Adaptive Reasoning
Automatically assess task complexity and adjust reasoning level.
- Rating
- 4.9 (153 reviews)
- Downloads
- 1,009 downloads
- Version
- 1.0.0
Overview
Automatically assess task complexity and adjust reasoning level.
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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:
| Signal | Weight | Examples |
|---|---|---|
| Multi-step logic | +3 | Planning, proofs, debugging chains |
| Ambiguity | +2 | Nuanced questions, trade-offs, "it depends" |
| Code architecture | +2 | System design, refactoring, security review |
| Math/formal reasoning | +2 | Calculations, algorithms, logic puzzles |
| Novel problem | +1 | No clear pattern, requires creativity |
| High stakes | +1 | Production changes, irreversible actions |
- Routine/repetitive task: -2
- Clear single answer: -2
- Simple lookup/fetch: -3
Decision Thresholds
| Score | Action |
|---|---|
| ≤2 | Stay fast. No reasoning needed. |
| 3-5 | Standard response. Light internal deliberation. |
| 6-7 | Consider /reasoning on or pause to think explicitly. |
| ≥8 | Activate extended thinking. Complex problem warrants it. |
Activation (Automatic)
Do not ask. Just activate.
| Score | Action |
|---|---|
| ≤5 | Respond normally. No change. |
| 6-7 | Enable reasoning silently. Add 🧠 at end of response. |
| ≥8 | Enable 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 onOr via tool:
{"action": "session_status", "reasoning": "on"}After completing a complex task, optionally disable to save tokens on follow-ups:
/reasoning offExamples
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
Installation
openclaw install adaptive-reasoning
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