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MCCF Stands for → Model Criticality Classification Framework

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🎯 Mission: Automatically classify models as Essential, Recommended, or Optional through balanced objective analysis - combining practical pattern matching with adaptive scoring.

🌟 Design Philosophy

The Unified MCCF strikes a balance between:

• Practical pattern-based goal recognition
• Adaptive weighted scoring system
• Simple enough to implement and maintain
• Sophisticated enough to handle complex scenarios
• Transparent reasoning that humans can understand

🏗️ Framework Architecture

📥 Input Processing Flow

User Prompt → Goal Pattern Matching → Task Profiling → Model Analysis → 
Criticality Scoring → Classification

🎯 Three-Phase Analysis

1. 📝 Task Understanding: What does the user actually want?
2. 🔍 Model Capability Mapping: What can each model actually do?
3. ⚖️ Impact Assessment: How important is each model for this specific task?

🎭 Phase 1: Task Understanding