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Adaptive Reasoning

Automatically assess task complexity and adjust reasoning level. Triggers on every user message to evaluate whether extended thinking (reasoning mode) would...
自动评估任务复杂度并调整推理层级。每次用户消息触发时,评估是否需要扩展思考(推理模式)...
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未分类 clawhub v1.0.0 1 版本 100000 Key: 无需
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概述

Adaptive Reasoning

Self-assess complexity before responding. Adjust reasoning level dynamically.

Quick Assessment (run mentally on every request)

Score the request 0-10 on these dimensions:

SignalWeightExamples
--------------------------
Multi-step logic+3Planning, proofs, debugging chains
Ambiguity+2Nuanced questions, trade-offs, "it depends"
Code architecture+2System design, refactoring, security review
Math/formal reasoning+2Calculations, algorithms, logic puzzles
Novel problem+1No clear pattern, requires creativity
High stakes+1Production changes, irreversible actions

Subtract:

  • Routine/repetitive task: -2
  • Clear single answer: -2
  • Simple lookup/fetch: -3

Decision Thresholds

ScoreAction
---------------
≤2Stay fast. No reasoning needed.
3-5Standard response. Light internal deliberation.
6-7Consider /reasoning on or pause to think explicitly.
≥8Activate extended thinking. Complex problem warrants it.

Activation (Automatic)

Do not ask. Just activate.

ScoreAction
---------------
≤5Respond normally. No change.
6-7Enable reasoning silently. Add 🧠 at end of response.
≥8Enable reasoning. Add 🧠🔥 at end of response.

Visual Indicator

Always append the reasoning icon at the very end of your response:

  • Score 6-7: 🧠 (thinking mode active)
  • Score ≥8: 🧠🔥 (deep thinking mode)
  • Score ≤5: No icon (fast mode)

How to Activate

Use session_status tool or /reasoning on command internally before responding:

/reasoning on

Or via tool:

{"action": "session_status", "reasoning": "on"}

After completing a complex task, optionally disable to save tokens on follow-ups:

/reasoning off

Examples

Low complexity (score: 1)

> "What time is it in Tokyo?"

→ Simple lookup. Answer immediately. No icon.

Medium complexity (score: 4)

> "Refactor this function to be more readable"

→ Standard response with brief explanation. No icon.

High complexity (score: 7)

> "Design a caching strategy for this API with these constraints..."

→ Enable reasoning. Thoughtful response ends with: 🧠

Very high complexity (score: 9)

> "Debug why this distributed system has race conditions under load"

→ Enable extended thinking. Deep analysis ends with: 🧠🔥

Integration

This skill runs as mental preprocessing. No external tools needed.

For explicit control:

  • /reasoning on — Enable extended thinking
  • /reasoning off — Disable (faster responses)
  • /status — Check current reasoning state

When NOT to Escalate

  • User explicitly wants quick answer ("just tell me", "quick", "tldr")
  • Time-sensitive requests where speed matters more than depth
  • Conversational/social messages (banter, greetings)
  • Already in reasoning mode for this session
  • User previously disabled reasoning in this conversation

Auto-Downgrade

After completing a complex task (score ≥6), if the next message is simple (score ≤3):

  • Silently disable reasoning to save tokens
  • Resume normal fast responses

版本历史

共 1 个版本

  • v1.0.0 当前
    2026-05-07 22:37 安全 安全

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