verstige/munroe/adaptive-reasoning

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:

Subtract:

• Routine/repetitive task: -2
• Clear single answer: -2
• Simple lookup/fetch: -3

Decision Thresholds

Activation (Automatic)

Do not ask. Just activate.

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