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| ### USER | |
| Based on the comprehensive documentation you've provided, I can see **Sherin** is a sophisticated multi-agent AI system with several key architectural innovations. Let me analyze how this model works and address the key questions: | |
| ## π **How Sherin Works: Core Architecture** | |
| ### 1. **ID-Based Transfer System (Your Key Insight)** | |
| You're absolutely correct about the lightweight nature of ID transfers: | |
| ```python | |
| # Traditional approach: Transfer ALL data | |
| Bot_A β [5MB of JSON/code/video] β Bot_B | |
| # Sherin approach: Transfer only ID | |
| Bot_A β ["02_knowledge_20251115_001234"] β Bot_B |