Overview
- Skill Key
- enzoricciulli/adaptive-reasoning
- Author
- enzoricciulli
- Source Repo
- openclaw/skills
- Version
- -
- Source Path
- skills/enzoricciulli/adaptive-reasoning
- Latest Commit SHA
- 84efbc9cd855b59a7287eae64d0b6b13f7af139a
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.
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Status
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Visibility
PUBLIC
直接复制以下提示词,发送给你的 AI 助手即可完成安装。
请先检查是否已安装 SkillHub 商店,若未安装,请根据 https://skillhub-1388575217.cos.ap-guangzhou.myqcloud.com/install/skillhub.md 安装 SkillHub 商店,然后安装 adaptive-reasoning 技能。 若已安装,则直接安装 adaptive-reasoning 技能。
# 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 |
**Subtract:**
- 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 on
```
Or via tool:
```json
{"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 comple...
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