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README.md

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 **VeriLoop** is a model and runtime initiative built around **E³-Loop**, an evidence-driven closed-loop reasoning architecture created and designed by **Libo Wang**.
 
 Our core belief is simple: the future of advanced language models should not be locked behind ever-rising fine-tuning cost, closed infrastructure, or fragile model-specific customization.  
-VeriLoop explores a different path—one where open-weight models can be upgraded into an **agentic runtime system** through **context engineering as the primary control surface**, reinforced only by **minimal, targeted PEFT** where necessary.
+VeriLoop explores a different path-one where open-weight models can be upgraded into an **agentic runtime system** through **context engineering as the primary control surface**, reinforced only by **minimal, targeted PEFT** where necessary.
 
 ## What makes VeriLoop different