MAKER Framework Skill

Transform unreliable single-model inference into robust, verifiable reasoning through maximal decomposition, parallel consensus voting, and systematic error filtering.

When to Use MAKER

High-value triggers:

• Tasks requiring >90% accuracy (medical, legal, financial)
• Multi-step reasoning where errors compound (p^n problem)
• Verification-critical outputs (code, calculations, facts)
• Ambiguous tasks benefiting from diverse perspectives

Skip MAKER for:

• Single-fact retrieval (no decomposition benefit)
• Creative tasks where diversity is desirable
• Time-critical responses (voting adds latency)

Core Architecture