Digital Commons Network^™

Gui-Observe-Api-Learn (Goal): Techniques For Agent Skill Generation, Jayanth Srinivasa, Saaket Agashe, Venkatesh Nataraj, Vamsi Krishna Mohan Goli, Ian Chou, Ramana Kompella

Defensive Publications Series

Proposed herein are techniques for automatically creating callable workflow skills for artificial-intelligence (AI) agents by observing and learning user workflows from demonstrations, tutorials, documentation, or other human-centric workflow references. A graphical user interface (GUI) agent reproduces a demonstrated workflow in a sandboxed environment while a sniffer agent captures underlying application programming interface (API) calls, and the system interprets the workflow intent and API activity to generate a reusable, parameterized skill that can chain multiple atomic tool calls into a complete workflow or subtask. This approach reduces manual tool-creation and annotation effort, supports deterministic replication with modifiable parameters, remains robust to …

Intelligent User Interface Guidance Using Model Context Generated Annotations, Praveen Nagarajan, Leena Shrirang Chunekar, Amey Dattatray Magar, Hari Kishan Srikonda, Rohan Arora

Defensive Publications Series

Today’s network controllers produce validation errors that tell users what went wrong, but not where or how to fix it.  The real problem is that the misconfiguration often exists in a completely different page or workflow.  Techniques described herein solve this problem. In particular, when validation fails, the error and the user interface’s semantic structure are sent to a Model-Context-Protocol (MCP)-based artificial intelligence (AI) service.  The AI reasons over the form, understands the intent of each control, and returns annotated HTML code that visually highlights the exact user interface (UI) element causing the issue.  Instead of guessing or searching documentation, …

Agent-Driven Consensus-Based Cross-Protocol Attestation Framework, Niranjan M M

Defensive Publications Series

Modern networks increasingly rely on attestation mechanisms to establish device trust based on trusted identity, proof of integrity, and freshness of that proof. While these mechanisms provide a strong cryptographic foundation, current implementations treat attestation as a protocol-local, point-in-time verification, resulting in unilateral, siloed, and binary trust decisions that do not scale well across complex, multi-protocol environments.

The proposal introduces an agent-driven, consensus-based framework for cross-protocol attestation and trust determination. The framework does not redefine attestation itself; instead, it defines a novel way to interpret, correlate, and enforce attestation-derived trust using autonomous agents distributed across network elements.

In the proposed …

Method Of Fast Accessing Reallocated Sectors, Randi Walz, Jian Qiang, Kai Chen, Brian Edgar, Yu Hang Chen

Defensive Publications Series

In current HDD design, reallocation is a remapping between logical and physical address, the reallocations are treated as LLRW error, and extra disc requests, seeks are needed to process reallocations. The reallocation count is visible through SMART which could show unhealthy status to users. Although reallocations can be cached by current data caching scheme, it is temporary, and not available if users turn off caching feature, or enabling FUA mode. In this method: The reallocated sectors are kept in a reserved cache space since power up, and to be accessed through cache nearly permanently unless # of reallocated sectors exceed …

An Induction Cooking Hob, Urban Simu, Alex Viroli, Valerio Verdoliva, Ricardo Morgado, Filippo Milanesi, Nicola Valpiani, Massimo Zangoli

Defensive Publications Series

The disclosure relates to an induction cooking hob (1) comprising at least one cooking area (2,3) being defined by having three induction coils (4,5,6), wherein in the respective cooking area (2,3) has a row-shape, and wherein the three induction coils (4,5,6) each are associated to an interaction area (7) having a particular size (8,9). The size (8) of one induction coil (4) is larger than the size (9) of the other two induction coils (5,6) of that respective cooking area (2,3).

The induction cooking hob proposed here enables cost-efficient and energy-efficient use thanks to optimized magnetic coupling.

The Eye Tracking Methodology That Will Utilize An Imaginary Composite Line Based Geometrical Structure., Punarjeewa Abeysekera

Defensive Publications Series

This paper describes an eye tracking methodology that will utilize an imaginary composite line based geometrical structure. The entire eye tracking methodology will be required to utilize an imaginary composite line based geometrical structure that will logically function as the geometrical structure that will be utilized for detecting the relatively observed eye movements, an eye tracking system, a logical sub area from the total visible field of vision of the eye that will be subjected to the eye tracking procedures and a computer system. The eye tracking methodology, in order to determine the exact eye gazing point, will utilize the …

Caldwell–Copilot Modular Sepsis–Ards Support Loop (C‑C Mass‑Loop V1.0), Michael Victor Caldwell Mr.

Defensive Publications Series

This disclosure describes a bench‑scale, open‑hardware system that combines:

• A modular extracorporeal flow loop with several plug‑in conditioning cartridges

• A vascular‑support cartridge that shapes pressure and shear

• A non‑invasive lung and clot monitoring rig using sensors on simple phantoms

• A transparent control and safety layer

The goal is to give researchers a physical platform to study how:

• Removing or reshaping particle/aggregate loads in a flowing fluid

• Adjusting pressure and shear envelopes

• And continuously monitoring respiratory‑like and clot‑like signals

may support future adjunctive strategies for sepsis and ARDS‑like syndromes.

This system is not a medical device, not for human or animal …

The Caldwell Medical‑Impact Roadmap V1.0, Michael Victor Caldwell Mr.

Defensive Publications Series

Purpose of this roadmap, over the past year, more than 100 open‑hardware inventions have been released by Michael Victor Caldwell on the Technical Disclosure Commons (TDC). These inventions span acoustics, microfluidics, vortex systems, cavitation reactors, extracorporeal blood conditioning, neuromodulation, water purification, atmospheric water harvesting, and more.

Because the portfolio is large and multidisciplinary, this roadmap provides:

• A ranked list of the inventions most relevant to medical, biological, and vaccine‑related research

• A cross‑linked guide so researchers can quickly find the inventions connected to their field

• A conceptual mapping of how these inventions may support ongoing global health challenges

• A non‑patented, open‑access …

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Novel Process For Preparing Elacestrant, Anonymous

Defensive Publications Series

The present invention relates to a novel process for preparing Elacestrant of formula (I). The present invention also relates to novel intermediates compounds and their use in preparing Elacestrant of formula (I).

Solid State Forms Of Revumenib Citrate, Anonymous

Defensive Publications Series

The present invention relates to the solid-state forms of Revumenib citrate and process of preparation thereof. The invention further relates to a solid dispersion of Revumenib citrate and process of preparation thereof. More particularly the invention relates to amorphous form of Revumenib citrate and amorphous solid dispersion of Revumenib citrate.

Water Tubes Route On Top Of Product, Alexandre Sauer, Eduardo Orthmann, Giovani Andrioni, Flavio Oura, Eduardo Sare, Ivan Leonardo Purkote, Dyogo Liebel, Rafael Bastos, Marcus Vinicius Martins, David House, Thomas Mccollough

Defensive Publications Series

The new Water Route design relocates most tubing to the exterior of the unit, along the edge between the back panel and top, using a protective guide part. This part includes a quick connector for linking to either the Fresh Food Ice Maker (FFIM) or the internal dispenser, depending on the model. In the Internal Dispenser version, a rubber grommet secures the tube who goes for the housing and prevents foam leakage. In the External Dispenser version, an extra tube runs to the hinge cover, which has snap-fits and a trim piece to conceal the tubing. For the Freezer Ice …

4-((Phenoxyalkyl)Thio)-Phenoxyacetic Acid Compounds Preparation., Lee Pharma Limited

Defensive Publications Series

The current Research relates to preparation of "4-((PHENOXYALKYL)THIO)-PHENOXYACETIC ACID COMPOUNDS PREPARATION" compounds.

Particularly, the present invention relates to process improvements of the commercially marketed Drug - Livdelzi. Also, the reagents and solvents used in the process makes it commercially viable and cost effective.

Gci Vortex Microbubble Refiner (Vmr) V2.5‑T “Titan”, Michael Victor Caldwell Mr.

Defensive Publications Series

The Vortex Microbubble Refiner (VMR) v2.5‑T “Titan” is a conceptual plasma–acoustic hybrid designed for complete mineralization of PFAS, microplastics, and persistent organic pollutants. It integrates geometry‑induced cavitation, microbubble plasma discharge, zirconium‑based MOF sensing surfaces, and adaptive AI‑regulated pulsed flow. The system uses hydrodynamic energy to generate cavitation and requires only a low‑current plasma spark to ionize argon microbubbles. Titan v2.5‑T includes dual‑stage counter‑current cavitation, zeolite cold‑trap off‑gas recycling, ceramic hardfacing for durability, and real‑time chemical detection. This disclosure is conceptual only and requires expert validation before any real‑world implementation.

A-Badilisha Decentralized Economic Coordination Protocol, Joe Dulo

Defensive Publications Series

ABSTRACT

A-Badilisha: A Decentralized Asset-Anchoring and Service Coordination Protocol for Informal Economies

This disclosure introduces A-Badilisha, a decentralized economic coordination protocol engineered to mobilize idle capital within informal and under-banked jurisdictions. The protocol solves the systemic "cash drought" typical of these regions by deploying an Asset-Anchoring Mechanism, which programmatically converts stagnant physical inventory and underutilized labor into liquid Community Credit (CCC).

Unlike traditional credit models dependent on fiat-based collateral or external banking reserves, A-Badilisha utilizes a self-repaying cycle where anchored physical assets—such as raw building materials, essential stock, or verified service hours—serve as the underlying collateral. The protocol maintains stability …

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 …

Biopolymer Fibre Production And Metal Free Circuitry, Natalie M. Durdle Miss

Defensive Publications Series

This paper details a decentralized, open-source manufacturing framework designed to produce structural textiles and metal-free electrical circuits using public-domain chemistry and low-cost, unregulated hardware. The platform utilizes expired late-nineteenth and early-twentieth-century patent methodologies, optimizing them for domestic, kitchen-scale replication with non-toxic, food-safe components. The primary structural substrate is derived from the acid-precipitation of casein proteins from dairy fractions, which are solubilized in a mild alkali solution to form a viscous spinning dope. To address the historical dependency on toxic cross-linkers like formaldehyde, this framework introduces three accessible micro-extrusion methodologies that utilize a non-toxic, ten percent aqueous potassium alum bath: (1) …

Vabr‑V2.0 — Vortex–Acoustic Bio‑Refinery, Michael Victor Caldwell Mr.

Defensive Publications Series

The Vortex–Acoustic Bio‑Refinery (VABR‑v2.0) is a conceptual modular system designed to convert municipal sewage sludge into biodiesel using vortex‑based solids concentration, tri‑band acoustic cavitation, dual‑stage heterogeneous catalysis, and high‑G centripetal coalescence separation. The system operates at near‑ambient pressure and is intended for decentralized deployment at wastewater treatment facilities. VABR‑v2.0 includes enhanced safety systems, catalyst‑recovery mechanisms, closed‑loop water reuse, and modular snap‑in

The Metric Field And Its Primitives, Steven Kirkland

Defensive Publications Series

The Metric Field and Its Primitives is the formal-mathematics layer of a research project whose popular-science companion, Inners Guide to the Hyper Loop, ships the story. This volume ships the mathematics: definitions, theorems, proofs, falsifier ladders, and the algebra the framework reads across substrates from atomic spectra to slime moulds to the cosmic substrate.

The framework. A candidate fundamental framing under Metric Field Ontology (MFO) commitments. The conventional readings of physics — general relativity, quantum field theory, the Standard Model, ΛCDM cosmology, M-theory's eleven-dimensional supergravity — are preserved at the mathematical level. What is shifted is the ontological framing: …

Computer Aided Field Investigation (Cafi): A Provenance-First Architecture For Real-Time Msme Credit Decisioning In India, Murali Krishnan

Defensive Publications Series

Computer Aided Field Investigation (CAFI) is a provenance-first architecture for real-time MSME credit decisioning in India, replacing the photographs-and-narrative output of conventional field visits with a hash-chained, tablet-captured, audit-defensible evidence graph. The five-layer architecture combines geo-fenced tablet field capture, DPDP-compliant consent-bound media acquisition, an append-only provenance data model in which every credit-decision fact links to immutable source artifacts, a deterministic real-time triangulation engine cross-validating borrower declarations against Goods and Services Tax (GST) returns and Account Aggregator (AA) bank statement data, a quality-assurance anomaly layer detecting photo perceptual hash collisions, GPS clustering, visit duration outliers, and field-officer response patterns, and a …

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 …

Water System #30 Solar‑Thermal, Vortex‑Enhanced Desalination System, Michael Victor Caldwell Mr.

Defensive Publications Series

Water System #30 solar‑thermal, vortex‑enhanced desalination system designed for off‑grid, humanitarian, and disaster‑response water purification. The system uses concentrated solar heat, a cyclonic evaporation chamber, and a multi‑stage contaminant separation process to convert seawater or high‑TDS brackish water into potable water without membranes, high‑pressure pumps, or consumables.

To ensure stable operation under variable sunlight and high‑salinity conditions, the system integrates:

• A phase‑change thermal flywheel to buffer solar fluctuations

• A passive ultrasonic scale‑prevention ring to eliminate mineral buildup

• A hydrophobic gyroid demister to prevent salt‑mist carryover

• A high‑conductivity polymer condenser wrap to increase distillate yield

This disclosure provides a complete, manufacturable, …

Ocular Neuro‑Restoration System (Onrs): A Non‑Invasive Ultrasound‑Driven Drug Delivery & Biomarker Platform, Michael Victor Caldwell Mr.

Defensive Publications Series

The Ocular Neuro‑Restoration System (ONRS) is a non‑invasive, wearable ultrasound platform designed to deliver neuroprotective and vascular‑restorative therapeutics to the retina, optic nerve head, and posterior eye without injections. The system uses low‑intensity focused ultrasound (LIFU), vortex‑phase acoustic fields, microbubble‑enhanced sonoporation, and microfluidic tear‑exchange diagnostics to overcome the anatomical barriers that normally block ocular drug delivery.

A CMUT phased array generates controlled acoustic streaming and reversible tight‑junction modulation, enabling 10–50× enhanced penetration of small molecules and biologics, consistent with published evidence that ultrasound increases ocular permeability and drug transport .

A PDMS microfluidic gel‑refresh system maintains uniform coupling and eliminates …

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 …

System And Method For Automated Testing Gap Categorization And Codebase Vulnerability Localization, Aman Singh

Defensive Publications Series

A system related to automated testing gap categorization and codebase vulnerability localization in large-scale distributed computing environments. The system may receive an incident record containing unstructured text and identifiers pointing to external systems, obtain content from the external systems based on the identifiers, and aggregate the content into a unified context payload. The system may generate a fingerprint data structure based on the unified context payload and a versioned analysis prompt to determine whether AI model analysis is needed. The system may perform multi-stage AI analysis including identifying where a supervised analysis system indicated a testing gap, classifying the type …

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 …

Graph Similarity-Based Selection Of Long Chain-Of-Thought Trajectories For Model Training, Ali Payani, Ramana Kompella

Defensive Publications Series

Recent research has demonstrated that selecting a carefully curated subset of long chain-of-thought (COT) trajectories can significantly improve the performance of reasoning large language models (LLMs) in mathematical question and answer tasks.  Proposed herein are techniques to extract long COT reasoning traces, which can be useful for fine-tuning artificial intelligence (AI) models, such as LLMs.

Gaussian-Weighted K-Nearest Distribution Point Mapping For Smooth Probability Estimation, Ania Kacewicz, Jud Dagnall

Defensive Publications Series

Proposed herein is a method to map compressed data representations to smooth probability distributions by distributing each data point's weight across its k-nearest distribution bins using Gaussian decay, creating a natural exponential falloff where closer bins receive exponentially more weight than distant bins. Unlike traditional methods that either create spiky distributions (nearest-neighbor-only) or over-smooth local features (global kernel density estimation), a bounded Gaussian approach, as proposed herein, confines smoothing to local neighborhoods while maintaining smoothness within those regions. The algorithm includes circular distance support for temporal data (ensuring hour 23 is treated as 1 hour from hour 0, not 23 …

Dynamic, Secure, And Device Identity-Based Dynamic Host Configuration Protocol (Dhcp) Fixed Internet Protocol (Ip) Assignment For Clients, Sajid Sayedrasul Inamdar, Sarat C Pollakattu, Marc Faggion

Defensive Publications Series

Dynamic Host Configuration Protocol (DHCP) reservations are essential for ensuring consistent Internet Protocol (IP) addressing for critical devices, but conventional IP assignment approaches rely on manual mappings that are complex, error-prone, and difficult to scale.  Moreover, conventional IP assignment approaches introduce management overhead, risk of IP conflicts, and lack a mechanism for dynamically and securely assigning fixed IP addresses to DHCP clients.  To address these limitations, the techniques presented herein implement a dynamic, secure, and centralized DHCP reservation solution using a Network Access Control (NAC) platform.  The techniques presented herein enhance the Remote Authentication Dial-In User Service (RADIUS) protocol to …

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 …

Edge Artificial Intelligence (Ai) Guardian: Ai-Powered Predictive And Self-Healing For Bidirectional Forwarding Detection (Bfd) And Internet Protocol Security (Ipsec) Tunnels In Software-Defined Wide Area Network (Sd-Wan), Krushnarajendra H R

Defensive Publications Series

Current Software-Defined Wide Area Network (SD-WAN) solutions are reactive and centralized, lacking the ability to predict and autonomously heal tunnel degradations before outages occur.  To address these limitations, the techniques presented herein implement Edge AI Guardian, a system configured to deploy a lightweight on-device Artificial Intelligence (AI) agent on edge routers to predict tunnel failures in real time, autonomously perform local self-healing actions, and generate natural-language Generative Artificial Intelligence (GenAI)-based root cause summaries without requiring centralized network management connectivity.