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README.md

@@ -22,7 +22,7 @@ library_name: transformers
 
 <img src="https://list-coder.com/logo.png" width="120" alt="List Coder Logo">
 
-# 🌌 List-3.0-Ultra-Coder
+# 🌌 List-3.0-Ultra-Coder
 
 ### The Next Frontier of AI-Powered Software Engineering
 
@@ -32,7 +32,7 @@ library_name: transformers
 
 ---
 
-**228 Billion Parameters** · **256 Mixture-of-Experts** · **204K Context Window** · **Multi-Token Prediction**
+**228 Billion Parameters** · **256 Mixture-of-Experts** · **204K Context Window** · **Multi-Token Prediction**
 
 *The largest and most capable coding model ever built for the List-Coder ecosystem.*
 
@@ -42,13 +42,13 @@ library_name: transformers
 
 ## 🏆 Why List-3.0-Ultra-Coder?
 
-**List-3.0-Ultra-Coder** is not just an incremental update — it's a generational leap. Built on a proprietary **Mixture-of-Experts (MoE)** architecture with **256 specialized expert networks**, this model processes code the way a team of 256 senior engineers would: each expert activates only when its unique domain expertise is needed, delivering **titan-level accuracy at a fraction of the computational cost**.
+**List-3.0-Ultra-Coder** is not just an incremental update — it's a generational leap. Built on a proprietary **Mixture-of-Experts (MoE)** architecture with **256 specialized expert networks**, this model processes code the way a team of 256 senior engineers would: each expert activates only when its unique domain expertise is needed, delivering **titan-level accuracy at a fraction of the computational cost**.
 
 > **"We didn't build another coding assistant. We built the engineer that engineers wish they had."**
 
 ---
 
-## 📊 Performance Benchmarks
+## 📊 Performance Benchmarks
 
 We benchmark against the best models on the planet. No cherry-picking. No asterisks.
 
@@ -67,13 +67,13 @@ We benchmark against the best models on the planet. No cherry-picking. No asteri
 
 ---
 
-## âš¡ What's New in 3.0
+## ⚡ What's New in 3.0
 
 | Feature | List-2.0 | **List-3.0** |
 | :--- | :---: | :---: |
 | Parameters | 500B (Dense) | **228B (MoE)** |
 | Active Parameters | 500B | **~7B per token** |
-| Expert Networks | — | **256 Specialists** |
+| Expert Networks | — | **256 Specialists** |
 | Context Window | 128K | **204,800 tokens** |
 | Multi-Token Prediction | ❌ | **✅ 3-token lookahead** |
 | FP8 Quantization | ❌ | **✅ Dynamic** |
@@ -83,7 +83,7 @@ We benchmark against the best models on the planet. No cherry-picking. No asteri
 
 ---
 
-## 💎 Technical Specifications
+## 💎 Technical Specifications
 
 ```yaml
 Architecture:         Mixture-of-Experts (MoE) with Multi-Token Prediction (MTP)
@@ -98,12 +98,12 @@ Context Window:       204,800 tokens (~400 pages of code)
 Quantization:         FP8 (float8_e4m3fn) with dynamic activation
 Precision:            BFloat16 (training) / FP8 (inference)
 Vocabulary:           200,064 tokens
-RoPE θ:               5,000,000 (extreme long-context support)
+RoPE θ:               5,000,000 (extreme long-context support)
 ```
 
 ---
 
-## 🚀 Get Started in 60 Seconds
+## 🚀 Get Started in 60 Seconds
 
 ### Option 1: List Coder IDE (Recommended)
 
@@ -111,9 +111,9 @@ The fastest way to experience **List-3.0-Ultra-Coder** at full power.
 
 1. **Download** the List Coder IDE from **[list-coder.com](https://list-coder.com/download)**
 2. **Sign in** with your account
-3. **Start coding** — the model is pre-configured and ready
+3. **Start coding** — the model is pre-configured and ready
 
-> 💡 The IDE provides native integration with all List models, including real-time code completion, multi-file refactoring, and architectural guidance.
+> 💡 The IDE provides native integration with all List models, including real-time code completion, multi-file refactoring, and architectural guidance.
 
 
 ### Option 3: Local Deployment (Advanced)
@@ -140,11 +140,11 @@ print(tokenizer.decode(outputs[0], skip_special_tokens=True))
 
 ---
 
-## 🎯 What List-3.0 Excels At
+## 🎯 What List-3.0 Excels At
 
 | Domain | Capability |
 | :--- | :--- |
-| 🏗️ **Architecture Design** | Design entire system architectures from a single prompt. Microservices, event-driven, CQRS — it knows them all. |
+| 🏗️ **Architecture Design** | Design entire system architectures from a single prompt. Microservices, event-driven, CQRS — it knows them all. |
 | 🔄 **Multi-File Refactoring** | Understands 200K+ tokens of context. Refactor across hundreds of files with full dependency awareness. |
 | 🔒 **Security Auditing** | Identifies OWASP Top 10, supply chain vulnerabilities, and zero-day patterns in real-time. |
 | 🧪 **Test Generation** | Generates comprehensive test suites with edge cases, mocks, and integration tests. |
@@ -160,22 +160,22 @@ print(tokenizer.decode(outputs[0], skip_special_tokens=True))
 | [**List Coder IDE**](https://list-coder.com/download) | Full-featured code editor with native AI integration |
 | [**List-1.0-Ultra-Coder**](https://huggingface.co/List-cloud/List-1.0-Ultra-Coder) | Fast, lightweight model for everyday coding |
 | [**List-2.0-Ultra-Coder**](https://huggingface.co/List-cloud/List-2.0-Ultra-Coder) | High-performance dense model for complex tasks |
-| [**List-3.0-Ultra-Coder**](https://huggingface.co/List-cloud/List-3.0-Ultra-Coder-Brain) | Our flagship — 228B MoE powerhouse |
+| [**List-3.0-Ultra-Coder**](https://huggingface.co/List-cloud/List-3.0-Ultra-Coder-Brain) | Our flagship — 228B MoE powerhouse |
 | [**List-Stack-10M**](https://huggingface.co/List-cloud/List-Stack-10M) | Specialized for full-stack web development |
 
 ---
 
-## 📜 License
+## 📜 License
 
 This model is released under the **Apache 2.0 License**. You are free to use, modify, and distribute it for both commercial and non-commercial purposes.
 
 ---
 
-## 🔗 Connect
+## 🔗 Connect
 
 - 🌐 **Website:** [list-coder.com](https://list-coder.com/)
 - 🏢 **Organization:** [List-cloud on HuggingFace](https://huggingface.co/List-cloud)
-- 📧 **Enterprise Sales:** enterprise@list-coder.com
+- 📧 **Enterprise Sales:** enterprise@list-coder.com
 
 ---
 
@@ -183,9 +183,9 @@ This model is released under the **Apache 2.0 License**. You are free to use, mo
 
 ### ⭐ Star this repo if List-3.0 helps you code faster
 
-**Built with obsession by [List Enterprise](https://list-coder.com/) — Making every developer 10x.**
+**Built with obsession by [List Enterprise](https://list-coder.com/) — Making every developer 10x.**
 
-*© 2026 List Enterprise. All rights reserved.*
+*© 2026 List Enterprise. All rights reserved.*
 
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