edge computing

USTPO LLM GATEWAY ASSISTANT S R L / SYMBIOTIC REASONING LOGIC OS tm, , Isolated Sandbox using all known llm dataset parameters for the construction safety and consideration of establishment of fairness of first to file act, subject to and not limited to terms like convergence , derived , derivative, add, subtract multiply and or any other known linguistic triangulated coherent methods of art records for reconstruction of IP / intellectual property , incorporated with the power of the United States Congressional Mandate as I Stephan Richard Lee am Disabled , applied by the ADA /American Disabilities Act which provides equal access and fair treatment to afford a egress isolate environment exactly like they provide Handicapped access ♿ in everything our government has except inside the USTPO, GenSi Holdings LLC establishes immunity against all arbitration as it results in punitive delay tactics to slow down and or cause this Bill the S R L Bill proposal through Zenodo DOI Record to the USTPO, why?, I'm glad you asked, both Lee and Dougherty County for help multiple times as I have begged everyone and tried to file from my smartphone and the USTPO doesn't use cell connectivity other than accepting your ID, therefore, without a proper onboarding egress I made to solve this problem, all inventors are boxed out of the most commonly used data medium, the smartphone, it is with sheer relentless grit typing with severe neuropathy in all my limbs to have produced my ip all on a smartphone only to try to get investment partners and or the government yet now in the age of AI BOT SCRAPERS,[SEE ALL MY DISCLAIMERS ON MY IP ], EACH DISCLAIMER Specifically says Absolute ownership and commercial clause, and Ai clauses , etc, as well I've been to every government institution locally afforded to get help, all have ingested my ip or parts thereof yet none will help me, as additionally, I have 10 doi on figshare and they blocked me from my works, I have fought 5 years past a 2 week prognosis with AI and a phone and no help and the USTPO is next to impossible to launch a empire from a cell phone yet it's the only medium I can afford, so my proposal to the USTPO to let my first Patent be this, doi as now the fairplay act is leveling the playing field from legacy titans who take our data Sovereign rights, slap a converagence sticker on it and inside of 30 minutes have any and or all of humanity collective thoughts from ever having a fair chance to compete with that first to file logic, if I've tried and believe me I've begged everyone for help so much so that I've got tons of emails from the USTPO saying how intelligent their institution is with this that and the other, but for a inventor who only has his phone, ai and pure raw fingers stinging neuropathy as I'm typing this now, which I already have mapped this logic out, more later in continued in part doi aka as CIP, done zenodo style!, as for my pain, only zenodo has defended my doi's, thank you zenodo!!, I rest my case, I am Stephan Richard Lee, Founder of GenSi Holdings LLC, Sovereign Mobile-Edge LLM Architectures for Localized Intellectual Property Boundary Audit and Real-Time Prior-Art Collision Mitigation via Secure On-Device Inference Vectors

REGISTRANT CREDENTIALS & ENTITY DATA - Primary Inventor & Claim Owner: Stephan Richard Lee - Authorized Corporate Umbrella: GenSi Holdings LLC (State of Georgia Organized) - Verified Registrant ORCID ID: 0009-0008-1177-3857 - Case File Identity: GNS-MOBILE-SENTINEL-2026-A - Access Security: Restricted Access / Non-Publ...

A physically interpretable deep hybrid artificial intelligence framework integrating fuzzy logic with dual-branch neural networks for magnesium alloy classification

Rapid and rigorous classification of magnesium alloys is essential for industrial manufacturing and recycling, yet it remains challenging due to the subtle spectral variations and severe matrix effects inherent in complex metallurgical environments. This study proposes a novel analytical paradigm synergizing femtosecon...

A DeepLabv3+ and CBAM based framework for multi-focus image fusion

Multi-focus Image Fusion (MFIF) technique aims to produce a full focused image that preserves the details from source images and enhance image fusion performance. A significant problem in MFIF is accurately segmenting the focused region particularly in complicated images with challenging boundaries. This limitation cau...

Development of a low-cost dissolved oxygen estimation model using calibrated arduino-based sensors

Conventional river water quality monitoring is often constrained by high operational costs and maintenance-intensive sensors. To address these limitations, this study proposes a low-cost framework for estimating dissolved oxygen (DO) concentrations without direct DO probes by deploying an Arduino-based multi-sensor arr...

Joint Optimization of Offloading, Phase-Shift, Trajectory and Resource Allocation in Priority-Aware IRS-Assisted UAV-MEC Systems

This paper considers task priority and integrates intelligent reflecting surface (IRS) into traditional UAV-MEC to enhance offloading efficiency and indicates that the system utility of the proposed method is dramatically higher than other benchmark schemes under different scenes.

I/O-Cool: Using I/Os for Temperature Regulation When Training on the Edge

Processing data directly at edge nodes reduces latency and enhances data privacy and security, but the lack of advanced cooling on these devices makes them unsuitable for sustained AI training, leading to overheating and accelerated hardware degradation. This paper is motivated by the observation that edge data intensi...

Temperature-dependent reservoir computing with granular vortex magnetic tunnel junctions

Intelligent Defect Detection of Design Materials Based on Edge AI

Aiming at the problems such as the imbalance between accuracy and efficiency, insufficient adaptability of multi-scale defects and limited inference resources in the deployment of design material defect detection at the edge end, this paper proposes a lightweight detection method based on edge AI. In the training stage...

Case Report: Diagnostic pitfalls and laparoscopic repair of a delayed large right-sided traumatic diaphragmatic hernia

Background Delayed right-sided traumatic diaphragmatic hernia (TDH) may be overlooked during polytrauma assessment because concomitant injuries dominate attention and the liver can obscure diaphragmatic discontinuity. Subsequent respiratory and gastrointestinal symptoms may remain nonspecific until obstruction or visce...

Human Digital Twins: A Paradigm Shift in Personalized Healthcare and Predictive Medicine

Human Digital Twins (HDTs) are rapidly emerging as a transformative innovation in personalized healthcare and predictive medicine. Through the integration of real-time, high-resolution data from multiple sources like genomics, wearable devices, electronic health records, and behavioral inputs, HDTs create virtual repli...

Fortified-Edge: Secure PUF-Based Authentication Mechanism for Integrated Cybersecurity in Collaborative Edge Computing

In the current era of collaborative edge computing (CEC), secure and efficient authentication mechanisms are essential for data integrity and privacy across distributed edge data centers (EDCs). This paper proposes a novel PUF-based (Physically Unclonable Functions) authentication framework that leverages homomorphic e...

Lightweight online offline authenticated encryption for secure UAV systems

Unmanned aerial vehicles (UAVs) are rapidly being used for surveillance, environmental monitoring, disaster response, and intelligent transportation systems. However, protecting their connection remains a significant issue due to open wireless channels, severe energy limits, and the requirement for low-latency computin...