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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 improve response quality. Use this as a pre-processing step before answering complex questions.

skill openclawclawhub Free
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High Signal

Automatically assess task complexity and adjust reasoning level. Triggers on every user message to evaluate whether extended thinking (reasoning mode) would improve response quality. Use this as a pre-processing step before answering complex questions.

⬇ 0 downloads ★ 0 stars Unverified but indexed

Install for OpenClaw

Quick setup
  1. Download the package from Yavira.
  2. Extract the archive and review SKILL.md first.
  3. Import or place the package into your OpenClaw setup.

Requirements

Target platform
OpenClaw
Install method
Manual import
Extraction
Extract archive
Prerequisites
OpenClaw
Primary doc
SKILL.md

Package facts

Download mode
Yavira redirect
Package format
ZIP package
Source platform
Tencent SkillHub
What's included
SKILL.md

Validation

  • Use the Yavira download entry.
  • Review SKILL.md after the package is downloaded.
  • Confirm the extracted package contains the expected setup assets.

Install with your agent

Agent handoff

Hand the extracted package to your coding agent with a concrete install brief instead of figuring it out manually.

  1. Download the package from Yavira.
  2. Extract it into a folder your agent can access.
  3. Paste one of the prompts below and point your agent at the extracted folder.
New install

I downloaded a skill package from Yavira. Read SKILL.md from the extracted folder and install it by following the included instructions. Tell me what you changed and call out any manual steps you could not complete.

Upgrade existing

I downloaded an updated skill package from Yavira. Read SKILL.md from the extracted folder, compare it with my current installation, and upgrade it while preserving any custom configuration unless the package docs explicitly say otherwise. Summarize what changed and any follow-up checks I should run.

Trust & source

Release facts

Source
Tencent SkillHub
Verification
Indexed source record
Version
1.0.0

Documentation

ClawHub primary doc Primary doc: SKILL.md 10 sections Open source page

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: SignalWeightExamplesMulti-step logic+3Planning, proofs, debugging chainsAmbiguity+2Nuanced questions, trade-offs, "it depends"Code architecture+2System design, refactoring, security reviewMath/formal reasoning+2Calculations, algorithms, logic puzzlesNovel problem+1No clear pattern, requires creativityHigh 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

Category context

Messaging, meetings, inboxes, CRM, and teammate communication surfaces.

Source: Tencent SkillHub

Largest current source with strong distribution and engagement signals.

Package contents

Included in package
1 Docs
  • SKILL.md Primary doc