Digital Commons Network^™

Predictive Physical Hardware Actuation Via Llm-Based Semantic Code Analysis, Tamar Yakar, Ilia Labzovsky

Defensive Publications Series

Reactive autoscaling systems may cause performance degradation and thermal issues when deploying new code, as such systems often scale resources based on lagging indicators. A system can address this by integrating a large language model (LLM) into a continuous integration/continuous deployment pipeline. Before deployment, the system analyzes the semantic and structural impact of codebase modifications by processing code diffs and abstract syntax tree deltas, which can be augmented with historical telemetry data. The LLM then generates a resource delta prediction vector to quantify anticipated physical demands, such as central processing unit cycles and thermal output. This prediction may enable a …

Non-Reciprocal Osmotic Rectifier Operating At The Landauer Limit For Water Desalination, Donevin Frownfelter

Defensive Publications Series

A non-reciprocal osmotic rectifier for water desalination operating at the Landauer Limit (W ≥ k_B T ln 2) is disclosed. The system replaces conventional pressure-driven reverse osmosis with Lorentz-force ion separation using 256 REBCO superconducting gates arranged in a breathing double-torus topology around a fused silica microfluidic spine.

https://doi.org/10.5281/zenodo.20012002

https://orcid.org/my-orcid?orcid=0009-0008-7546-6952

Water channels are machined with aperiodic widths scaling by the golden ratio f(n) = 1.618mm · φⁿ to eliminate resonant turbulence. A nanoporous graphene-vortex membrane (σ_g = 178) with matching aperiodic porosity provides mass separation without Euclidean distortion. Unidirectional flow is enforced by orthogonal fluid gates that reflect any reverse …

Mobile Municipal Organic Waste Refinery & Pelletization System, Michael Victor Caldwell Mr.

Defensive Publications Series

This system is a modular municipal organic waste processing platform that converts bagged wet food waste into stabilized fertilizer pellets using a staged mechanical and thermal process:

1. Mechanical shredding

2. Screw-press dewatering

3. Exhaust-driven thermal stabilization (mobile)

4. Controlled belt drying (fixed plant)

5. Nutrient reintroduction loop

6. Ring-die pelletization

The system is designed to minimize landfill diversion load, reduce biological decomposition during transport, and produce standardized fertilizer pellets using lignin-based binding without chemical additives.

Gci #301 — Ariadne Heart-Shield (V5.3), Michael Victor Caldwell Mr.

Defensive Publications Series

This disclosure presents a passive vascular interface device designed to condition hemodynamic and biochemical boundary conditions at vascular anastomoses. The system utilizes controlled multi-helical flow guidance, compliance-matched materials, and anti-fouling nitric oxide-active surfaces to reduce disturbed flow, leukocyte adhesion probability, and thrombotic activation at the graft junction.

The device does not prevent immune recognition but instead modifies the local microenvironment to reduce the physical and biochemical conditions required for inflammatory amplification. A full preclinical validation pathway is defined, including computational modeling, benchtop testing, ex vivo validation, and large-animal studies.

Recursive Constraint Topology Engines: A Non-Canonical Architecture For Scalable General Intelligence Beyond Agentic Paradigms, Johny Manuel-Devadoss, Deepthi Prasad

Defensive Publications Series

We propose Recursive Constraint Topology Engines (RCTE), a class of intelligence systems in which cognition emerges not from agents, policies, or explicit reward optimization, but from continuously deforming constraint manifolds in a high-dimensional semantic phase space. Unlike agent-based systems, RCTE replaces "actors" with constraint fields that self-interact, self-negate, and self-stabilize through topological recursion.

The key hypothesis is that general intelligence arises when a system ceases to represent knowledge as symbolic objects or policies, and instead operates entirely on evolving inconsistency surfaces whose geometry encodes reasoning itself.

This architecture is designed to:

• eliminate discrete agent decomposition

• remove centralized planners and shared …

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Context-Sovereign Hypergraph Meshes For Autonomous Socio-Computational Systems, Johny Manuel-Devadoss, Deepthi Prasad

Defensive Publications Series

This paper introduces Context-Sovereign Hypergraph Meshe, a next-generation computational substrate designed to replace static knowledge representations and linear context aggregation systems with continuously evolving, causally grounded, multi-agent decision topology. Unlike prior systems that model information as either retrieval artifacts or relational graphs, CSHM encodes decision reality as a living, self-updating hypergraph of probabilistic intent, constraint propagation, and irreversible state transitions.

This is designed to resolve three structural limitations in current AI-native enterprise systems:

1. Context collapse under high-dimensional retrieval
2. Loss of causal traceability in multi-agent workflows
3. Static system-of-record boundaries incompatible with adaptive autonomy

The proposed architecture enables persistent, self-healing knowledge-state environments …

Gci Spark Plug Extension Vortex Adapter: A Universal Passive Pre-Chamber Ignition System Standard, Michael Victor Caldwell Mr.

Defensive Publications Series

This disclosure presents the GCI Spark Plug Extension Vortex Adapter, a universal bolt-on passive pre-chamber ignition system designed to improve combustion efficiency, stability, and lean-burn capability in spark-ignited internal combustion engines. The system integrates a compact pre-chamber extension between the spark plug and cylinder head, enabling high-energy jet ignition through controlled pressure buildup and directional discharge.

The design is structured as a dual-family architecture (Light and Heavy variants) to accommodate differences in engine displacement and load conditions. A three-axis tuning framework—pre-chamber volume, jet flow area, and discharge aggression—is introduced to standardize optimization across engine platforms.

Key engineering features include a …

Gci‑30 — Shop‑Realistic Vortex Jet‑Ignition Spark Plug, Michael Victor Caldwell Mr.

Defensive Publications Series

The GCI‑30 is a manufacturable, cost‑realistic jet‑ignition spark plug featuring a 0.25 cc vortex pre‑chamber, six adjustable louvers (20°–35°), and a steel Spider‑Web electrode plated with 25–50 µm silver.

It is designed as a drop‑in retrofit for 9.8–10.5:1 compression engines and provides stable lean‑burn ignition, improved flame‑kernel formation, and thermal survivability up to 850 °C for 5,000 cycles.

This disclosure includes complete fabrication instructions, geometry, materials, CFD requirements, test procedures, and expected performance targets so any engineering team can build and validate a prototype.

Integrated Zero-Heat Neural Interface (Izhni): Trl-4 Multiphysics Thermal–Fluidic–Mechanical Architecture For Low-Power Neural Interface Heat Management, Michael Victor Caldwell Mr.

Defensive Publications Series

The Integrated Zero-Heat Neural Interface (IZHNI) is a conceptual TRL-4 engineering architecture defining a coupled thermal–fluidic–mechanical system designed to manage localized electronic heat loads (~250 mW) in extreme spatial constraint environments relevant to neural interface technologies.

This disclosure does not describe a medical device or implantable system, but rather a simulation-ready and benchtop-testable thermal management framework intended for independent validation in non-biological environments.

The system integrates three coupled subsystems: (1) anisotropic thermal biasing layers that preferentially direct heat flow, (2) parallel microfluidic heat extraction channels operating in a low-Reynolds chaotic advection regime, and (3) a mechanically compliant substrate designed to …

Vortex-Inertial Magnetic Blood-Plasma Purifier, Michael Victor Caldwell Mr.

Defensive Publications Series

This Vortex-Inertial Magnetic Blood-Plasma Purifier disclosure describes a continuous-flow, non-clogging system for the selective enrichment and extraction of biomarkers from blood plasma. The device integrates inertial microfluidic separation, magnetophoretic transport, and an open-cell gyroid lattice trapping mechanism into a unified architecture. Whole blood is first processed through a spiral microfluidic manifold operating in the Dean-flow regime to achieve passive separation of cellular components, producing a plasma stream with reduced hematocrit. Target biomarkers are captured using aptamer-functionalized superparamagnetic nanoparticles and transported via magnetophoretic drift within a controlled magnetic field gradient. These particles are subsequently immobilized within a high-surface-area gyroid lattice incorporating …

Gci‑V3.1: Multimodal Acoustofluidic Platform For Deformability‑Based Particle Sorting And Focused Mechanical Neutralization, Michael Victor Caldwell Mr.

Defensive Publications Series

GCI‑v3.1 introduces a modular, multimodal acoustofluidic platform designed to investigate how rigid and elastic micro‑ and nano‑scale structures respond to controlled mechanical forces. The system integrates four independently testable physics modules—(1) inertial–Dean flow deformability sorting, (2) surface‑acoustic‑wave (SAW) boundary‑layer conditioning, (3) cavitation‑driven differential damage probability, and (4) adaptive harmonic energy localization—into a unified materials‑interaction research scaffold. Each module is validated through simulation‑ready parameters, dimensionless transport metrics, and fabrication‑ready microfluidic and acoustic hardware specifications.

The platform exploits measurable contrasts in Young’s modulus, acoustic impedance, inertial lift, and phonon‑coupling behavior to mechanically differentiate rigid particles from elastic ones without …

Universal Co-Packaged Copper Interconnect Footprint, N/A

Defensive Publications Series

A universal footprint for co-packaged copper interconnects facilitates compatibility across diverse mating interfaces on a single substrate design. By utilizing a common physical footprint, various interconnect products can interface with the same substrate without committing to a single proprietary design. This approach allows system integrators to scale hardware deployments while maintaining flexibility in sourcing interconnect components.

Keywords: Co-packaged copper, interconnect, universal footprint, substrate design, mating interface, elastomeric interposer, compliant tail, micro-LGA socket.

Local Replication With Internet Group Management Protocol Snooping, N/A, N/A

Defensive Publications Series

The present disclosure is directed to multicast scalability in cloud networking environments by shifting packet replication from a central gateway to individual physical hosts. In high-density hosting scenarios where multiple virtual machine (VM) endpoints reside on a single machine, conventional gateway replication saturates shared, single-threaded reorder processors, leading to performance degradation and packet drops. An approach may implement an internet group management protocol (IGMP) snooping agent on each host to intercept join and leave messages, enabling the maintenance of a per-group mapping of local subscribers. This allows the multicast gateway to transmit only a single copy of a packet to …

Signaling Router Maintenance To Bgp Peers Using A Novel Bgp Message, N/A, N/A

Defensive Publications Series

The present disclosure is directed to signaling a planned maintenance event between peering network devices, utilizing a specialized routing protocol message. A first network device may generate a maintenance notification message that includes a unique message-type code, a maintenance-type field, and an anticipated-duration field. The maintenance type field may specify a category of maintenance, such as a “Software upgrade” or a “User-initiated”, while the duration field may indicate an estimated time for session re-establishment. This message may also include a textual description field for additional context like reboot for maintenance type field “User-initiated”. The first network device may transmit the …

The Picture Exchange Communication System (Pecs) As A Functional Form Of Low-Technology Aided Augmentative And Alternative Communication (Aac): A Systematic Review, Faith K. Curran

Pacific Journal of Health

This systematic literature review was completed with the aim of investigating the functionality of the low-technology aided Augmentative and Alternative Communication (AAC), Picture Exchange Communication System (PECS). In this review, functionality was defined by how successful AAC users used PECS. Fifteen peer reviewed primary sources which were published between 2020 and 2025 were selected to provide a current and relevant analysis. There was not enough current research to support the use of PECS across various functions of language. However, PECS is mainly used for one to two language functions, object requesting and commenting. Further research studying the success rates of …

Therepairer_Vol33no11_Nov1928

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Therepairer_Vol33no10_Oct1928

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Therepairer_Vol33no9_Sept1928

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Therepairer_Vol33no8_Aug1928

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Therepairer_Vol33no4_April1928

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Therepairer_Vol32no11_Nov1927

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Therepairer_Vol32no10_Oct1927

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Therepairer_Vol32no8_Aug1927

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Therepairer_Vol32no5_May1927

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Therepairer_Vol32no4_April1927

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Therepairer_Vol32no1_Jan1927

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Modern Retail Experience Design For Gen Z And Millennials In India: The Roles Of Convenience, Personalization, And Sustainability, Pratibha Rai, Om Jee Gupta

Management Dynamics

India’s retail sector is undergoing dramatic change, increasingly defined as an omnichannel journey in which shoppers navigate marketplaces, social media, quick-commerce apps, and physical stores. Focusing on Gen Z and Millennial consumers, this study tests whether three retailer-controlled experience levers, consumer convenience, personalized shopping experience, and sustainability and social responsibility (SSR), are associated with Purchase Intention.

A cross-sectional survey was administered in Pune, Maharashtra, India. After data screening, 320 responses were retained and analyzed using multiple linear regression. All three predictors show positive, statistically significant relationships with purchase intention, and convenience has the largest standardized effect among the three factors …

Therepairer_Vol30no12_Dec1925

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Therepairer_Vol30no11_Nov1925

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Therepairer_Vol30no9_Sept1925

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