Update LICENSE

LICENSE

@@ -1,67 +1,59 @@
-# Commercial License Agreement: CMS Manhattan JiRack V.1.2 (236B Dense Edition)
+# Commercial License Agreement: CMS Manhattan JiRack V.1.2  
 
 **Inventor/Licensor:** Konstantin Vladimirovich Grabko  
 **Contact:** grabko@cmsmanhattan.com | +1 (516) 777-0945  
-**Date:** December 22, 2025  
-**Status:** PATENT PENDING | PROPRIETARY TECHNOLOGY  
+**Date:** December 21, 2025  
+**Status:** PATENT PENDING / PROPRIETARY TECHNOLOGY  
 
 ---
+### 1. LEGAL NOTICE & PATENT STATUS  
 
-## 1. LEGAL NOTICE & INTELLECTUAL PROPERTY
+NOTICE TO ALL USERS: This repository contains proprietary technology for which patent applications are being prepared or are currently pending ("Patent Pending").  
 
-### NOTICE:  
-This repository and its contents are the exclusive property of **Konstantin Vladimirovich Grabko**. The architecture of the **236B Dense model**, specifically the **SWA (SwiGLU-Attention) Fusion** and **BRE (Buffered Routing Embedding)**, are protected under "Patent Pending" status.
+- **No Patenting Rights:**  
+  By accessing, downloading, or using this code, the user ("Licensee") expressly agrees NOT to file any patent applications, utility models, or intellectual property claims based on the methods, architectures (specifically BRE and SWA), or optimizations contained herein.  
 
-- **Non-Compete in Patenting:** Any party (Licensee) accessing this code is strictly prohibited from filing any patent applications that incorporate, build upon, or claim the BRE/SWA logic.  
-- **Copyright Protection:** The source code is protected by international copyright laws. Unauthorized distribution of modified versions without this license is a violation of the agreement.  
-- **Digital Timestamp:** Publication on this platform (GitHub/Hugging Face) serves as a legal record of **Prior Art** and establishes the Licensor's priority in all global jurisdictions.
+- **Prior Art Acknowledgment:**  
+  Any public disclosure or use of this code prior to the official patent grant constitutes an acknowledgment of Konstantin Vladimirovich Grabko’s ownership and established prior art, preserving all of the Licensor’s patent rights.  
 
 ---
+### 2. Grant of License  
 
-## 2. CORE ARCHITECTURE SPECIFICATIONS
+Licensor grants a **non-exclusive, worldwide, royalty-bearing license** to implement, modify, distribute, and commercially exploit the Invention, including:  
 
-The **236B Dense model** implements a high-precision architecture designed for maximum throughput on GPU/NPU clusters:
-
-| **Feature**          | **Technical Specification**                                       | **Status**            |
-|-----------------------|-------------------------------------------------------------------|-----------------------|
-| **Model Scale**       | 236 Billion Parameters (Dense)                                   | Proprietary           |
-| **SWA Block**         | Unified $Attn + FFN$ compute cycle for HBM optimization.         | Patent Pending        |
-| **BRE Routing**       | Optimized embedding layer for large-scale token routing.         | Patent Pending        |
-| **Hardware Target**   | Native AMD ROCm/HIP & NVIDIA CUDA support.                       | Commercial            |
+- Integration into proprietary software-as-a-service (SaaS) platforms.  
+- Deployment in edge-computing hardware and AMD ROCm-based clusters.  
+- Development of **"Derivative Works,"** defined as any software that significantly relies on the BRE or SWA fusion logic.  
 
 ---
+### 3. Key Technical Components  
 
-## 3. GRANT OF LICENSE
-
-Licensor grants a **non-exclusive**, **royalty-bearing**, worldwide license to:  
-
-- Deploy the **236B Dense model** for commercial inference and API services.  
-- Use the model for fine-tuning on proprietary enterprise datasets.  
-- Integrate the **SWA Fusion logic** into hardware-specific AI accelerators.  
+| **Component**                        | **Description**                                                                 |
+|--------------------------------------|---------------------------------------------------------------------------------|
+| **Ternary Quantization**             | Weights restricted to $W \in \{-1, 0, +1\}$ with learnable scaling ($\gamma$).  |
+| **Buffered Routing Embedding (BRE)** | Dynamic routing logic maximizing HBM-specific memory pooling.                   |
+| **SwiGLU-Attention (SWA) Fusion**    | Unified compute kernel merging FFN and MHA for efficiency.                      |
+| **Hardware Optimization**            | Optimization stack specifically for ROCm/HIP and non-NVIDIA hardware.           |
 
 ---
+### 4. Financial Terms  
 
-## 4. FINANCIAL TERMS & ROYALTIES
-
-- **Royalty Rate:** 5% of Net Revenue generated by any product or service that utilizes the **236B model architecture** or its derivative weights.  
-- **Usage Fee:** For non-revenue generating enterprise deployments, a flat annual licensing fee applies (contact Licensor for terms).  
-- **Audit Clause:** The Licensor reserves the right to perform an annual audit of usage logs to ensure compliance with royalty payments.
+- **Royalty:** 5% of Net Revenue derived from the commercial use of this Invention.  
+- **Upfront Fee:** Negotiable upon execution for enterprise-scale deployment.  
+- **Audit Rights:** Licensor may verify compliance and revenue reports annually via an independent auditor.  
 
 ---
+### 5. Restrictions  
 
-## 5. PROHIBITED USES & ATTRIBUTION
-
-- **No Reverse Engineering for Patents:** You may not deconstruct the **SWA/BRE logic** to file "defensive" patents.  
-- **Ethical Restriction:** The **236B model** must not be used for:
-  - Mass-scale psychological profiling.  
-  - Unauthorized surveillance.  
-- **Mandatory Attribution:**  
-  All commercial applications must display:  
-  *"Powered by CMS Manhattan JiRack 236B | Technology by Konstantin Grabko"*
+- **Ethical Use:** Excluded from use in lethal autonomous weapons systems, mass government surveillance, or applications violating international human rights laws.  
+- **No "Reverse" Patenting:** Licensee shall not attempt to "patent-around" this technology.  
+- **Required Attribution:** Commercial products must include the notice:  
+  *"Powered by CMS Manhattan JiRack Technology by Konstantin Vladimirovich Grabko."*  
 
 ---
+### 6. Governing Law & Arbitration  
+
+This agreement is governed by the laws of the State of New York, USA. Disputes shall be settled via binding arbitration in New York City under AAA rules to ensure confidentiality.  
 
-## 6. GOVERNING LAW
+---  
 
-This Agreement shall be governed by and construed in accordance with the laws of the **State of New York, USA**.  
-All legal proceedings shall be conducted through the **American Arbitration Association (AAA)** in New York City.