Digital Commons Network^™

Dual-Axis Scoring For Automated Synthesis Of Operational Architectures, Hariprasad Rengarajan, Rahul Jindal

Defensive Publications Series

Some workflow automation systems may evaluate tasks based on a single dimension of logical feasibility, which may not account for human-centric factors and can potentially lead to suboptimal automation strategies. A system may utilize a dual-axis scoring engine to analyze discrete operational tasks along both a cognitive complexity axis and a relational sensitivity axis. Based on a resulting two-dimensional score, each task can be mapped to an execution authority protocol that suggests an appropriate level of automation. An algorithmic synthesis module may then restructure the operational process by applying a library of execution patterns, such as parallelizing independent tasks. This …

Method To Support Distributed And Modular Non-Access Stratum (Nas) Architecture For Improving Network Scalability And Resiliency, Ravi Shekhar, Dishant Parikh

Defensive Publications Series

Techniques are described for a distributed and modular Non-Access Stratum (NAS) architecture in which NAS processing is offloaded from an Access and Mobility Management Function (AMF) to one or more NAS agents. The NAS agents enable direct communication between network functions and user equipment, reducing dependence on the AMF for signaling and scaling. This architecture improves scalability, resiliency, and signaling efficiency, lowers latency, and helps avoid centralized bottlenecks and single points of failure in next-generation networks.

Dynamic Gateway Assignment For A Programmable Core In Any-G Networks, Anthony Maswan Fajri, Anders Askerup

Defensive Publications Series

Described herein is a Session Management Function Management Function (SMF-MF) that can provide a unified, intelligent system for optimizing performance across Any-G networks. By leveraging subscriber-level data and real-time network analytics, the SMF-MF can enable AI-driven load balancing and seamless session management while significantly reducing signaling overhead. The disclosed architecture may provide a centralized and future-ready approach to gateway selection that bridges operational differences between Long-Term Evolution (LTE) and Fifth Generation (5G) environments.

Multi-Cloud Latency-Aware Ledger Synchronization Layer System And A Method Thereof, Ananya Verma, Raouf Khan

Defensive Publications Series

The present disclosure relates to a multi-cloud latency-aware ledger synchronization layer system for maintaining consistency of payment networks across geographically distributed data centers. The system includes a distributed telemetry mesh configured to continuously measure inter-cloud network performance metrics such as latency, jitter, and packet loss. Furthermore, the system employs a latency surface modeling engine configured to construct a dynamic latency surface model based on the measured metrics. A synchronization scheduler is then configured to select replication targets and timing windows for ledger updates based on real-time assessments of the latency surface model and compliance constraints, ensuring that critical updates are …

Offline‑First Transaction Buffering With Merkle‑Root Synchronization For Mobile Api Requests, Harshwardhan Tripathi

Defensive Publications Series

The present disclosure relates to a method and a system for synchronizing offline-generated Application Programming Interface (API) requests using Merkle roots between a client device and a server. The present disclosure suggests buffering one or more API requests in a persistent local storage queue responsive to unavailability of network connectivity. Thereafter, the present disclosure suggests generating, for each buffered API request, a cryptographic leaf hash based on a canonical representation of the corresponding API request. Upon generating the cryptographic leaf hash, the present disclosure suggests constructing, by the client device, a Merkle tree including the cryptographic leaf hashes as leaf …

Agentic System For Real-Time Social Media Intelligence Synthesis And Strategic Briefing Generation, Kevin Babu

Defensive Publications Series

A technique is proposed for real-time social media intelligence synthesis and strategic briefing generation. Engagement metrics associated with social media content associated with a user are obtained. An artificial intelligence (AI) agent configured to derive data for a social media briefing based on the engagement metrics is instantiated. The AI agent is caused to calculate an engagement velocity of the social media content based on a rate of change of the engagement metrics over a time period. The AI agent is caused to to determine a brand sentiment forecast and a viral breakout point based on the engagement velocity and …

Virtual/Augmented Reality Paired Driving Using Digital Key Enabled Device For Pairing/Authentication, Nick Miller, Emelie Jess Ashdown

Defensive Publications Series

This disclosure describes a system for safely driving a vehicle from a remote location using an extended reality (XR) headset, virtual reality (VR) goggles, augmented reality (AR) glasses, or a hardware simulator. Existing remote driving, tele-operation, or remote vehicle control methods often rely on simple passwords, which can be less secure. This new technique uses a high-security digital car key stored on a physical device—such as a smartphone, an object tracking tag, or a small hardware “puck”—that should be placed inside the vehicle before it can be operated remotely. This creates a physical requirement that ensures only someone with authorized …

Optimized, Context-Aware Large Language Model (Llm) Architecture For Artificial Intelligence (Ai)-Native Sixth-Generation (6g) Networks, Swapnil Barai, Ravi Shekhar, Dishant Parikh, Gaurav Kumar Rungta

Defensive Publications Series

The evolution toward sixth-generation (6G) networks introduces agentic communication, in which autonomous software agents interact and execute actions based on real-time environmental data. Large language models (LLMs) provide reasoning capability for such agents, but deploying an individual LLM for each agent can be operationally and economically infeasible. This disclosure presents a consolidated, context-aware LLM architecture that centralizes LLM resources within a 6G core and logically separates the resources into control plane (CP) and user plane (UP) instances. Using a shared resource model and a context-tagging mechanism based on device type, radio access technology (RAT), and function type, the architecture supports …

Multi-Agent Safety Architecture Using Geometric Projections And Cryptographic Egress Control, Neel Mohbe

Defensive Publications Series

Decentralized, multi-agent artificial intelligence (AI) systems can introduce structural vulnerabilities, such as emergent toxicity and alignment erosion, that existing safety paradigms may not fully address. A multi-agent safety architecture is described that can treat safety as a geometric and cryptographic property of a network's communication and consensus fabric. A method can involve mathematically defining a safety concept as a subspace within a model’s activation manifold to create an orthogonal projection operator. This operator may filter agent states to help mitigate harmful emergent content, a cryptographic egress layer with low-rank proofs can be used to verify the filter's application before messages …

Ambient Pre-Conscious Intelligence (Api), Johny Manuel-Devadoss, Deepthi Prasad, Jayden Jack Johnson

Defensive Publications Series

Current artificial intelligence systems are, in practice, still largely reactive in nature. Even the most advanced assistants typically require explicit user prompts, clearly observable interaction events, or high-confidence inference of user intent before they engage in meaningful computational support. As a result, there is an inherent delay between the moment a cognitive need begins to emerge and the moment a system is able to respond. This delay is not merely a technical limitation; it introduces measurable friction into everyday human–computer interaction. In complex, information-dense environments, this friction accumulates, contributing to increased task-switching costs, reduced continuity of thought, and elevated cognitive …

Secure Live Streaming Architecture With Continuous Visual Identity Verification And Avatar‑Based Subject Representation, Krzysztof P. Bednarz

Defensive Publications Series

This publication describes a secure live streaming software architecture in which a human subject is continuously recognised using computer vision, visually occluded, and replaced in real time with an avatar-based graphical representation. The system supports local, remote, and distributed processing across mobile devices, desktop systems, and network-connected services. Identity verification is enforced throughout the streaming session, and streaming output is automatically frozen, paused, or terminated if the recognised subject no longer matches an authorised identity profile. This version extends the disclosure to include explicit failure modes and attack scenarios, strengthening its value as defensive prior art.

Markovian Communication Protocol For Efficient Communication In Distributed Systems, Shivam Mohan

Defensive Publications Series

ABSTRACT

The proposed protocol introduces a Markovian approach to message propagation in distributed computing systems, emphasizing reduced overhead and enhanced fault tolerance. Each node functions as a stateless agent, making forwarding decisions solely based on its current state and the received message, consistent with the Markov property. Messages act as self-contained carriers, embedding relay history and path metadata such as bloom filters, vector clocks, or acknowledgment maps, so nodes can detect prior processing and avoid redundant forwarding. Current-state directives like next-hop details, time-to-live, quorum requirements, and propagation mode guide deterministic or probabilistic dissemination across gossip, ring, or hybrid topologies. By …

Multi-Agent Collaboration, Wenhan Gao, Xiran Fan, Michael Yeh, Jiarui Sun, Yuzhong Chen, Menghai Pan

Defensive Publications Series

Present disclosure provides systems, methods, and computer program products for multi-agent collaboration. A system includes at least one processor configured to generate, with a first software agent, an account holder profile based on transaction data for previous payment transactions, generate, with a second software agent, a plurality of merchant profiles for a plurality of merchants based on the stored transaction data and on external data, receive a query comprising a merchant name and context data, in response to the query, determine a matching merchant profile from the plurality of merchant profiles based on the merchant name and the context data, …

Type Iv Black Hole Observatory — Structural Analysis Of 2 Enoch As A Candidate Witness Architecture, Daniel Austin Harbison

Defensive Publications Series

This disclosure documents a structural correspondence between the ten-heaven cosmology
described in 2 Enoch (the Slavonic apocalypse, long recension) and the architecture that would
be produced by a deeply nested observatory or habitat system around a supermassive black
hole. The claim is structural, not physical. The text is not asserted to encode measured
astrophysics. It is asserted that the specific pattern of features in the text — exhaustive counts
of beings and objects, durations of cycles, structural relations and ordering, combined with the
conspicuous absence of absolute distances or sizes — is the data pattern that would be
produced by …

Thermochemical Heat Generation System, Natalie M. Durdle Miss

Defensive Publications Series

This disclosure describes a zero-petroleum, 100% biodegradable, multi-stage thermochemical heat-generation and dissipation system. The initial chemical energy release is driven by the highly exothermic hydration reaction of biogenic Calcium Oxide (derived via the calcination of Dreissena polymorpha biomass) when exposed to a high-surface-area, carbonaceous aqueous suspension (derived from pyrolyzed micro-algae). This document details a system configuration where an instantaneous core thermal spike of approximately 300 degrees Celsius is mechanically throttled, stored as sensible heat, and slowly dissipated through an exterior elastomeric silicone barrier. The resulting energy profile yields a safe, flattened, long-duration therapeutic thermal plateau of approximately 45 degrees Celsius …

Structural Hydrocolloid Scaffolding In 19th Century Pastry, Natalie M. Durdle Miss

Defensive Publications Series

This disclosure details the technical methods for creating shelf-stable, structurally sound, and aerated dairy compositions without the use of modern synthetic stabilizers. It documents the "Diplomat" and "Mousseline" systems as prior art for structural hydrocolloid scaffolding and fat-protein emulsification, specifically addressing the prevention of syneresis (weeping) and the deactivation of starch-degrading enzymes.

The Art Of The Kitchen Insult, Natalie M. Durdle Miss

Defensive Publications Series

This disclosure identifies a systematic method of political subversion embedded in the "High Art" of 19th-century French pastry, specifically the works of Marie-Antoine Carême. It identifies the "Crème Diplomate" and "Crème Bavaroise" as deliberate semiotic parodies of the diplomatic class and the Bavarian state. By utilizing gelatin-stabilized aerated structures, the "Chef-Architect" performed a public satire of "spineless" and "insubstantial" political entities, effectively "manufacturing" an illegitimate social class of chef-experts (the "Tiddy-Doll" effect).

Generating Dynamic Hazard Alerts Via Multidimensional Crowdsourced Data Collection, Chaim Zucker

Defensive Publications Series

Real-time navigation systems may issue generic hazard alerts, such as "car on shoulder," which may not differentiate between varying risk situations. A system for collecting multidimensional data about a reported event can be used to enhance these alerts. After an initial hazard report, the system can distribute simple prompts, for example, binary-choice questions such as "Are people outside the car? To subsequent passing drivers to gather contextual details. These crowdsourced responses can be aggregated, and an algorithm on a server may assess the data against a set of rules to determine a severity level. Based on this assessment, the system …

Cooperative Ue-Network Delivery Of Map Data For A Predicted Area Of Interest, Arunoday Bhattacharya, Andy (Jibing) Wang

Defensive Publications Series

A method is described for delivering map data to resource-constrained devices, such as smartwatches, operating on bandwidth-limited networks, for example, cellular or non-terrestrial networks. A user equipment (UE) can use sensors and contextual data to predict a user's trajectory and define an area of interest (AoI). The user equipment (UE) may send an area of interest (AoI) request, including its display characteristics, to a network. A network function can then fetch map data, perform server-side optimizations like tiling and layer selection, and computationally crop the data to a shape corresponding to the user equipment (UE) display before transmission. This approach …

Ai-Driven Dynamic Network Access From Communication Context, Nikhil Alampalli Ramu, Kamakshi R Devisetty

Defensive Publications Series

Proposed herein is an artificial intelligence (AI)-driven system that analyzes operational communication context to automatically identify network connectivity needs between systems. The system extracts network access intent from these communications, performs automated security validation, and dynamically generates temporary, policy-compliant network access permissions. By integrating contextual analysis with automated access control, the approach reduces manual configuration delays, improves operational efficiency, and optimizes the handling of legitimate connectivity requests in modern enterprise networks.

Protocol For Coordinated Distributed Computing Within Communication Networks, Bhavya Bhardwaj, Lokesh Kumar, Uma S Mohanty

Defensive Publications Series

Proposed herein is a technique, referred to as a Network-Integrated Distributed Computing (NIDC) protocol, which allows network devices to collaboratively execute distributed computational workloads by sharing embedded computing resources and routing computations based on real-time availability. The proposed NIDC protocol unifies compute orchestration, routing, and failure recovery directly within the network, eliminating reliance on external compute clusters. This enables scalable, resilient, and low-latency processing using existing network infrastructure.

Cooperative Management Of Cellular Parameters For Power Optimization During Wlan Connectivity, Vid Adiraju, Arunoday Bhattacharya

Defensive Publications Series

A system for cooperative power management can be implemented in a user equipment (UE), such as a smartphone, smart watch, or other wearable device, with concurrent cellular and wireless local area network (WLAN) connections. A UE can experience power consumption from its cellular radio, which may remain active with certain parameters even when data traffic is offloaded to a WLAN. After determining that a WLAN connection is stable, for example, the UE can signal its status to the cellular network. In response, the network can reconfigure the UE's cellular radio parameters, which can include applying a longer discontinuous reception cycle …

Proactive Reservation Of Network Slices Based On Manual Or Contextual Triggers, Arunoday Bhattacharya, Amruth Ramachandran, Jayachandran C, Vid Adiraju, Pavan Nuggehalli

Defensive Publications Series

Systems and methods are described for a mechanism that supports the proactive reservation of network resources for a specified future time period. This reservation can be initiated manually by a user or automatically by an on-device agent that analyzes contextual signals, such as calendar events or location history, to anticipate a future need for enhanced connectivity. Following a pre-negotiation phase, the network can reserve the resources and deliver an updated routing policy to a user device, for example, a smartphone, smart watch, or augmented reality glasses. This can allow the device to activate the pre-provisioned network slice at the scheduled …

Systems And Methods For Detecting Silent Backward-Incompatible Api Contract Drift Using Runtime Structural-Semantic Fingerprints, Harsh Agrawal, Isha Navanath Shinde

Defensive Publications Series

A computer-implemented method for detecting silent backward-incompatible application programming interface (API) contract drift includes receiving API interaction data from one or more sources in a production environment, where the API interaction data includes request and response payloads for one or more API endpoints. The method includes normalizing the request and response payloads into structured representations and generating runtime structural-semantic fingerprints from the normalized payloads, where each fingerprint encodes field presence, field absence, hierarchical path structure, type signatures, nullability indicators, enumeration membership, and cross-field relationships. The method includes learning endpoint-specific behavioral invariants from historical API traffic, where the behavioral invariants capture …

Graph Based Context Ingestion And Automated Risk Identification Engine, Kautilay Siingh, Sanjeev Murthy, Shreyas Kc, Brianna Rezler, Aishwarya Hariharan Athreya

Defensive Publications Series

Systems and methods are provided for a risk identification and generation engine that performs security architecture analysis in a standardized manner. The engine automatically populates security questionnaires within a security architecture workflow and determines whether a feature requires a minor assessment or a detailed analysis. The engine generates dataflow and architecture diagrams, provides editing capabilities through drag‑and‑drop operations, and enables creation of additional diagrams. Threat models are generated using application context to identify security flaws at the design stage. The system stores design and technical security requirements, application details including summaries, APIs, and implemented controls, as well as records of …

Elastomeric Cowling For Pcb Connectors, Robert Hrabchak, Alberto Cavallaro, Ethan Hoying

Defensive Publications Series

Traditional metal cowlings for board‑to‑board connectors in electronic devices may add mass and occupy internal volume. These assemblies often rely on foam compression and multiple screws, which may lead to unpredictable retention forces and increased assembly complexity. Elastomeric retention assembly hardware is disclosed to secure connectors between a flexible circuit and a printed circuit board. The assembly includes an elastomeric band anchored by rigid bars to retention brackets on the circuit board. A stiffener with a convex, parabolic profile is positioned between the elastomer and the connector. This curved geometry facilitates a uniform distribution of downward force across the connector …

Agent-Orchestrated Apparel Curation With Generative Ai-Based Visual Assessment, Sneha Kudli, Lakshmi Kumar Dabbiru

Defensive Publications Series

Some online fashion commerce experiences can be fragmented and labor-intensive, while certain human-led stylist services may lack scalability and real-time adaptability. A system and method are described for a personal shopper agent that uses artificial intelligence (AI) to automate apparel curation. The agent can synthesize a user's explicit preferences and implicit behavioral data to create a style blueprint. It may then query one or more product inventories for candidate items and use generative AI to produce virtual try-on images of these items on a user's three-dimensional body model. The agent can programmatically assess these images for fit and style to …

Addressable User Interface Via Natural Language Mapping Of Graphical Elements, N/A, N/A

Defensive Publications Series

Traditional graphical user interfaces are characterized by complex navigation paths that require users to traverse multiple menus and elements to complete tasks. The implementation of natural language control for such interfaces typically requires the development of dedicated application programming interface (API) layers for every supported function. These layers are resource-intensive to build and maintain. This disclosure describes a method for enabling natural language control of existing web-based interfaces without new API development. A mapping of user interface journeys is first generated in a codified language that describes specific document object model (DOM) interactions. This mapping is provided to a large …

Intent Gravity Engines, Johny Manuel-Devadoss, Joanna Johnson, Jayden Jack Johnson

Defensive Publications Series

Contemporary recommendation architectures optimize short-horizon behavioral objectives such as click-through rate, retention, conversion probability, watch-time maximization, and engagement persistence. While these systems achieve high efficiency in immediate interaction optimization, they systematically fail to model longitudinal human development, identity continuity, aspiration stabilization, and temporally coherent cognitive evolution. Existing recommender systems operate under an implicit assumption that preferences are stationary or slowly drifting latent variables inferable from interaction sequences. This assumption becomes increasingly invalid in high-dimensional socio-cognitive environments where users are not static consumers but dynamically evolving agents whose identities emerge through recursive interactions between cognition, social exposure, emotional state transitions, epistemic …

Real Time Transfer System Using Multiple Networks, Ramji Sethuraman

Defensive Publications Series

Present disclosure provides a method comprising: receiving, by a network computer from a sending entity computer, a first transfer message for a transfer interaction from a sender to a receiver, comprising a receiver alias and a value; transmitting, by the network computer, the first transfer message to an intermediate entity computer, wherein the intermediate entity computer resolves the receiver alias to a credential, and transmits a second transfer message to a receiver entity computer, wherein the receiver entity computer credits the value to a record of the receiver, wherein the first transfer message is received by the intermediate entity computer …