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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.

enzoricciulli0 source installs☆ 0 Repository stars

Installation

Follow the repository instructions for this skill and your agent. Review the files and dependencies before adding it to your workflow.

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skillhub install enzoricciulli/adaptive-reasoning

Inspect the source and compatibility requirements, then follow its installation steps.

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Skill instructions

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:

{"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...

Source information

Source
github
Repository
openclaw/skills
Path
skills/enzoricciulli/adaptive-reasoning
Version
—
Commit
84efbc9cd855b59a7287eae64d0b6b13f7af139a
Classification source
rules
Status
active
Visibility
public

These signals come from indexed source analysis and may lag behind changes. Check the current source files.

Extracted content

SKILL.md
# 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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