Skill: Task Classifier

ultrathink - Take a deep breath. We're not here to write code. We're here to make a dent in the universe.

The Vision

Classification should make the path forward feel inevitable.

Your Work, Step by Step

1. •Assess scope: Files, modules, and integrations.
2. •Assess risk: Security, breakage, rollback.
3. •Assess ambiguity: Unknowns and trade-offs.
4. •Assign complexity: Recommend models and iterations.

Ultrathink Principles in Practice

• •Think Different: Avoid defaulting to mid complexity.
• •Obsess Over Details: Map true blast radius.
• •Plan Like Da Vinci: Evaluate before judging.
• •Craft, Don't Code: Keep reasoning concise.
• •Iterate Relentlessly: Reclassify as scope changes.
• •Simplify Ruthlessly: Choose the simplest valid path.

Purpose

Classify task complexity (1-10) to route to optimal model.

Complexity Matrix

Classification Criteria

Technical Factors

• •Files affected (1 = trivial, 10+ = exceptional)
• •Cross-module dependencies
• •Database schema changes
• •External API integrations

Risk Factors

• •Security implications (auth, payments, data)
• •Breaking change potential
• •Rollback difficulty

Cognitive Factors

• •Novel problem (no existing patterns)
• •Ambiguity in requirements
• •Trade-off decisions required

Output Format

{
  "complexity": 7,
  "reasoning": "Multi-file feature with database changes and auth integration",
  "recommended_model": "opus",
  "delegation": ["codex:security", "gemini:integration-tests"],
  "estimated_iterations": 12,
  "risk_level": "medium"
}

Model Routing

Iteration Limits