Compressed Memory Manifold (CMM)
A Non-Lexical, Mapless, Machine-Sovereign Storage Manifold and Method for Delimiter-Free State Rehydration
The Compressed Memory Manifold (CMM) is a patent-pending binary storage and rehydration system developed by Green Recursive Utility Service LLC. CMM is a foundational replacement for legacy structured-data formats — including JSON, XML, CSV, Protocol Buffers, and similar serialization systems — that fundamentally eliminates the parsing operation from the data lifecycle.
CMM is the subject of U.S. Provisional Patent Application No. 64/065,881, filed with the United States Patent and Trademark Office on May 14, 2026, and is assigned to Green Recursive Utility Service LLC. The technology, methods, formats, codecs, and architectures described herein are protected intellectual property of GRUS LLC and are available exclusively under license.
Intellectual Property & Stewardship
| Patent Application Number | US 64/065,881 |
|---|---|
| Filing Type | Utility — Provisional Application under 35 U.S.C. § 111(b) |
| Filing Date | May 14, 2026 — 6:17:38 PM ET |
| Confirmation Number | 9869 |
| Patent Center Number | 76244506 |
| Jurisdiction | United States Patent and Trademark Office (USPTO) |
| Inventor | Nicholas Wray Cordova |
| Assignee / Owner | Green Recursive Utility Service LLC (GRUS LLC) |
| Status | Patent Pending |
| Public Disclosure | Mirrored on Zenodo for permanent academic timestamp and citation |
CMM is stewarded by Green Recursive Utility Service LLC. The provisional filing locks priority date and establishes the framework for the corresponding non-provisional application. All patent rights, royalty entitlements under 35 U.S.C. § 154(d), and licensing decisions are held exclusively by GRUS LLC.
What CMM Is
CMM is defined by what is termed the Dual-Omission Principle — the simultaneous and absolute removal of two structural mechanisms found in every other modern data format:
OMISSION 1All lexical delimiters are removed. CMM contains no commas, no brackets, no braces, no colons, no quotation marks, no embedded keys, and no structural punctuation of any kind. The bytes themselves carry no instructions for how to be read.
OMISSION 2All structural instruction maps are removed. CMM contains no embedded headers, no schema descriptors, no type prefix bytes, no pointer arrays, no allocation tables, and no metadata explaining the layout.
In place of these mechanisms, CMM employs fixed mathematical byte-offsets hardcoded at compile time as the sole organizing principle. A field is not located by parsing; a field is located by arithmetic. Data is loaded into hardware by direct memory-mapping, immediately usable by the CPU's Arithmetic Logic Unit without intermediate translation.
This combination — the absence of delimiters together with the absence of instruction maps, replaced by fixed-offset arithmetic — defines the patented format. Any storage representation that organizes structured data through this combination falls within the claims of the pending patent.
Verified Performance
Benchmarks measured on commodity hardware (Intel i9-13900K, 64 GB DDR5, NVMe Gen 4 SSD) using a 500,000-record financial dataset. Results are independently reproducible.
| Metric | Legacy (JSON) | CMM | Improvement |
|---|---|---|---|
| Storage Footprint | 35.0 MB | 12.5 MB | 64.3% reduction |
| Cold Load Latency | 895 ms | 139 ms | 6.4× faster |
| Peak RAM Usage | 850 MB | 40 MB | 95.3% reduction |
| L1 Cache Miss Rate | 40.2% | 0.81% | 98% reduction |
| CPU Cycles Consumed | 1.2 billion | 30 million | 97.5% reduction |
| Thermal Load | 125 W | 22 W | 82.4% reduction |
Architectural Components
The Chomper — Conversion Agent
Transforms legacy formats (JSON, XML, CSV, Protocol Buffers) into CMM binary manifolds in a single forward pass. Operates at approximately 360,000 records per second on commodity hardware. Reference implementations in Python, C++, and Rust are filed as part of the patent record.
The Sovereign Codec — Bit-Harvesting Channel
Exploits structural redundancy in variable-length binary encoding (canonical versus non-canonical paths) to embed a secondary channel of meta-signals into the physical byte representation without consuming additional storage bytes. The choice of encoding path becomes a free communication channel for routing hints, priority signals, and version markers.
The Rehydrator — Memory-Mapped State Restoration
Loads CMM manifolds directly into virtual address space using standard operating system primitives (mmap on Unix-like systems, MapViewOfFile on Windows). The mapped memory is immediately usable; there is no parsing phase, no intermediate parse tree, and no allocation overhead. Field access is direct pointer arithmetic.
Integration: No New Systems Required
CMM is designed for adoption without architectural disruption. Organizations do not need to rewrite existing applications, halt development cycles, or assemble new engineering teams.
Mass conversion to CMM format is delivered through GRUS LLC's automated GitHub-based deployment pipeline. The pipeline is already constructed, tested, and operational. Integration consists of:
- The Chomper reads legacy data streams (JSON, XML, CSV, Protocol Buffers, MessagePack, BSON, CBOR) and produces CMM manifolds without modification to upstream systems.
- The Rehydrator consumes CMM manifolds and delivers state data to downstream applications through standard memory-mapped file interfaces familiar to every modern operating system.
- The CMM Mint pipeline — provided by GRUS LLC — handles deployment, versioning, monitoring, and integration with existing data flows through CLI tools, Docker containers, and CI/CD configurations.
For licensed integrations, typical timeline from contract execution to first production manifold is thirty to ninety days, depending on scope and scale.
Scope of Protection
The pending patent covers the format, the methods, the architectures, the codecs, and the implementations. The protected scope includes — but is not limited to — any storage representation that:
- Combines the absence of lexical delimiters with the absence of structural instruction maps;
- Uses fixed mathematical byte-offsets hardcoded at compile time as the sole organizing principle;
- Enables zero-parse rehydration through direct memory mapping;
- Employs the bit-harvesting codec for secondary meta-signal channels through canonical and non-canonical encoding paths;
- Uses hardware-aligned grain structures for direct CPU cache-line ingestion.
The patent protection follows the substance of the format and the methods, not any particular file extension or naming convention. A representation that re-implements the patented architecture under a different label is still subject to the same patent rights.
Public Disclosure & Academic Record
The provisional patent application has been mirrored to Zenodo as a permanent academic publication, providing a citeable DOI and immutable timestamp for prior-art purposes. This dual record — USPTO filing plus Zenodo publication — establishes both legal priority and scholarly citation infrastructure.
Primary record: USPTO Patent Center, Application 64/065,881
Public mirror: Zenodo Publication / Patent record (DOI assigned upon indexing)
Repository: GRUS LLC public GitHub (reference implementations, benchmarks, integration pipeline)
Licensing Portal
CMM is available for commercial licensing under terms structured for the recipient's scale of deployment. Use of the CMM format, methods, architecture, or pipeline in any commercial context requires a license issued directly by Green Recursive Utility Service LLC. No license, express or implied, is granted by publication, by code availability, or by repository access.
License tiers include enterprise (hyperscaler), industry-vertical, geographic, and government structures. Academic and non-commercial research use is available under a separate open-research arrangement with attribution and notification requirements.
For all licensing inquiries, deployment discussions, technical demonstrations, and commercial engagement, contact Green Recursive Utility Service LLC directly:
📧 management@greenrecursiveutilityservice.org
Green Recursive Utility Service LLC
205 East 3rd Street, Weatherford, Texas 76086, United States
Inquiries are answered directly. All correspondence is reviewed by the principal officer of GRUS LLC. Confidentiality terms are available upon request prior to substantive technical disclosure.
About Green Recursive Utility Service LLC
Green Recursive Utility Service LLC (GRUS LLC) is a Texas-registered limited liability company operating as a data utility. The company holds and stewards a portfolio of patented and patent-pending digital infrastructure products. GRUS LLC operates entirely through automated pipelines and licensed deployments rather than traditional service-hour models — the company is a digital infrastructure provider, not a consulting firm.
GRUS LLC's product portfolio is presented through the company website. Each product entry is a self-contained licensing portal with its own patent, public disclosure, technical documentation, and contact gateway.