Digital Commons Network^™

Energy-Efficient Artificial Intelligence Inference Through Task Decomposition And Heterogeneous Parallel Execution With Critical Path Trade-Off Analysis, Utkarsh Bhardwaj, Shivank Awasthi

Defensive Publications Series

A system performs task decomposition for the energy-aware parallel execution of Artificial Intelligence (AI) inference across heterogeneous computing resources. The technology decomposes a complex prompt into atomic sub-tasks and maps them into a Directed Acyclic Graph (DAG) to define dependencies. Each sub-task is then classified by its computational nature and routed to hardware, such as a local central processing unit (CPU), neural processing unit (NPU), or cloud server, based on physical energy and carbon cost models. The system analyzes the DAG to identify the critical path, routing these tasks to higher-performance resources to reduce latency while assigning non-critical tasks to …

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 …

Generative Model-Based Object Detection Using Concurrent Candidate Generation And Consensus, Leonid Kuligin, Thomas Zettl

Defensive Publications Series

Conventional object detection techniques can require extensive, task (specific) retraining to adapt to new domains or evolving conditions, which may be inefficient for certain applications. A system and method are described that can utilize a generative model-based workflow to perform context-aware object detection. For a given input, such as an image, and a textual prompt, a generative model may be invoked multiple times concurrently to produce a diverse set of candidate detections. A consensus mechanism can then process this set of candidates, for example, by filtering for duplicates and synthesizing the varied information to create a consolidated set of results. …

Automatically Managing Ai Fatigue Through Performance Tracking And Memory Summaries, Deep Raithatha, Tanmay Kayande

Defensive Publications Series

Generative artificial intelligence agents engaged in long-duration tasks often suffer from "contextual fatigue," a noticeable decline in reasoning quality and focus over time. To resolve this issue, an automated monitoring system can track the AI's internal word-choice patterns to detect early statistical signs of performance decay. Once this fatigue is identified, the system triggers a recovery process that temporarily pauses the main AI for a "sleep cycle." During this brief rest, a secondary AI reviews and condenses the primary agent's cluttered memory into a clean, dense summary. By resuming its task with this newly compressed information, the primary AI regains …

High Temperature High Pressure Extraction Methods, Natalie M. Durdle Miss

Defensive Publications Series

A method is disclosed for accelerating the extraction of flavor volatiles, peptides, and gelatin from animal tissue using high-temperature, high-pressure, non-turbulent conditions to prevent emulsion. The disclosure further details a rapid clarification protocol using mechanically released intracellular proteins to form an aerated, buoyant filtration raft, as well as a cryo-filtration process leveraging a self-assembling gelatin polymer network to separate lipids and hazy proteins from an aqueous phase. These processes are specified for both artisanal culinary production and mass-scale commercial soup, pet food, and protein recovery manufacturing operations.

Accelerated Production Of Culinary Stocks, Natalie M. Durdle Miss

Defensive Publications Series

A method is disclosed for accelerating the extraction of flavor volatiles, peptides, and gelatin from animal tissue using high-temperature, high-pressure, non-turbulent conditions to prevent emulsion. The disclosure further details a rapid clarification protocol using mechanically released intracellular proteins to form an aerated, buoyant filtration raft, as well as a cryo-filtration process leveraging a self-assembling gelatin polymer network to separate lipids and hazy proteins from an aqueous phase.

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.

Dynamic Input Layering To Animate A Virtual Avatar Over A Mobile Video Capture Using Concurrent Front-Camera Tracking, Audio, And Ui Commands, Krzysztof P. Bednarz

Defensive Publications Series

This publication describes a mobile software architecture and method for real-time animation of a virtual avatar over a live or recorded video stream captured from a mobile device. The system concurrently utilises a back-facing for environmental video capture, a front-facing camera for facial tracking, and an audio input for lip synchronisation. A synchronisation and buffering mechanism aligns video, audio, and animation data streams in near real time, ensuring temporally coherent avatar animation over live or recorded video. These heterogeneous inputs are dynamically layered and synchronised to drive a two-dimensional (2D) or three-dimensional (3D) avatar while supporting both local recording and …

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 …

Token-Bound Post-Quantum Secured Planning For Hierarchical Vision-Language-Action Robots, Dennis Lanov, Charles Fleming

Defensive Publications Series

Techniques are described for securing hierarchical vision-language-action robot planning by converting planned robot actions into cryptographically protected tokens bound to an execution context. A planner generates an ordered token sequence, and each token is sealed using post-quantum cryptography and authenticated encryption to bind the token to context, sequence, and freshness constraints. At execution, a verified executor satisfies remote attestation requirements before token release and verification. Verified tokens are then permitted to condition low-level robot control, providing zero-trust, quantum-resilient execution with step-level auditability and improved safety.

Process For The Preparation Of Crystalline Forms Of Resmetirom, Msn Laboratories Private Limited, R&D Center; Hyderabad, India; Srinivasan Thirumalai Rajan; Revu Satyanarayana, Siddireddygari Maheshwar Reddy, Chitla Chiranjeevi And Vundyala Karthik Kumar.

Defensive Publications Series

The present disclosure relates to a process for the preparation of the crystalline forms of 2-[3,5-dichloro-4-(5-isopropyl-6-oxo-1,6-dihydropyridazin-3-yloxy) phenyl]-3,5-dioxo-2,3,4,5-tetra hydro[1,2,4]triazine-6-carbonitrile represented by the following structural formula-1, herein after referred as Resmetirom.

Formula-1.

Federated Cognitive Twins, Johny Manuel-Devadoss, Joanna Johnson, Jayden Johnson

Defensive Publications Series

The current generation of personalization systems is fundamentally constrained by a centralized representational paradigm in which users are reduced to static behavioral embeddings owned and monetized by platform operators. Existing recommender architectures infer preference vectors from fragmented interaction telemetry and optimize engagement through increasingly opaque reinforcement pipelines. Such systems exhibit severe deficiencies in epistemic continuity, user sovereignty, contextual cognition, longitudinal identity fidelity, and privacy-preserving personalization. This paper introduces Federated Cognitive Twins (FCT), a next-generation computational architecture for continuously evolving, cryptographically sovereign, locally anchored cognitive simulations representing human behavioral dynamics, ethical priors, attentional signatures, learning topology, persuasion resistance characteristics, trust propagation …

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, …

Solid-State Forms Of Camizestrant, Prashanth Venukathala, Venukathala Prashanth

Defensive Publications Series

The present invention relates to solid-state forms of camizestrant, including crystalline polymorphs, amorphous forms, co-crystals, solvates, hydrates, and amorphous solid dispersions. The invention further provides processes for their preparation and pharmaceutical compositions comprising these forms. These solid forms exhibit improved physicochemical properties such as solubility, stability, and bioavailability, making them suitable for therapeutic applications.

Technical Disclosure: Arachne Core Polymer Interposer (Rev-2026), Michael Victor Caldwell Mr.

Defensive Publications Series

This disclosure presents a high-thermal-conductivity polymer interposer for chiplet-based electronic packaging, utilizing a pre-aligned Dyneema SK78 ultra-high molecular weight polyethylene (UHMWPE) film within a modified low-temperature-curing cyanate ester resin matrix. To overcome the thermal processing limitations of conventional UHMWPE, this design employs a 15% volume fraction of sub-micron boron nitride (BN) dopants and a specialized ultraviolet (UV) radical cross-linking protocol, enabling fabrication at a maximum temperature of $105^\circ\text{C}–110^\circ\text{C}$. This avoids the structural relaxation and melting threshold of the UHMWPE fibers. The resulting composite achieves an effective in-plane thermal conductivity ($K_{eff}$) of $22.4\text{ W/mK}$ and a cross-plane conductivity of $2.1\text{ W/mK}$, …

Generative Audio Replacement Via Temporal And Spectral Matching, Tamar Yakar, Ilia Labzovsky

Defensive Publications Series

A system related to generative audio replacement via temporal and spectral matching. The system extracts a Semantic Audio Profile from a reference audio track including temporal features and spectral/tonal features, generates replacement audio using a generative model conditioned on the profile with temporal control signals for beat alignment, performs source separation to preserve dialogue and sound effects, and mixes the generated audio with preserved stems to produce synchronized replacement audio.

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 …

Spectral Retriever For Large Language Model (Llm) Multi Agent Systems, Andrea Morandi, Saurabh Gupta

Defensive Publications Series

When artificial intelligence (AI) agents search large product catalogs, conventional retrieval systems often return the wrong document because they compress each document into a single summary vector, losing small but critical details that distinguish one product from another. Proposed herein is a spectral retriever technique that addresses this problem by examining documents at multiple levels of detail at the same time, from individual product identifiers to overall document meaning. The spectral retriever technique automatically determines whether a query calls for fine-grained matching, broader semantic understanding, or an intermediate level of granularity, without domain-specific rules or model retraining.

Agentic Experience And Routing Optimization Using Web Model Context Protocol, Linda St. Marie, Anjani Kumar Thakur

Defensive Publications Series

A system and method are described for preserving and executing multi-variable user intent between an advertisement medium and a destination digital platform. The technology utilizes web model context protocols to allow a destination platform to declare available functions via code microdata. Upon user interaction with an advertisement, a context provider constructs an encoded payload representing the intent, which is transmitted to the action provider. A client-side orchestrator decodes and executes the intended actions to alter the destination state dynamically without relying on static backend routing. Keywords: Context provider, action provider, intent routing, web model context protocol, client-side execution, digital advertising.

Hydrosynbio H₂O-Matrix System: Integrated Bio-Photonic Water Synthesis Platform With Hybrid Apccm+Depb Gas Separation And Ai-Neural Optimization, Mohammed Hani Jebreen

Defensive Publications Series

The HydroSynBio™ H₂O-Matrix System is a novel integrated bio-photonic platform for atmospheric water synthesis. The system combines dual-chamber photobioreactors using Chlamydomonas reinhardtii for biological hydrogen production and Elodea canadensis for oxygen production, powered by solar energy.

The core inventive step is a hybrid low-energy gas separation technology (APCCM asymmetric polymer-ceramic membrane + DEPB dynamic electrochemical potential barrier) coupled with pulsed pressure-swing adsorption, enabling efficient separation of biologically generated H₂ and O₂. The separated gases are then catalytically recombined in a Pt/C PEM reverse fuel cell to produce pure water.

The entire process is optimized in real-time by an AI-neural controller …

Indirectly Fired, Single-Chamber Parabolic Radiative Kiln, Natalie M. Durdle Miss

Defensive Publications Series

This disclosure describes a high-efficiency, multi-directional thermal enclosure consisting of a single-chamber, non-metallic refractory kiln characterized by a parabolic, catenary, or semi-spherical vaulted geometry. This document details a system configuration where a high-density masonry or clay enclosure functions sequentially as both an active combustion chamber and an indirect, passive radiant energy concentrator. By optimizing the internal radius of curvature of the vaulted shell, the system acts as a geometric infrared mirror, focusing and redistributing uniform multi-directional radiant heat flux to a centralized processing plane after the primary heat source is removed or extinguished. The thermodynamic principles, material properties, and physical …

Bio-Compatible Hardware Computing Framework, Natalie M. Durdle Miss

Defensive Publications Series

This disclosure details an entirely metal-free, biochemical, and biodegradable hardware computing architecture. It is the explicit intent of the authors to place the entirety of these concepts, material configurations, and geometric manufacturing methodologies into the public domain to establish a permanent barrier of prior art. The configurations disclosed herein utilize the inherent, predictable chemical and physical properties of processed natural feedstocks (such as regenerated plant cellulose, exfoliated organic carbon, and biological resins). While these elements are isolated and processed from raw botanical and graphitic sources, the final textile computing assemblies operate strictly via the unalterable, native physical laws governing electron …

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 …

Passive Micro-Climate Pressure Chamber, Natalie M. Durdle Miss

Defensive Publications Series

This disclosure describes a passive, localized, low-pressure, high-humidity unvented vapor-retention micro-chamber engineered from unglazed, porous, high-thermal-mass ceramic or earthenware materials. This document details a geometric design consisting of an inverted dome or bell-shaped housing configured to seat flush against a heated horizontal substrate (hearth). This configuration forms a sealed micro-climate capable of capturing, buffering, and recycling transient volatile vapors and moisture without requiring active mechanical gas-injection or external steam-delivery infrastructure. The thermodynamic principles and physical mechanics detailed herein are inherently enabled by thousands of years of European human cultural heritage—specifically the archaeological record of ancient Greek and Roman portable clay …

Baffled Solid-Medium Thermal Energy Storage System, Natalie M. Durdle Miss

Defensive Publications Series

This disclosure describes a passive, high-efficiency, solid-medium sensible heat Thermal Energy Storage system constructed from high-density, non-metallic refractory materials (such as fired clay bricks, earthen masonry, or cast stone). This document details a mechanical design featuring a multi-stage, tortuous, baffled internal flue matrix (a smoke labyrinth) engineered to maximize convective heat transfer from high-velocity, high-temperature combustion exhaust gases into a surrounding high-thermal-mass storage body. The physical mechanics, structural geometry, and thermodynamic principles detailed herein are inherently enabled by centuries of Eastern and Central European human cultural heritage—specifically the historical technology known as the "Russian Pech" (Russian Oven) and related masonry …

Fiber-Reinforced Silicate Particulate Composite, Natalie M. Durdle Miss

Defensive Publications Series

The material operates as a fiber-reinforced, particulate-bound multi-phase composite. The mechanical integrity relies on a dual-matrix system where structural sand grains provide compressive strength, a cohesive clay binder provides micro-particle cohesion via electrostatic forces, and high-tensile organic fibers distribute shear and tensile stresses to prevent cracks during moisture desiccation.

A Biodegradable Fibre Reinforced Thermoplastic Composite, Natalie M. Durdle Miss

Defensive Publications Series

This disclosure describes a high-tensile, biodegradable, fiber-reinforced thermoplastic composite material comprising a continuous amorphous carbohydrate polymer matrix (derived from thermally processed sucrose and honey/fructose blends) reinforced with a high-fraction organic particulate phase (comprising sheared or whole high-aspect-ratio botanical elements, specifically Prunus dulcis endocarps/almonds). This document details the precise thermal liquefaction, phase change, mechanical compounding, and extrusion techniques required to manufacture this load-bearing composite. The material mechanics and thermal profiles of this formulation are inherently enabled by historical cultural heritage, specifically the 1815 public documentation of Marie-Antoine Carême regarding structural nougat manipulation for architectural elements.

Applications Of A Biopolymer Hydrogel Matrix, Natalie M. Durdle Miss

Defensive Publications Series

This disclosure describes a thermally reversible, biodegradable, high-water-content biopolymer hydrogel matrix generated through the controlled thermal denaturation, extraction, and subsequent low-temperature cross-linking of animal-derived collagen proteins (primarily Type I gelatin) suspended in an aqueous vehicle. This document outlines the chemical clarification, thermal setting profiles, and stabilization techniques required to transform this liquid protein suspension into an elastic, solid hydrogel sheet or airtight protective encapsulation layer. The physical mechanics and chemical formulations of this material are inherently enabled by historical cultural heritage, specifically the 1815 public documentation of Marie-Antoine Carême regarding clarified savory aspics and molded bavarois emulsions.

Applications Of A Low Density, Rigid, Open Cell Biofoam, Natalie M. Durdle Miss

Defensive Publications Series

This disclosure describes a low-density, biodegradable, open-cell structural biofoam generated through the gas-phase dispersion and mechanical fluid-shearing of an aqueous avian egg-white protein solution (specifically ovalbumin, conalbumin, and ovomucoid) stabilized by a high-fraction crystalline carbohydrate solute (sucrose). This document outlines the mechanical aeration, extrusion, and thermal desiccation techniques required to convert this viscoelastic liquid foam into a lightweight, rigid, porous solid block. The physical mechanics and foundational chemistry of this material are inherently enabled by historical cultural heritage, specifically the 1815 public documentation of Marie-Antoine Carême regarding mechanically aerated meringue structures and piping bag extrusion systems.