adaptive-reasoning

Automatically assess task complexity and adjust reasoning level.

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Skill Overview

---
name: adaptive-reasoning
description: 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.
---

# 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:
``

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Quick Facts

Version1.0.0
Downloads7,813
Stars8

Install

npx clawhub@latest install adaptive-reasoning