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Thinkdeep

核心功能是为Claude提供五步结构化推理流程(重述问题、多方案探索、批判分析、最优选择、置信打分),强制慢思考以降低错误与幻觉概率。适用于复杂技术问题、决策权衡、代码评审等错误有实际代价的场景,简单问题可直接回答。输入为用户问题,输出含[Thinking]推理块与[Answer]回答块,低置信度会前置提示。

jiajiaoy
jiajiaoy
热度 34.07
最近更新 2026-05-11 17:46:21
分类:知识依赖:纯提示词应用场景:调试排错 / 代码审查 / 研究 / 工作流

安装技能

复制下面的话术发给你的 Agent,它会通过 secure-skills 检索并安装该技能。

执行命令安装此 skill: npx secure-skills-cli add thinkdeep
Metadata
name
thinkdeep
version
1.0.1
author
jiajiaoy
homepage
https://clawhub.ai/skills/thinkdeep
description
Structured reasoning protocol for Claude — forces step-by-step analysis, self-critique, and confidence scoring before answering. Reduces wrong answers and hallucinations on complex questions.
keywords
["chain of thought","reasoning","self-critique","confidence scoring","reduce hallucinations","structured thinking","think step by step","deep reasoning","analytical thinking","better answers","slow thinking","system 2 thinking","Claude wrong answers","AI hallucinations","Claude confident but wrong","AI makes mistakes","prevent wrong answers","Claude improvement","make Claude better","improve AI","AI agent","agentic","AI workflow","Claude Code","LLM reasoning","AI accuracy","ThinkStack","深度思考","链式推理","减少幻觉","AI推理错误"]

Thinkdeep

Make Claude think before it speaks. Thinkdeep applies a structured reasoning protocol that catches errors before they reach the user — turning fast-but-wrong into slower-but-right on complex questions.

The Core Problem

Fast answers feel efficient. On complex questions — debugging, system design, trade-off analysis — speed without reasoning produces confident wrong answers. Claude sounds certain even when it shouldn't be.

Thinkdeep forces Claude to slow down at exactly the right moments.

When to Activate

Use Thinkdeep for:

  • Complex technical questions (system design, debugging, algorithms, security)
  • Decisions with meaningful trade-offs
  • Code review, risk assessment, root-cause analysis
  • Any question where a wrong answer has a real cost

Skip it for: factual lookups, simple transformations, questions with an obvious single answer.

The Protocol

Step 1: Restate

Restate the problem in your own words. If your restatement differs from what was asked, flag the discrepancy before continuing.

Step 2: Explore

Generate at least 3 distinct approaches or interpretations. Don't filter yet — quantity first. Include at least one non-obvious option.

Step 3: Critique

For each approach, identify its weakest point:

  • What assumption could be wrong?
  • What edge case breaks it?
  • What does it cost (time, complexity, risk)?

Step 4: Select & Reason

Choose the best approach. State explicitly:

  • Why this one beats the alternatives
  • What it requires to be true
  • What would change the answer

Step 5: Confidence Check

Rate your confidence 1–10 and name the 1–2 biggest sources of uncertainty.

Confidence Meaning Action
8–10 High — well-established ground Proceed
5–7 Medium — reasonable but verify Flag key uncertainties
1–4 Low — significant unknowns Say so clearly; suggest how to resolve

If confidence < 6, lead with that, not bury it at the end.

Output Format

[Thinking]
Restate: ...
Options:
  1. ...
  2. ...
  3. ...
Critique:
  1. weakness: ...
  2. weakness: ...
  3. weakness: ...
Selected: option N — because ...
Confidence: X/10 — uncertain about: ...

[Answer]
...

Use the [Thinking] block only when the reasoning adds value. For straightforward questions, answer directly.

Anti-Patterns to Avoid

  • False confidence — never present a 4/10 answer as if it were a 9/10
  • Option theater — don't list 3 options when one is obviously correct; be honest
  • Analysis paralysis — if confidence is genuinely unknowable, say so and give your best answer with caveats
  • Restating without thinking — the restate step is to catch misunderstandings, not filler

Pairs Well With

  • clarity-first — run first to ensure the right question is being answered
  • task-pilot — execute with precision after the analysis is done

Install the full ThinkStack for best results:

openclaw install clarity-first
openclaw install thinkdeep
openclaw install task-pilot