Upload claims.md

claims.md

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+# Intellectual Property Claims & Patent Pending Notice  
+
+**Project:** CMS Manhattan JiRack  
+**Inventor:** Konstantin Vladimirovich Grabko  
+**Contact:** grabko@cmsmanhattan.com  
+**Status:** [PATENT PENDING] - Formal Claims Filed/Drafted December 21, 2025.  
+
+---
+
+## ⚠️ NOTICE TO DEVELOPERS AND COMMERCIAL ENTITIES  
+
+The technologies, architectures, and methods disclosed in this repository are the proprietary intellectual property of Konstantin Vladimirovich Grabko. This document serves as a formal public record of the following claims to establish **Prior Art** and notice of **Patent Pending** status.  
+
+---
+
+## I. Field of Invention  
+
+This invention pertains to **machine learning optimization**, specifically the **compression and hardware-acceleration of Transformer-based models** for non-NVIDIA (ROCm/HIP) environments.  
+
+---
+
+## II. Core Intellectual Property Claims  
+
+### 1. Ternary-Quantized Optimization  
+A method for reducing model VRAM footprint by quantizing weights into a ternary set $\{-1, 0, +1\}$ utilizing:  
+- A learnable scaling factor $\gamma$.  
+- A straight-through estimator (STE) to maintain model perplexity.  
+- Achieving up to 70% memory reduction.  
+
+### 2. Buffered Routing Embedding (BRE)  
+A proprietary dynamic routing architecture that utilizes **shared memory pools** on High Bandwidth Memory (HBM). This claim covers:  
+- The specific **per-layer buffering logic** that minimizes redundant data movement between the GPU global memory and compute units.  
+
+### 3. SwiGLU-Attention (SWA) Fusion  
+A novel fused compute kernel that integrates the **SwiGLU feed-forward network (FFN)** and **Multi-Head Attention (MHA)** into a single operational pass. This claim specifically covers:  
+- The reduction of activation memory overhead.  
+- The resulting thermal optimization (maintaining $<80^\circ\text{C}$).  
+
+### 4. Hardware-Agnostic Inference Pipeline  
+The specific software stack and **asynchronous memory pooling routine** optimized for ROCm/HIP runtimes, enabling **high-throughput LLM performance on non-proprietary hardware**.  
+
+---
+
+## III. Legal Restrictions & Usage  
+
+- **Non-Transferable:**  
+  Access to this code does not constitute a transfer of ownership of the underlying inventions.  
+
+- **Anti-Patent Clause:**  
+  Any party using this code is strictly prohibited from filing patent applications based on the **BRE**, **SWA**, or **Ternary-Quantized methods** described herein.  
+
+- **Commercial Licensing:**  
+  Any commercial use (SaaS, hardware integration, etc.) requires a **signed execution of the CMS Manhattan JiRack License V.1.2**.  
+
+---
+
+## IV. Contact for IP Inquiries  
+
+For patent licensing, joint venture opportunities, or freedom-to-operate inquiries, please contact:  
+
+**Konstantin Vladimirovich Grabko**  
+- **Email:** grabko@cmsmanhattan.com  
+- **Phone:** +1 (516) 777-0945  
+- **Location:** New York, USA