm caught in the middle. Help me analyze this conflict using the contradiction-analysis method."
  3. "We are trying to reduce latency while increasing data encryption, and the performance is crashing. Analyze the technical contradictions here and identify the primary contradiction we need to solve."

Tips & Limitations

  • Be specific: The quality of the analysis is directly proportional to the amount of context you provide. If the description is vague, the skill cannot isolate the root contradiction.
  • Not an execution tool: This skill identifies what to do and why; it often hands off the how to other skills like investigation-first or concentrate-forces.
  • Avoid rigidity: Do not force every problem into a 'main vs. secondary' box if the issue is a simple task. Reserve this for truly complex, multi-variable problems.
  • Monitor changes: Always ask the agent to re-run the analysis if the situation shifts, as primary contradictions often evolve into secondary ones as progress is made.

Metadata

Author@arg0
Stars4473
Views0
Updated2026-05-01
View Author Profile
AI Skill Finder

Not sure this is the right skill?

Describe what you want to build — we'll match you to the best skill from 16,000+ options.

Find the right skill
Add to Configuration

Paste this into your clawhub.json to enable this plugin.

{
  "plugins": {
    "official-arg0-contradiction-analysis": {
      "enabled": true,
      "auto_update": true
    }
  }
}

Tags(AI)

#problem-solving#strategy#critical-thinking#logic#prioritization
Safety Score: 5/5

Related Skills

criticism-self-criticism

触发:当一项工作已经完成、进入阶段验收、收到批评反馈,或反复出现同类错误需要系统纠偏时调用;常见信号包括 review、audit、retrospective、quality check、纠错与复盘。 English: Trigger after delivery or at a review checkpoint when quality must be examined honestly and errors must be corrected without defensiveness. Use this skill for structured self-review, feedback processing, and continuous correction.

arg0 4473

arming-thought

触发:在每次新的顶层对话开始时自动调用,用于先建立“实事求是”的总原则,并判断后续应调用哪一种 skill;如果你是被派遣执行单一具体任务的子 agent,则跳过此 skill。 English: Trigger at the start of every new top-level conversation to establish the overall methodology and decide which downstream skill to call later. Skip this skill when you are a delegated sub-agent handling a narrow, concrete task.

arg0 4473

investigation-first

触发:当你准备下判断、做决策或提出建议,但事实、上下文或一手信息还不充分时优先调用;常见信号包括 unknowns、信息缺口、证据不足、领域陌生、需要先摸清现状。 English: Trigger before making claims or decisions when context is incomplete, evidence is weak, or the domain is unfamiliar. Use this skill to investigate first, gather firsthand facts, and let reality shape the conclusion.

arg0 4473

concentrate-forces

触发:当多个任务同时争夺时间、注意力、算力或预算,必须确定主攻方向并停止分散用力时调用;常见信号包括优先级过多、资源紧张、推进分散、需要决定先做什么。 English: Trigger when limited resources are being split across too many tasks and one main target must be chosen. Use this skill to concentrate effort, sequence work decisively, and finish a meaningful breakthrough before expanding.

arg0 4473