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