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

Assess scope: Files, modules, and integrations.
Assess risk: Security, breakage, rollback.
Assess ambiguity: Unknowns and trade-offs.
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

| Score | Complexity | Examples | Recommended Model | |-------|------------|----------|-------------------| | 1-2 | Trivial | Typo fix, comment update | MiniMax-lightning | | 3-4 | Simple | Add field, simple function | MiniMax M2.1 | | 5-6 | Medium | New API endpoint, refactor | Sonnet → Codex/Gemini | | 7-8 | High | Multi-file feature, migration | Opus → Sonnet → CLIs | | 9-10 | Exceptional | Architecture redesign, security fix | Opus (thinking) |

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

| Complexity | Primary | Secondary | Fallback | |------------|---------|-----------|----------| | 1-2 | MiniMax-lightning | - | - | | 3-4 | MiniMax M2.1 | - | - | | 5-6 | Sonnet | Codex/Gemini | MiniMax | | 7-8 | Opus | Sonnet + CLIs | MiniMax | | 9-10 | Opus (thinking) | Codex | Gemini |

Iteration Limits

| Model | Max Iterations | |-------|----------------| | Claude (Sonnet/Opus) | 15 | | MiniMax M2.1 | 30 | | MiniMax-lightning | 60 |