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Golden Hour Open Conceptual Architecture For Citizen-Initiated Structured Urgency Signaling, Jaime Gerardo Figoni Him May 2026

Golden Hour Open Conceptual Architecture For Citizen-Initiated Structured Urgency Signaling, Jaime Gerardo Figoni Him

Defensive Publications Series

Abstract Golden Hour proposes a minimalist, open, and low-bandwidth emergency signaling architecture that enables any citizen to transmit structured urgency information during the critical first hour (“Golden Hour”) of a disaster. The system combines a single-tap severity code (Red / Yellow / Green), a brief guided question sequence, and resilient transmission paths (including SMS/USSD fallback) to generate a live, color-coded situational heat map for emergency responders.

By treating emergency response as a problem of controlling informational entropy, Golden Hour enables a near-instantaneous reduction in chaos while fostering voluntary human solidarity. It is designed as a supplement to — not a …


Gci Diagnostics & Bioprocess Acceleration Architecture (Open‑Hardware, Conceptual Only), Michael Victor Caldwell Mr. May 2026

Gci Diagnostics & Bioprocess Acceleration Architecture (Open‑Hardware, Conceptual Only), Michael Victor Caldwell Mr.

Defensive Publications Series

This disclosure describes an open‑hardware, physics‑based architecture for accelerating diagnostic workflows and bioprocess engineering using vortex‑acoustofluidic modules. The system integrates vortex‑induced lysis, acoustic particle isolation, micro‑lattice thermal control, and continuous‑flow kinetic refinement to reduce the time required for molecular analysis and biomolecule purification. No biological agents, reagents, or clinical claims are included. All components are conceptual and released under CERN‑OHL‑P to support global research, prototyping, and humanitarian engineering.


Electronic Device Placement Via Three-Dimensional Space Reconstruction, Ruofei Du, Mahdi Tayarani Najaran May 2026

Electronic Device Placement Via Three-Dimensional Space Reconstruction, Ruofei Du, Mahdi Tayarani Najaran

Defensive Publications Series

Difficulties are encountered when determining placements for electronic devices to ensure coverage of a physical space. A framework for visualizing coverage and suggesting device quantities through three-dimensional space reconstruction is described. Live camera and depth data from portable electronic devices are utilized to generate a digital representation of an environment. A transformer-based neural network is employed to determine device poses and quantities based on the reconstructed space and semantic attributes. Coverage areas, areas without coverage, and unmonitored hazard zones are depicted in real-time, maintaining alignment as a device is physically reoriented. A data-driven approach for deploying equipment such as cameras, …


Set Lists For Conversations On Necropolitics, Antiblackness, And Colonialism, Noah Morton May 2026

Set Lists For Conversations On Necropolitics, Antiblackness, And Colonialism, Noah Morton

Black Educology Mixtape "Journal"

In lieu of a traditional syllabus, the following setlist uses the form of an academic syllabus to unsettle ideas around knowledge production and includes six sets with multimodal resources (films, songs, articles) to engage conversations on necropolitics, antiblackness, and colonialism. The setlists come from engaging in genealogies of resistance and liberation and are attentive to recognizing (re – again | cogn – to know | ize – to make) and acknowledging various technologies of domination while witnessing anachoreographies, or spirits of refusal. Each setlist flows from a check-in song, continues to the main set of readings/videos/podcasts, and ends with an …


“Hip-Hop Permeates Everything I Do:” The Intersections Of Global Politics, Hip-Hop, And Education, Mecedes Lindsay May 2026

“Hip-Hop Permeates Everything I Do:” The Intersections Of Global Politics, Hip-Hop, And Education, Mecedes Lindsay

Black Educology Mixtape "Journal"

This qualitative study examines how the absence of Critical Hip-Hop Pedagogy (CHHP) within academic institutions shapes students’ sense of belonging, motivation, and engagement by regulating which forms of cultural capital are deemed legitimate. Drawing on semi-structured interviews and focus groups with students, educators, scholars, and members of the hip-hop generation, this research adopts an interpretivist framework to center participants’ lived experiences within educational spaces. Informed by Freirean critical pedagogy and Yosso’s theory of community cultural wealth, the study situates schooling as a site where America’s soft power operates through curriculum design, disciplinary norms, and definitions of deviance. Findings reveal that …


Purposefully Black Interactional Systems: Disrupting Punitive School Discipline Models Through Banter, The Funk, And The Black Aesthetic, S. M. Wilson May 2026

Purposefully Black Interactional Systems: Disrupting Punitive School Discipline Models Through Banter, The Funk, And The Black Aesthetic, S. M. Wilson

Black Educology Mixtape "Journal"

This empirical study seeks to understand the narratives of four Black men teachers and two Black women teachers about how they implement school discipline and classroom management in their K–12 contexts. This track draws on interdisciplinary perspectives from education, linguistic anthropology, and African American studies to understand how banter and ritual insults function as alternatives to traditional discipline. Phenomenology and thematic analysis of six semistructured interviews demonstrated Black teachers’ beliefs that outdated and punitive orientations should be challenged. These teachers enacted discipline through talk—particularly banter, ritual insults, and what I call “purposefully Black interactional systems,” which embed discipline within them, …


Remixing The Academy Through Backyard Spaces: The Making Of Black Educology, The Mixtape, Dre Carter, Eghosa Obaizamomwan-Hamilton May 2026

Remixing The Academy Through Backyard Spaces: The Making Of Black Educology, The Mixtape, Dre Carter, Eghosa Obaizamomwan-Hamilton

Black Educology Mixtape "Journal"

As Black academics, researchers, and educators, we navigate the twin topographies of the academy and the open territories of possibility. Connecting these realms, we construct “backyard project” spaces—semi-enclosed areas linking academic spaces and liberated spaces. We use our creation of the backyard as a locality wherein we challenge oppressive, antiquated academic systems and anti-Blackness without waiting for reform. For example, our collective project, the Black Educology Mixtape “Journal,” exemplifies this concept. This track discusses the “backyard” as an extension of both third and fugitive spaces and, through material culture and fugitivity as method, highlights the backyard as a site for …


Uplifting Black Pedagogical Rituals Of Purpose Through Portraits Of Toni Morrison’S Humanistic Education, Darion A. Wallace, Natalie Hibdon, Gabriela Lopez May 2026

Uplifting Black Pedagogical Rituals Of Purpose Through Portraits Of Toni Morrison’S Humanistic Education, Darion A. Wallace, Natalie Hibdon, Gabriela Lopez

Black Educology Mixtape "Journal"

No abstract provided.


So Great A Cloud Of Witnesses: A Critical Race Counterstory On Teacher Preparation And Repair, La Mont Terry May 2026

So Great A Cloud Of Witnesses: A Critical Race Counterstory On Teacher Preparation And Repair, La Mont Terry

Black Educology Mixtape "Journal"

Selective liberal arts colleges (SLACs) are traditionally undergraduate institutions that focus on providing a broad education in the arts, sciences, and humanities rather than the professional training for the workforce typically available at other institutions of higher education. Despite their comprehensive curriculum, many SLACs have a decades-long commitment to teacher preparation as recognition of the connected nature of K–12 schooling and higher education. This track examines the closure of one such teacher preparation program at an urban liberal arts college and its impact on the faculty who taught in it. Using the critical race theory method of counterstorytelling, I position …


Black Boys And The New Media Mixtape: Ownership, Aspiration, And Hustle In A Digital Age, Kareem Edouard, Taquan S. Stewart May 2026

Black Boys And The New Media Mixtape: Ownership, Aspiration, And Hustle In A Digital Age, Kareem Edouard, Taquan S. Stewart

Black Educology Mixtape "Journal"

In this track, we explore how “new media” platforms become modern “mixtape” tools for Black boys to remix identity and cultural narratives in the digital age. As Audre Lorde reminded us, “The master’s tools will never dismantle the master’s house.” Still, we aim to interrogate whether these tools can be repurposed for empowerment. This framework unfolds in three parts: examining ownership and the gatekeeping of cultural narratives, exploring how new media platforms shape aspirations and identities for Black boys, and identifying the tools and pathways for Black boys to both see themselves as creators and access content that reflects them. …


Embodied Archives: The Body As Technology Of Black Sustainability, Felicia Rutledge May 2026

Embodied Archives: The Body As Technology Of Black Sustainability, Felicia Rutledge

Black Educology Mixtape "Journal"

This track develops the concept of embodied archives as technologies of Black sustainability in apocalyptic times. Building from Diana Taylor’s distinction between the archive and the repertoire, and in conversation with Hortense Spillers, Saidiya Hartman, Christina Sharpe, Sami Schalk, Tiffani Marie and Kenjus Watson, and Ruha Benjamin, I argue that Black bodies function as living repositories of knowledge. Long before schools claimed authority over learning, communities preserved memory in movement, rhythm, oral and signed languages, tactile practices, and everyday rituals of care. Disabled Black bodyminds, through practices such as braille literacy and augmentative and alternative communication, further illustrate how assistive …


Dancing In The Wake | Like Moss Over Modernity, Simple Ant May 2026

Dancing In The Wake | Like Moss Over Modernity, Simple Ant

Black Educology Mixtape "Journal"

This offering is a meditation on existing and thriving in the wake of civilization. For centuries, we have educated one another to believe in, and glorify, the insatiable desires of our modern way of life. I begin with the premise that what we call “civilization” is a system predicated on death, violence, and exploitation, because it requires the endless extraction and consumption of the living Earth. Living in this way guts the Earth to feed our ideas of “progress” and “prosperity.” The effect now is that our civilization, our society, our way of life is rotting—bringing with it decay and …


Remote Hr-Guided High-Intensity Interval Training With Weekly Health Monitoring In Breast Cancer Patients During Chemotherapy: A Moderation Analysis Of Physiological Predictors, Madara Ketlīna Štarka-Rantiņa, Rudolfs Ceseiko, Martins Campa, Maksims Zolovs, Greta Franceska Jermolenko, Kristaps Eglitis, Alicia Llorente, Aija Linē, Aija Klavina May 2026

Remote Hr-Guided High-Intensity Interval Training With Weekly Health Monitoring In Breast Cancer Patients During Chemotherapy: A Moderation Analysis Of Physiological Predictors, Madara Ketlīna Štarka-Rantiņa, Rudolfs Ceseiko, Martins Campa, Maksims Zolovs, Greta Franceska Jermolenko, Kristaps Eglitis, Alicia Llorente, Aija Linē, Aija Klavina

Baltic Journal of Health and Physical Activity

Background: The study aimed to investigate the effects of a six-month remotely monitored heart rate – guided high-intensity interval training (HIIT) program on aerobic capacity, functional performance, and weekly self-reported health outcomes in women with stage II–III breast cancer undergoing neoadjuvant chemotherapy. Materials and methods: Fifty-six women (mean age 47 ± 8 years) were randomly assigned (1:1) to a HIIT group or a control group (CG). Thirty-five participants were included in analyses (HIIT group = 17; CG = 18). HIIT group performed 4 × 4-minute HIIT sessions at the intensity of 85–95% of the peak heart rate, two to three …


Ibn Battuta's New Journey And Crossing The Boundaries Of The Semiosphere, Abdelhafid Mechkouri May 2026

Ibn Battuta's New Journey And Crossing The Boundaries Of The Semiosphere, Abdelhafid Mechkouri

SOROUD: The journal of Literacy Criticism

This article addresses the symbolic semiotic representations expressed in Ibn Battuta's New Journey, focusing on cultural space in relation to the self, the traveler, and the other. Drawing on Yuri Lotman's theory of the semiosphere, the study examines how the traveler-narrator moves within the Islamic semiosphere and across neighboring cultural spaces. It shows that cultural representations are organized around three major oppositions: similarity and difference, us and them, and the sacred and the profane. The article argues that the journey divides the other into internal and external figures and organizes space into familiar, safe, and sacred zones on the one …


Shrinking Sovereignty: By Land, Sea, And…Air?, Cynthia R. Harris May 2026

Shrinking Sovereignty: By Land, Sea, And…Air?, Cynthia R. Harris

Pace Environmental Law Review

Atlantis was a mythical State destroyed by the gods as an object lesson to humanity. The complete destruction of a State, as a political entity, does have precedent in historical reality. The complete and permanent loss of a State’s physical territory, however, is a problem humanity has never faced—until now. Today, climate change-driven sea level rise is bringing the future sovereign status of Small Island Developing States (SIDS) in question. A growing body of legal scholarship argues for maintaining these States’ maritime jurisdictions but has not yet extended the question skyward to SIDS’ jurisdiction over airspace.

This Article addresses that …


Municipality Of Bayamón V. Exxon Mobil Corp. (2025): Bringing Racketeering Charges For Climate Justice, Ilinca C. Johnson May 2026

Municipality Of Bayamón V. Exxon Mobil Corp. (2025): Bringing Racketeering Charges For Climate Justice, Ilinca C. Johnson

Pace Environmental Law Review

Environmental justice communities should have their climate change damages heard in the courtroom. One means to increase environmental justice claims is through claims under the federal Racketeer Influence and Corrupt Organizations (RICO) Act. Using Municipality of Bayamón v. Exxon Mobil Corp. (2025) as a model, this Article suggests a novel RICO case strategy to pursue climate damages for marginalized communities. Fundamentally, environmental justice RICO claims involve careful case design based on the climate-related damages a marginalized community has faced because of the long-term deception by fossil fuel actors upon those communities. Pursuing such claims forwards the intersectional issues faced by …


Effects Of Garden Exposure On Physician Assistant Students, Richard Gilbert Jr., Anne Schempp, Daniel Martin May 2026

Effects Of Garden Exposure On Physician Assistant Students, Richard Gilbert Jr., Anne Schempp, Daniel Martin

Inquiry: The Journal of the Virginia Community Colleges

Introduction: Stress and burnout within the physician assistant student population has been an evolving topic in physician assistant education. Greenspaces have been utilized for the reduction of stress and improvement of overall well-being.

Methods: Using a mixed methods survey methodology, participating physician assistant students were evaluated on their perceived stress levels both pre and post-exposure to a garden area. Both quantitative and thematic qualitative data was synthesized to evaluate the garden’s effect on the physician assistant student stress levels.

Results: A linear mixed effects model revealed that participants significantly improved stress outcomes from pre-test to post-test (ꞵ = 3.83, CI95% …


Nineteenth Century Deaf Education In The United States: A Survey Of The Schools, Styles Of Instruction, And The Events That Led To The Dark Ages Of Deaf Education, Christopher Arra May 2026

Nineteenth Century Deaf Education In The United States: A Survey Of The Schools, Styles Of Instruction, And The Events That Led To The Dark Ages Of Deaf Education, Christopher Arra

Inquiry: The Journal of the Virginia Community Colleges

The present study reviewed 19th-century deaf education in the United States and investigated controversial curriculum changes that led to the Dark Ages of Deaf Education. Two pedological approaches to deaf education were discussed: oralism and manualism, and a brief review of the 19th-century deaf education schools in the United States was also conducted. Readers are also made aware of the specific events that led to the Dark Ages of Deaf Education, and implications for Instructors are also discussed.


Improving Antihypertensive Medication Adherence Through Education And Follow- Up Phone Calls In A Primary Care Setting, Sarah Peterson May 2026

Improving Antihypertensive Medication Adherence Through Education And Follow- Up Phone Calls In A Primary Care Setting, Sarah Peterson

Doctor of Nursing Practice Final Manuscripts

Hypertension affects nearly half of adults and significantly increases the risk of stroke and cardiovascular disease; however, poor medication adherence remains a primary barrier to effective blood pressure management. The purpose of this evidence-based practice (EBP) project was to improve antihypertensive medication adherence among adult patients in a primary care setting. Guided by the Iowa Model of Evidence-Based Practice to Promote Quality Care, the project utilized a pre-test/post-test design at a private practice clinic. The sample included adults with a hypertensive diagnosis and active prescriptions. Medication adherence was defined as the Morisky Medication Adherence Scale (MMAS-8) scores, measured before and …


Reducing Preoperative Anxiety In Patients Undergoing Gynecologic-Oncology-Related Surgeries, Iman Sean Lavine-Richardson May 2026

Reducing Preoperative Anxiety In Patients Undergoing Gynecologic-Oncology-Related Surgeries, Iman Sean Lavine-Richardson

Doctor of Nursing Practice Final Manuscripts

Elevated levels of preoperative anxiety are associated with adverse effects in the postoperative period. Evidence demonstrates the effectiveness of incorporating multimedia into preoperative education to alleviate preoperative anxiety. This project aims to decrease preoperative anxiety levels and increase satisfaction and feelings of preparedness in patients scheduled to undergo gynecologic-oncology-related procedures through the implementation of an evidence-based practice (EBP) informational video. The San Diego 8A’s EBP model was utilized to guide this project. Data was collected, anonymously, through online questionnaires which included the Anxiety Specific to Surgery Questionnaire (ASSQ) to assess anxiety levels and Likert-scale questions to assess satisfaction and feelings …


Enhancing Emergency Preparedness In California High Schools: A Policy Framework For Implementing Nata-Compliant Emergency Action Plans Through Multidisciplinary Task Forces, Jennifer Lu May 2026

Enhancing Emergency Preparedness In California High Schools: A Policy Framework For Implementing Nata-Compliant Emergency Action Plans Through Multidisciplinary Task Forces, Jennifer Lu

Doctor of Nursing Practice Final Manuscripts

Abstract

Background: Sudden cardiac arrest (SCA) is the leading cause of death in young athletes, yet it is highly survival with proven measures: a structured emergency action plan (EAP), cardiopulmonary resuscitation (CPR) training, and access to an automated external defibrillator (AED) within 3 minutes can raise survival rates to 90%. Despite this, high schools show inconsistent compliance, largely due to the lack of fragmented oversight and lack of standardized practices

Purpose of Project: This proposal advocates for multidisciplinary task forces to enforce venue-specific, National Athletic Trainers Association (NATA)-compliant EAPs across California high schools, with the goal of improving emergency response …


Implementation Of Comprehensive Checklist For Opioid Use Disorder Treatment In Primary Care, Sophia R. Madden May 2026

Implementation Of Comprehensive Checklist For Opioid Use Disorder Treatment In Primary Care, Sophia R. Madden

Doctor of Nursing Practice Final Manuscripts

Background: The escalating opioid crisis demands a comprehensive approach to Opioid Use Disorder (OUD) management. Patients often face comorbid mental illnesses, infectious diseases, concurrent substance use, and social determinants of health (SDOH)—all of which increase the risk of treatment attrition. Standardizing care through evidence-based clinical practice guidelines and tools is essential for improving treatment quality and consistency.

Purpose: This project aimed to increase comorbidity screenings and improve resource access for OUD patients at a San Diego Internal Medicine primary care office by implementing a comprehensive care checklist based on the American Society of Addiction Medicine (ASAM) guideline.

Methods: The ASAM …


Empowering Healing And Recovery: Adverse Childhood Experiences Screening In A Cognitive Behavioral Therapy Intensive Outpatient Program, Serena C. Lee May 2026

Empowering Healing And Recovery: Adverse Childhood Experiences Screening In A Cognitive Behavioral Therapy Intensive Outpatient Program, Serena C. Lee

Doctor of Nursing Practice Final Manuscripts

Purpose: This evidence-based practice project implemented Adverse Childhood Experiences (ACEs) screening in an adult Cognitive Behavioral Therapy Intensive Outpatient Program (COG IOP) at San Diego's largest behavioral health hospital to identify ACE exposure, deliver supportive interventions, and enhance clinician competency in trauma-informed care.

Background: ACEs are potentially traumatic experiences occurring before age 18 that are associated with toxic stress and worsening health outcomes. Despite evidence linking ACEs to adverse outcomes and substantial healthcare costs, routine ACE screening is not standardized in behavioral health settings.

Methods: Guided by the San Diego 8A's Evidence-Based Practice model, eligible patients were offered ACEs screening …


2026 Commencement Exercises, Benjamin N. Cardozo School Of Law May 2026

2026 Commencement Exercises, Benjamin N. Cardozo School Of Law

Commencement Programs

Order of Exercises

Processional:

Felix Wu, JD, PhD, Vice Dean, Professor of Law, Herald

Presiding: 

Selma Botman, PhD, Provost and Vice President for  Academic Affairs, Yeshiva University, Chief Marshal

Rabbi Dr. Ari Berman, President, Yeshiva University

National Anthem: 

Cantor Ira W. Heller, JD, Benjamin N. Cardozo School of Law, Class of 2008

Remarks: 

Melanie Leslie, JD, Dean, Benjamin N. Cardozo School of Law, Class of 1991

Commencement Address: 

Hon. Rowan D. Wilson, Chief Judge of the State of New York and the New York Court of Appeals

Student Remarks: 

Quentin Decurnes, LL.M. Class Speaker, Class of 2026

Basya Bates, …


The Impact Of Road Quality On Nearby House Prices, Michael Cary, Brad Humphreys May 2026

The Impact Of Road Quality On Nearby House Prices, Michael Cary, Brad Humphreys

Economics Faculty Working Papers Series

This paper estimates the impact of road quality on house prices in Hamilton County, Ohio, USA which includes the city of Cincinnati. We use a hedonic regression framework using road segment level international roughness index (IRI) data as a measure of road quality. We find that rougher roads decrease house prices, with a one standard deviation increase in road roughness from the sample mean decreasing house prices by 3.5%. This equates to a $6,700 decrease in the value of an average priced home in our sample, demonstrating the importance of road quality and maintenance for local economic development.


Applying A Neurodiversity-Informed Approach To Understanding Resolution In Families Raising A Child With Autism, Emma Manole May 2026

Applying A Neurodiversity-Informed Approach To Understanding Resolution In Families Raising A Child With Autism, Emma Manole

Honors College Theses

The first known documentation of the syndrome we today refer to as autism spectrum disorder (ASD) was published by Austrian psychiatrist Leo Kanner (1943), who identified a cluster of disordered symptoms among 11 young children, which he termed “early infantile autism”. Consequently, the psychiatric world became aware of autism as its own disorder separate from schizophrenia or “childhood psychosis” (Wing, 1997). Since then, the ways in which autism is studied, diagnosed, referred to, defined, and treated have seen drastic changes (Blacher & Christensen, 2011) over the course of almost a century. It is only natural that the perceptions held by …


Edge Co-Occurrence Regularization For Node Classification, Kadir Altunel May 2026

Edge Co-Occurrence Regularization For Node Classification, Kadir Altunel

Theses

We propose a simple yet effective regularization technique for node classification on graphs that leverages edge-based label co-occurrence patterns. We first train an MLP on node features to produce class probability distributions, then compute a fixed penalty matrix from edge-based co-occurrence statistics of these predictions. This penalty matrix, which captures unlikely class combinations on connected nodes, is then used to regularize GNN training without further updates. We evaluate this approach across multiple homophilic datasets (Cora, CiteSeer, PubMed, ogbn-arxiv) and heterophilic benchmarks (Chameleon, Squirrel, Actor, Roman-Empire) using three GNN architectures: GCN, GraphSAGE, and H2GCN. Results show consistent improvements on homophilic graphs, …


Deep Learning Approaches For Ctenophore Identification And Tracking, Anagha Bharadwaj May 2026

Deep Learning Approaches For Ctenophore Identification And Tracking, Anagha Bharadwaj

Theses

Ctenophores are translucent marine organisms with nearly invisible tentacles and pose significant challenges due to their transparent morphology and ambiguous structural features. This research addresses the classification and tracking of these organisms and evaluates the performance of current computer vision models under sparse-data environments.

A dataset from the NJIT Life History Lab consisting of microscopic laboratory videos and photographs of different growth stages is used to train and assess a number of convolutional neural network designs, including VGG16, ResNet, BioCLIP2, YOLO, and DeepLabCut. Additionally, a web-based interface is developed to evaluate expert-labeled ground truth with the model's performance.

The findings …


Sound Detection Of Memory Leaks In Llvm Ir Programs Using Accumulation Analysis, Robert Blacha May 2026

Sound Detection Of Memory Leaks In Llvm Ir Programs Using Accumulation Analysis, Robert Blacha

Theses

Resource leaks occur when a limited resource such as memory is allocated by a program and needlessly held past the point of use. Leaks can lead to a degradation of services which can be specifically triggered with malicious behavior, for example abusing a memory leak in a program to cause a server to slow down and crash for a denial-of-service attack.

Prior work has demonstrated that accumulation analysis provides a sound detection of resource leaks with a working implementation for programs written in Java. While useful, current implementations are limited to programs written in Java, which has a garbage collector, …


Adaptive Multimodal Smart Home Control On A Raspberry Pi 5 Using Hand Gestures, Voice Cues, And User Feedback, Vaibhav Bora May 2026

Adaptive Multimodal Smart Home Control On A Raspberry Pi 5 Using Hand Gestures, Voice Cues, And User Feedback, Vaibhav Bora

Theses

A real time multimodal smart home control system deployed on a Raspberry Pi 5 is presented. The system combines hand gestures, short voice cues, and proximity aware interaction to execute household commands such as light brightness control, fan speed adjustment, and stop or kill switch actions. Lightweight gesture and keyword spotting voice classifiers were trained offline and exported to TensorFlow Lite for efficient on device inference. For more natural spoken phrases, the system additionally integrates a locally deployed pretrained offline ASR component rather than a speech recognizer trained from scratch. Using a USB camera and microphone, the system operates fully …