Digital Commons Network^™

Objective Evaluation Synthesis For Personalized Sponsored Content In Generative Search, Tim Whalin, Grant Noskey, Gagan Goel, Omkar Muralidharan, Shrey Gupta, Grace Oh, Chris Monkman, Noor Rostoum, Hanny Kamal, Chen Liu

Defensive Publications Series

A system and method for synthesizing objective evaluations for personalized sponsored content in generative search environments is described. The technology utilizes a multi-voice generation pipeline to mediate between structured advertiser payloads and dynamic organic responses. An explainer model dynamically generates a neutral, objective summary of an advertisement that matches the style of an organic conversational flow. The system may classify advertiser data into factual, descriptive, and subjective claims, applying different grounding and attribution techniques to each category. Furthermore, a post-auction quality gate may dynamically suppress advertisements if the generated objective explanation falls below a helpfulness threshold. Keywords: generative artificial intelligence, …

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 …

Self-Verifying Single-File Cryptographic Documents With Dual-Passphrase Architecture For Offline Recipient-Mediated Access Control, Michael Benaudis

Defensive Publications Series

This disclosure describes two cryptographic constructions complementary to the architecture previously published by the present inventor on Technical Disclosure Commons (TDCommons publication 10079, 12 May 2026). The first construction is a self-verifying single-file document scheme, where a document embeds the SHA-256 hash of its own canonicalized form within a reserved placeholder zone, allowing the document to verify its own integrity at load time, in any standards-compliant browser, without any external trust anchor, certificate authority, server, or registry. The verification fails closed: on mismatch, the document irreversibly disables its decryption controls and exposes a tamper warning to the recipient. The second …

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 …

The Social Networking Based Digital Eco System That Enables Business Entities To Provide Relevant Advertisements To The Consumers Based On The Preferences Data Provided By The Consumer Interactions Where The Provided Advertisements Will Be Viewed Utilizing Virtual Technologies While Consumers Gain Revenue., Punarjeewa Abeysekera

Defensive Publications Series

This paper describes a social networking based digital eco system that enables business entities to provide relevant advertisements to the consumers based on the preferences data provided by the consumer interactions where the provided advertisements will be viewed utilizing virtual technologies while consumers gain revenue. The entire social networking based digital eco system will consist of a group of consumers utilizing virtual technologies to engage in social networking related activities and digital content consumption procedures, a group of business entities that will have access to consumer preferences data and a server system that have the capability to provide digital content, …

Modular Aerial Suppression Architecture (Masa), Michael Victor Caldwell Mr.

Defensive Publications Series

The Modular Aerial Suppression Architecture (MASA) is an open-hardware conceptual aerial firefighting platform designed around segmented ballistic fire-suppressant deployment rather than conventional liquid-tank dumping systems. The architecture proposes the use of modular cargo-based deployment systems integrated into reversible commercial or cargo aircraft platforms, allowing suppressant payloads to be delivered through stabilized aerodynamic cone units intended to improve directional placement accuracy in high-wind wildfire environments.

Unlike traditional airtankers that rely on large liquid retardant releases susceptible to wind drift, atomization, and severe center-of-gravity slosh dynamics, MASA utilizes discrete suppressant payload units engineered with forward-weighted ballistic stability and passive fin-controlled descent characteristics. …

Ip-Superstate: A Reference Architecture For Continuous Ai-Native Provenance, Attribution And Licensing, Fatih Dinc

Defensive Publications Series

Most AI-generated artifacts — model architectures, datasets, agent workflows, evaluation methods, prompts — currently lack standardized provenance, attribution, and licensing infrastructure. This disclosure describes IP-Superstate, a five-layer reference architecture for continuous AI-native intellectual property provenance and licensing: Genesis (artifact detection), Vault (cryptographic timestamping and defensive disclosure), Alchemy (valuation metadata and programmable licensing), Nexus (multi-channel market routing), and Overseer (audit trail and feedback-driven improvement). The architecture defines four composable primitives — Provenance, Attribution, Licensing, Audit — that can be adopted independently. This disclosure is intended to establish public prior art. It does not constitute a patent application, legal advice, or a …

Light Straw Clay Alternative Building Material, Natalie M. Durdle Miss

Defensive Publications Series

This disclosure details a 100% organic, non-hazardous, and fully biodegradable insulation system engineered specifically as a high-performance alternative to traditional light straw-clay (leichtlehm) construction in northern, non-agricultural, or arctic climates. The system completely replaces both geological clay and agricultural straw with locally harvested, invasive, and wild northern biological inputs. The structural insulation matrix utilizes a high-silica, woody, and hollow-stemmed fiber substrate sourced from standing dead, wild invasive perennial weeds—specifically European Common Reed (Phragmites australis), Common Mullein (Verbascum thapsus), Canada Thistle (Cirsium arvense), or Giant Reed Sweetgrass (Glyceria maxima). These plants …

Boreal Dome Tension Ring System, Natalie M. Durdle Miss

Defensive Publications Series

This disclosure establishes a low-cost, portable, field-expedient geodesic and hexagonal framework optimized for rapid deployment in remote, sub-arctic, or northern environments. The system replaces heavy, old-growth timber and manufactured metal connectors with high-flexibility juvenile saplings (under 25 years old) reinforced via an exterior high-tensile biocarbon matrix. This document establishes prior art to prevent corporate patenting or monopolization of low-tech, non-industrial tensegrity framing systems that utilize local biomass and organic binders for disaster relief, medical evacuation shelters, or off-grid construction.

Invisible Rotorcraft Using Boreal Glass Technology, Natalie M. Durdle Miss

Defensive Publications Series

This disclosure establishes a low-tech, field-expedient, manned rotary-wing aircraft (specifically a gyroplane or autogyro) optimized for rapid tactical evacuation, medical casualty transport, or emergency egress from remote, unorganized, or contested sub-arctic environments. The aircraft completely eliminates the need for advanced industrial aviation manufacturing, mechanical gearboxes, complex transmission driveshafts, or petroleum-based internal combustion. Instead, it relies on un-milled juvenile wood cores, high-tensile algae-derived carbon fibers, unrefined conifer sap resins, and calcined bio-ceramic linear alternators powered by a closed-loop, phase-changing propane cycle. This document formally places these structural and mechanical configurations into the public domain to serve as un-patentable prior art for …

Creating Transparent Boreal (Wood) Glass, Natalie M. Durdle Miss

Defensive Publications Series

This disclosure establishes a low-cost, field-expedient, non-industrial process for the manufacturing of optically translucent, structurally reinforced bio-synthetic wood composites (commonly referred to as "transparent wood"). The method utilizes commonly available household chemical equivalents and manual automotive tools to safely strip light-absorbing lignin from native wood veneers and replace the resulting empty cellular voids with clear plant or synthetic resins. This document explicitly establishes prior art to prevent the commercial monopolization or patenting of small-scale, decentralized, and DIY variations of this material processing cycle.

Continuity: Persistent Decision-Centric Ai Cognition With Runtime Governance, Bounded Retrieval, And Defense-In-Depth Credential Scrubbing — Defensive Technical Disclosure V2.0, Thiago Goncalves

Defensive Publications Series

A memory-augmented AI assistant control plane is disclosed, comprising five
technical methods combined and publicly released as a Visual Studio Code
extension since October 31, 2025: (A) bounded retrieval with a code-enforced per-
call cap and per-record character limits such that worst-case per-turn token injection
remains approximately constant regardless of total stored knowledge; (B) runtime
governance interception of AI agent tool calls using an INTERCEPT → PAUSE →
EVALUATE → ENFORCE pipeline mapped to nine OWASP LLM Top 10 (2025)
categories; (C) defense-in-depth credential scrubbing applied at five enforcement
boundaries (tool-call input, AI-generated output, persistence write, persistence read,
MCP tool-result) …

The Caldwell Mobile‑To‑Factory Bio‑Lumber System, Michael Victor Caldwell Mr.

Defensive Publications Series

This disclosure describes a mobile‑to‑factory composite lumber system that converts fire‑hazard biomass (tumbleweed, pine slash, needles, cones, brush) and dirty agricultural waste plastics into low‑cost, warp‑free, rot‑proof, termite‑proof lumber substitutes.

The system uses:

• Mobile on‑site densification rigs to reduce biomass volume by 50:1

• Grit removal to protect factory equipment

• VAR atmospheric drying

• Recycled HDPE/PP binder (5–15%)

• Mineral fillers (clay, lime, fly ash, soil fines)

• Hollow‑core gyroid geometry to reduce material use by 40%

• Thermal‑loop energy recovery

• Plasma‑hardened wear surfaces for low maintenance

The result is a bio‑composite lumber that hopefully is:

• Cheaper than wood

• Cheaper than composite

• Stronger and straighter …

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Caldwell Adaptive Plasma Conditioning & Sensing System (Capcs V4.0), Michael Victor Caldwell Mr.

Defensive Publications Series

The Caldwell Adaptive Plasma Conditioning & Sensing System (CAPCS v4.0) is a next‑generation, fully autonomous microfluidic biosensing platform designed for real‑world plasma analysis under variable biological, thermal, and mechanical conditions. CAPCS integrates differential quartz crystal microbalance (QCM) sensing, surface acoustic wave (SAW) focusing, adaptive closed‑loop control, predictive fouling detection, dynamic thermal stabilization, and hybrid inertial–acoustic cell removal into a single disposable cartridge.

Unlike traditional biosensor concepts that rely on static assumptions, CAPCS v4.0 continuously adapts to fouling, drift, clogging, viscosity changes, hematocrit variability, and thermal fluctuations. Every major failure mode is paired with a dedicated countermeasure. The system uses dual‑QCM …

An Agentic Ai System For Meeting-Centric, Time-Bounded Security Policy Enforcement, Niranjan M M

Defensive Publications Series

Enterprises increasingly rely on meetings as the primary unit of collaboration for sensitive decision-making, training, customer engagement, and incident response. However, current firewall and network security systems remain largely static and topology-driven, forcing administrators to manually create, deploy, and later remove temporary security policies for short-lived events. This approach is operationally complex, error-prone, and does not scale in modern hybrid and highly collaborative environments.

The proposal introduces a meeting-centric, agent-driven firewall policy framework that automatically derives security intent from meeting context and participant composition. By treating the meeting identifier as the authoritative security signal, the system dynamically forms a meeting-specific …

Context-Adaptive Expressive Digital Avatars For Multi-Signal User Interface Systems, Thiyagaraj Krishna

Defensive Publications Series

A system related to context-adaptive expressive digital avatars for user interface systems. The system can dynamically modify user avatars based on environmental, temporal, and emotional signals using a Context Engine that performs sentiment analysis and collects environmental data, a Priority Engine that resolves signal conflicts using a weighted hierarchy, and a Rendering Engine that generates avatar variations through asset mapping, generative synthesis, or representative overlays. By aligning the avatar's expression with the viewing context, the system can reduce contextual mismatch and can enhance the authenticity of digital interactions.

Automated Message Resurfacing Based On Interrogative Intent Detection In Electronic Communications, Piyush Goyal

Defensive Publications Series

A common issue in electronic communication is the failure to respond to messages once the unread status is removed. This often occurs when a message containing a direct inquiry is opened but not immediately addressed, causing the communication to be buried by subsequent correspondence. To address this, the disclosed technology employs on-device natural language processing to detect interrogative syntax and intent at the time a message is accessed. If a request or question is identified, a contextual interface element is displayed, allowing for a single-action commitment to follow up. At a scheduled time, the message is automatically resurfaced to the …

Supernova-Ejected Planetary Core Fragments As A Mechanism For Anomalous Interstellar Objects: Application To 3i/Atlas, Daniel Austin Harbison

Defensive Publications Series

This paper proposes that the third confirmed interstellar object, 3I/ATLAS, is a dense fragment of a planetary core, ejected from its parent stellar system by a supernova event, rather than a primordial cometary nucleus. The hypothesis is constructed from first-principles physical reasoning and accounts for five anomalies observed in 3I/ATLAS that strain conventional cometary models: high inferred bulk density, nickel-rich coma chemistry, non-gravitational acceleration patterns, advanced age of the material, and the kinematic signature consistent with thick-disk galactic origin. The model further proposes that the same class of supernova event, when interacting with surrounding hydrogen clouds at the 1420 MHz …

The Whisper Web: A Mail Intelligence Framework For Semantic Coordination In Communication Systems, Johny Manuel-Devadoss, Joanna Johnson, Jayden Jack Johnson, Deepthi Prasad

Defensive Publications Series

This paper introduces The Whisper Web, a communication intelligence framework designed for post-static digital correspondence ecosystems operating under conditions of planetary-scale coordination complexity. Unlike conventional email systems that treat messages as isolated immutable payloads exchanged between endpoints, the Whisper Web reconceptualizes communication as a continuously evolving semantic biosphere composed of dynamic probabilistic entities known as Whisper Units. Each Whisper Unit functions as a compressed socio-semantic organism capable of propagating influence through adaptive trust topologies, negotiation-energy fields, obligation gradients, institutional resonance maps, and multi-agent predictive coordination networks.

The proposed framework abandons the traditional paradigms of inboxes, message queues, folders, labels, and …

Scalable High-Voltage Substation Architectures, N/A

Defensive Publications Series

A modular high-voltage substation architecture enables the scalable delivery of power to large-scale computing campuses. The system utilizes standardized high-voltage switching building blocks, typically rated for one gigawatt, which can be interconnected via sectionalizing breakers to expand capacity incrementally. Each module provides integrated connectivity for various energy sources, including utility lines, onsite backup generators, and battery energy storage systems. The design incorporates configurable switching mechanisms that allow backup resources to be deployed either for localized support of specific server buildings or as campus-wide assets. This decentralized but integrated approach enhances operational reliability by enabling islanded operations and automated power redistribution …

Gesture Control Of Operations Via Wearable, Russell William Myers, Yeabkal Assegid Wubshit

Defensive Publications Series

This document describes a wearable computing device (e.g., smart watch, smart ring, fitness tracker, hearable device, or other body-mounted devices or sensors) that facilitates gesture control of operations, such as media sessions and applications. For instance, the wearable computing device may allow a user of the wearable computing device to execute gesturebased commands to control a media application or launch specific applications without changing a visual display and/or navigating a menu of the wearable device. The wearable computing device may control media applications across devices (e.g., a video playing on a phone, music playing on headphones, etc.) and monitor gestures, …

Improvement Of Ac State Handling In Evpn, Anonymous

Defensive Publications Series

Systems and methods are disclosed for signaling Attachment Circuit (AC) state in an Ethernet Virtual Private Network (EVPN) without withdrawing Ethernet Auto-Discovery per EVPN Instance (ETH-AD per EVI) routes. A local Provider Edge (PE) router sets an AC Down Bit within the Layer 2 Attributes Extended Community of an ETH-AD per EVI route to indicate that an associated AC has transitioned to a non-operational state, while retaining the existing route advertisement and the associated label programming in the control plane and the data plane. A multi-homed PE that receives the route excludes the advertising local PE from Designated Forwarder (DF) …

Decoupled Dependency Management Architecture, Aman Singh, Kenny Maclean

Defensive Publications Series

This paper describes a technique for physically segregating machine-generated dependency metadata from human-authored build logic using a "Sidecar Architecture" within a build system environment. The system includes an automated sidecar module containing a structured data dictionary, a primary human-maintained build configuration that imports this dictionary, and an integration logic macro that merges these external components with user-defined components to construct a final dependency graph.

Gci-312 — Adaptive Agricultural Microclimate Conditioning System For Arid Environments, Michael Victor Caldwell Mr.

Defensive Publications Series

GCI‑312 is an open‑source, prototype‑ready adaptive agricultural microclimate conditioning system integrating electrostatic‑assisted droplet deposition, vortex atomization, pulsed evaporative cooling, environmental telemetry, and root‑zone thermal stabilization to experimentally reduce convective moisture loss and crop heat stress in arid environments. This disclosure provides full build and test specifications so a reader can assemble a 10×10 ft test cell and begin staged experiments immediately. The project targets substantial irrigation demand reductions under arid heat‑stress conditions (experimental targets: 20–30% irrigation reduction; exploratory upper target if all subsystems validate: up to 30–50% reduction) and documents clear hypotheses, test metrics, kill criteria, pivot paths, energy accounting, …

Paired-Satellite Coordinated Laser Ablation For Torque-Cancelled Deorbit Of Uncontrolled Orbital Debris, Daniel Austin Harbison

Defensive Publications Series

A method is disclosed for active orbital debris removal in which two satellites operate in coordinated formation on opposite sides of a target debris object and direct continuous-wave or pulsed laser ablation beams onto opposing faces of the target. The bilateral geometry provides three simultaneous effects: (1) surface ablation gradually weakens the structural integrity of degraded fasteners, adhesives, and thermal blankets on the debris exterior; (2) symmetric ablation plumes produce opposing reaction-torque components that cancel each other, suppressing the spin-up that would otherwise destabilize a single-beam ablation push; and (3) the combined photon pressure and plume-thrust components add as decelerating …

Magneto-Taurus-Energy, Alexander C. Roszko

Defensive Publications Series

TECHNICAL DISCLOSURE STATEMENT: PRIOR ART RECORD

TITLE OF INVENTION: The Magneto Taurus Energy Engine INVENTOR: Alexander Charles Roszko LEGAL STATUS: Open Source / Public Domain Hardware / Defensive Publication APPLICABLE PATENT EXAMINER SEARCH CLASS: Electric Propulsion; Mechanical Flywheel Energy Storage; Magnetic Levitation Assemblies.

I. BACKGROUND OF THE INVENTION The current industrial paradigm is deeply saturated with and reliant upon toxic petrochemical polymers, fluoropolymer coatings (PFAS), and non-biodegradable synthetic resins. Even inside modern manufacturing and digital fabrication toolsets, users are forced to utilize toxic photopolymer resins or cut plastics that generate dangerous airborne microplastics. Furthermore, conventional electromagnetic propulsion and power-generation systems …

Bilateral Beam-Assisted Rock Fracturing For Low-Gravity And Terrestrial Drilling Operations, Daniel Austin Harbison

Defensive Publications Series

A method is described for pre-fracturing rock using two or more counter-propagating millimeter-wave or microwave beams aimed at the same target volume from opposite sides. Standing-wave interference and overlapping absorption produce interior thermal-stress concentrations that initiate cracks at much lower bulk energy density than vaporization-based drilling, while the symmetric geometry largely cancels the net momentum imparted to the rock face. The architecture is intended primarily for low-gravity surface drilling on the Moon, Mars, and asteroids — where reaction-force budgets are extremely limited — and as a pre-conditioning step for terrestrial mechanical drills. The disclosure covers the baseline two-beam geometry at …

Modular Skid-Mounted Industrial Wastewater Pretreatment, Cavitation Conditioning, And Hazard Stream Isolation System For Variable-Feed Industrial Brines And Contaminated Process Water, Michael Victor Caldwell Mr.

Defensive Publications Series

This disclosure presents a modular skid-mounted industrial wastewater treatment system designed for variable and contaminated aqueous industrial streams. The system integrates staged flow equalization, hydrocyclone separation, hydrodynamic cavitation conditioning, electrochemical or precipitation-based treatment, and modular adsorption/ion exchange capture stages, followed by final polishing filtration. Outputs are separated into reusable water, concentrated recovery streams, and a stabilized hazardous residual stream for immobilization. The system is designed for pilot-scale evaluation under real industrial feed conditions with emphasis on fouling reduction, operational stability, and selective contaminant concentration performance.