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How The Erosion Of The German Drinking Culture Impacts Social Cohesion And The Economic Progression, Tran B. Duong, Monica Hennawy Jul 2026

How The Erosion Of The German Drinking Culture Impacts Social Cohesion And The Economic Progression, Tran B. Duong, Monica Hennawy

OneUSF Undergraduate Research Conference

German drinking culture has begun to wane within the past decade. While this may be viewed as a public health success, it has multifaceted impacts. The lifestyle adjustment threatens the third space which has historically fostered social interaction, making their erosion significant not merely economically but also culturally. Substance use also has a multifaceted impact on mental health, whereas in regulation social drinking can promote bonding. This leads to the need for appropriate policy in alcohol consumption which should help the public draw a balance in sustainable drinking practices. Alternatively, Germany’s third places also serve as a significant source of …


Business Incubation And The Role That It Plays In The Future Economic And Financial Success Of Small Island Developing States, Warren Watkins Jul 2026

Business Incubation And The Role That It Plays In The Future Economic And Financial Success Of Small Island Developing States, Warren Watkins

OneUSF Undergraduate Research Conference

Small Island Developing States (SIDS) face a unique blend of economic vulnerabilities and untapped potential, often stemming from their heavy reliance on tourism and limited diversification. This thesis explores how business incubation can serve as a strategic mechanism for fostering sustainable economic and financial growth within these nations. Through a comparative analysis of established models in countries such as Singapore, Japan, and Chile, alongside emerging initiatives in Caribbean SIDS, this research identifies the pathways through which foreign investment, education, and technology can jointly stimulate entrepreneurial development. Findings indicate that while foreign partnerships remain essential in the early stages of incubation, …


Corporate Adaptability In The Nil Era: How Athletic Departments Are Navigating A New Landscape, Jake H. Greene Jul 2026

Corporate Adaptability In The Nil Era: How Athletic Departments Are Navigating A New Landscape, Jake H. Greene

OneUSF Undergraduate Research Conference

The landscape of college athletics was completely restructured in 2021 when NIL (Name, Image, and Likeness) legislation passed, and the pace of change has not slowed since. With athletic departments facing new legal frameworks, financial pressures, and compliance demands, the question arises: how essential is corporate adaptability to institutional success in this era? Through content analysis of new laws, NCAA rulings, and two targeted case studies, this study argues that corporate adaptability is not merely advantageous but essential for athletic departments navigating the NIL landscape. Programs that have proactively restructured their operations, staffing, and compliance systems have positioned themselves for …


Perceptions Of The Cpa Evolution Changes And Their Role In Professional Pathways, David Ogrady Jul 2026

Perceptions Of The Cpa Evolution Changes And Their Role In Professional Pathways, David Ogrady

OneUSF Undergraduate Research Conference

The CPA (Certified Public Accountant) Evolution, a wide-spanning set of changes made to the CPA Exam, was officially instituted in January of 2024.  In the time since then, research has been done on the reactions of professors and academics regarding the changes to the exam, but little has been done to gauge the reactions of students to the new format.  This study involves surveys and interviews of students with questions about the changes, such as the increased inclusion of testing proficiency with technology and the addition of new sections never seen before on the exam.  Students greatly appreciated some changes, …


The Moderation Of Gender In The Relationship Between Social Cognition And Narrative Language Skills In Autistic Children, Zara Khan, Coral Morley Jul 2026

The Moderation Of Gender In The Relationship Between Social Cognition And Narrative Language Skills In Autistic Children, Zara Khan, Coral Morley

OneUSF Undergraduate Research Conference

Compared to males, autistic females often demonstrate a greater desire for social interactions and may imitate peers’ social behaviors, sometimes masking underlying social-cognitive difficulties (Hull et al., 2017; Lai et al., 2015). To better understand these differences, the present study focuses on two key components of social cognition (i.e., affect recognition and theory of mind (ToM)), and their associations with narrative listening comprehension. Gender may act as a moderator, showing variability between these variables; thereby providing a more nuanced view of autism that may inform assessment and screening practices rather than relying on the traditional male-centered research (Harrop et al., …


Bidirectional Associations Between Social-Cognitive Processes And Mathematics Achievement In Autistic Children, Carole M. Wadie, Conner Peltier, Quinn Slyker Jul 2026

Bidirectional Associations Between Social-Cognitive Processes And Mathematics Achievement In Autistic Children, Carole M. Wadie, Conner Peltier, Quinn Slyker

OneUSF Undergraduate Research Conference

Mathematics achievement is a critical component of academic functioning, strongly predicting later educational and life outcomes (Kaskens et al., 2022; Tonizzi & Usai, 2024). Although prior research has examined mathematics achievement and general cognition, limited work has investigated the role of social-cognitive processes in mathematical development among autistic children. Skills such as theory of mind (ToM), affect recognition, and inferencing may support mathematical learning by enabling children to interpret instructions, integrate information, and apply conceptual understanding (Kloo et al., 2022; Kim et al., 2021). Developmental cascade theory suggests that functioning in one domain may influence development in another, with bidirectional …


Comparative Analysis Of Car-T Cell Therapy Across Cancer Subtypes: Influence Of Antigen Binding Properties On Efficacy And Safety, Isabella Ware, Nadia Rohani, Kai Peñalosa, Samia Khan, Selena Berhie, Sreehitha Sajja Jul 2026

Comparative Analysis Of Car-T Cell Therapy Across Cancer Subtypes: Influence Of Antigen Binding Properties On Efficacy And Safety, Isabella Ware, Nadia Rohani, Kai Peñalosa, Samia Khan, Selena Berhie, Sreehitha Sajja

OneUSF Undergraduate Research Conference

CAR-T cell therapy is a personalized immunotherapy that genetically engineers a patient’s own immune T-cells in a lab to recognize and attack specific cancer cells. CAR-T cell therapy has shown remarkable success in hematologic malignancies, where antigen expression is highly uniform. The research question that was addressed is “To what extent does antigen heterogeneity and downregulation in solid tumors reduce CAR-T cell cytotoxicity compared with the more uniform antigen expression seen in hematologic malignancies?” CAR-T cell cytotoxicity is measurably reduced in solid tumors due to the tumor’s capacity to alter antigen expression and downregulate CAR proteins whereas hematologic malignancies exhibit …


Computational Analysis Of Gene Expression Profiles To Identify Novel Biomarkers For Triple-Negative Breast Cancer, Autumn Brooks, Saranya Sriramula, Sophia Chadwick, Julia Veronez Da Silva, Stecile Jean Mary, Sreehitha Sajja Jul 2026

Computational Analysis Of Gene Expression Profiles To Identify Novel Biomarkers For Triple-Negative Breast Cancer, Autumn Brooks, Saranya Sriramula, Sophia Chadwick, Julia Veronez Da Silva, Stecile Jean Mary, Sreehitha Sajja

OneUSF Undergraduate Research Conference

Our research focused on the effectiveness of using computational methods such as sequencing models to find biomarkers that confirm the existence of Triple-Negative Breast Cancer (TNBC) in patients. The research focused on analyzing the importance of being able to detect patterns in genomic sequences that were consistently seen in patients who were TNBC positive. Additionally, our aim was to understand resistance mechanisms that make TNBC harder to treat through sequencing analytics. Understanding these patterns is especially important for early intervention so patients who have TNBC can get started on treatment before the disease progresses. Triple-negative breast cancer lacks hormone receptors …


Reproductive Equity: A Comparative Chemical Analysis Of Emerging Male Contraception Technology, Grace Kim, Esmaralda Pilar-Lopez Jul 2026

Reproductive Equity: A Comparative Chemical Analysis Of Emerging Male Contraception Technology, Grace Kim, Esmaralda Pilar-Lopez

OneUSF Undergraduate Research Conference

Female oral contraceptives, although abundant in access and successful as contraceptives, pose significant risks to women’s health. Biosocial factors that discourage male contraceptive drugs include harmful hormonal changes and inconsistent efficacy. This research employs comparative analysis of three current methods on potential male contraceptive options, focusing on steroid chemistry, functional group modification, and bioavailability. Emerging male contraceptive drugs of interest include the non-hormonal retinoic acid (vitamin A) receptor to antagonize sperm production, blocking the sperm-specific 〖Ca〗^(+2)  ion channel, and a reversible “Chemical Plug” that limits sperm movement at the vas deferens. Through comparison, this research will use six references to …


How Has Western Biomedical Framing Of Type 2 Diabetes Shaped Prevention And Treatment In South Asian Populations?, Amrita Nayak, Sreehitha Sajja Jul 2026

How Has Western Biomedical Framing Of Type 2 Diabetes Shaped Prevention And Treatment In South Asian Populations?, Amrita Nayak, Sreehitha Sajja

OneUSF Undergraduate Research Conference

This paper examines how Western biomedical framing of Type 2 diabetes (T2D) has shaped prevention and treatment strategies in South Asian populations, often with limited effectiveness. The dominant Western model emphasizes individual responsibility, standardized dietary guidelines, and generalized treatment protocols. While these approaches have proven useful in broader populations, they frequently fail to address the distinct biological, cultural, and structural realities that influence T2D risk among South Asians. A key limitation lies in the underrecognition of earlier metabolic risk. South Asian individuals tend to develop T2D at younger ages and lower body mass index (BMI) levels compared to European populations, …


Retrospective Analysis Of Fda Adverse Event Reporting System (Faers) For Herbal Supplements, Luke Junck, Jennifer Lin, Nikolas Reyes, Teba Albahely, Sreehitha Sajja Jul 2026

Retrospective Analysis Of Fda Adverse Event Reporting System (Faers) For Herbal Supplements, Luke Junck, Jennifer Lin, Nikolas Reyes, Teba Albahely, Sreehitha Sajja

OneUSF Undergraduate Research Conference

FAERS is the national database maintained by the FDA in order to monitor the safety of drugs after they reach the market. FAERS supports post-marketing surveillance by helping regulators to detect emerging risks and guide decisions on product labeling changes or further investigations. A systematic review of 21 research articles was conducted, focusing on the population and reasonings behind adverse reports for herbal supplements. Articles were gathered from multiple databases such as Pubmed, ScienceDirect, SpringerNature, and government affiliated websites. This research explored the question, “How do adverse event reports for herbal supplements in FAERS differ across age, race, and geographic …


It's In Your Dna: A Comprehensive Overview Of Forensic Genetic Genealogy And The Future Of Profiling Methods And Legal Implications, Selah A. Thompson Jul 2026

It's In Your Dna: A Comprehensive Overview Of Forensic Genetic Genealogy And The Future Of Profiling Methods And Legal Implications, Selah A. Thompson

OneUSF Undergraduate Research Conference

Forensic Genetic Genealogy (FGG) is a relatively modern and transformative technique within the field of forensics that allows for precise scientific identification of suspects or victims through DNA (Deoxyribonucleic Acid) analysis, primarily consisting of analyses of Short Tandem Repeats (STRs) and Single Nucleotide Polymorphisms (SNPs) found within samples of DNA. While FGG is quite new within the field, the applications for accurate, scientific-based analysis of crime scenes can help make an unsolvable case something that can be resolved, including some of the most famous cold cases of the past century. Current FGG technology provides incredibly valuable investigative leads, but current …


The Effect Of Distraction On Emotion-Based Communication Behaviors, Twisha Nadella Jul 2026

The Effect Of Distraction On Emotion-Based Communication Behaviors, Twisha Nadella

OneUSF Undergraduate Research Conference

As technology becomes increasingly integrated in daily activities, there are growing concerns for the effects of multi-tasking within the workplace. It is important to consider how communication efficiency may be impacted by dual-task situations. Therefore, understanding the potential outcomes that distraction may have on language production is valuable in determining optimal working conditions for effective use of emotional communication. This dual-task study was designed to understand the effects of distraction on emotion-based communication behavior. A driving task was utilized as the means of distraction in this experiment, while the concurrent negotiation task was analyzed to understand how emotional language was …


Localization And Function Of Tgsfa2 During Tachyzoite Division In Toxoplasma Gondii, Tom Goro Jul 2026

Localization And Function Of Tgsfa2 During Tachyzoite Division In Toxoplasma Gondii, Tom Goro

OneUSF Undergraduate Research Conference

Toxoplasma gondii is an obligate intracellular parasite infecting 30% of the global population. During host cell invasion, new parasites are formed through a budding process that partitions nuclei and organelles into daughters through a specialized form of division is known as endodyogeny. It involves closed mitosis, a single round of DNA replication, and coordinated organelle assembly within the mother cell. In cell division, centrosomes duplicate and serve as a central point for the reorganization of cytoskeletal structures known as microtubule organizing centers (MTOC). In typical eukaryotic cell division, centrosomes duplicate and migrate to opposite poles forming bipolar mitotic spindles required …


The Overestimation Of Minority Group Size, Kennedy Tennant, Kiara Overstreet, Ty Curci Jul 2026

The Overestimation Of Minority Group Size, Kennedy Tennant, Kiara Overstreet, Ty Curci

OneUSF Undergraduate Research Conference

Politicians and citizens often claim that a problem is "growing" or even "out of control" without providing metrics to support their claim. We wondered if people who fear immigration might be prone to overestimate the percentage of people who they perceive as "foreign" and further, whether that overestimation is moderated by the degree of fear or contempt held towards that group. In Study 1, participants viewed fictitious graduate school applications and then estimated the percentage of applicants that were from the Middle East. In study 2, participants viewed fictitious head shots and estimated the percentage of individuals who were wearing …


Emerging Technology In Leptospirosis Testing: Comparison And Future Directions, Ashley Kassay, Mallory Caldwell Jul 2026

Emerging Technology In Leptospirosis Testing: Comparison And Future Directions, Ashley Kassay, Mallory Caldwell

OneUSF Undergraduate Research Conference

Leptospirosis is an under-recognized zoonotic bacterial infection that is responsible for 1 million cases and 60,000 deaths globally every year. With vague symptoms, it is difficult to diagnose in early stages, and if left undiagnosed, it is highly fatal. To prevent late diagnosis, there must be research into improving testing methods, especially with respect to countries with limited resources. The following will compare emerging technologies in leptospirosis testing, such as CRISPR, LAMP, microfluidic-based paper device, and photothermal immunosensing, with traditional testing methods such as MAT and PCR. Comparing biomarkers, sample type and amount, time, sensitivity, point-of-care ability, this research determined …


Testing Downstream Analysis Of Noninvasive Anoa Dna Samples Using The Mm12 Primer, Madisen Hamai Jul 2026

Testing Downstream Analysis Of Noninvasive Anoa Dna Samples Using The Mm12 Primer, Madisen Hamai

OneUSF Undergraduate Research Conference

The lowland anoa (Bubalus depressicornis) is an endangered species of wild cattle endemic to Sulawesi, Indonesia. As anoa populations are expected to decline in future years, genetic analysis is important to monitor numbers and guide both in situ and ex situ conservation efforts. Because anoa avoid human interaction, noninvasive sampling methods of DNA collection are being tested. These methods minimize stress to the animal and allow scientists to measure genetic diversity within anoa populations and relatedness between individuals.

This study uses PCR amplification of a microsatellite to determine whether noninvasive DNA is suitable for population level analysis. The study uses …


Benefits Of Art Therapy On Quality Of Life In Middle Aged Women With Gynecological And/Or Breast Cancer, Rylee N. Diehl, Iman Ahmed, Piper S. Bell, Lamya Moore, Giada Anastasi, Constanza Bravo Rodriguez, Taylor Edmondson Jul 2026

Benefits Of Art Therapy On Quality Of Life In Middle Aged Women With Gynecological And/Or Breast Cancer, Rylee N. Diehl, Iman Ahmed, Piper S. Bell, Lamya Moore, Giada Anastasi, Constanza Bravo Rodriguez, Taylor Edmondson

OneUSF Undergraduate Research Conference

Art therapy involves the use of art representations in clinical and mental health care. Art mediums such as painting, dance, and movement can be interventions for diagnoses such as gynecological or breast cancer (GBC). GBC incidence is highest among women 45-65, and art therapy has shown potential to improve their quality of life (QoL). Art therapy’s impact on QoL is often assessed by measuring physical and mental health, coping and adjustment capabilities, healthcare relationships, and social life. Using the PRISMA guidelines, a systematic review was conducted with an initial 181 articles extracted from multiple journals of psychology. A final selection …


Citing The Usage Of Generative A.I. In Academic Articles: Avoiding Plagiarism And Staying Authentic, Amanda Bitkauskaite Jul 2026

Citing The Usage Of Generative A.I. In Academic Articles: Avoiding Plagiarism And Staying Authentic, Amanda Bitkauskaite

OneUSF Undergraduate Research Conference

The usage of generative A.I. increases day by day as the technology improves and remains accessible to the public. Inside academia, many argue the technology will help students and scholars to write papers quicker, to improve their writing, and/or to organize data quicker. However, there is the issue of if A.I. really improves workflow, and if it can correctly be used in the realm of publishing without impeding on the merit of their research and without insulting readers and editors alike, as is explained in “When and how to disclose AI use in academic publishing: AMEE Guide No.192” (L. Cleland, …


Ai-Enabled Food As Medicine In Hospitality: Children’S Wellness Menus, Guest Perceptions, And Service Design, Isabella Fonte Jul 2026

Ai-Enabled Food As Medicine In Hospitality: Children’S Wellness Menus, Guest Perceptions, And Service Design, Isabella Fonte

OneUSF Undergraduate Research Conference

Dietary management plays a crucial role in alleviating symptoms of chronic health conditions, yet accessible, credible resources remain underutilized. This project focuses on collecting and standardizing online recipes designed to support individuals managing ailments through nutrition, emphasizing that these recipes provide foundational dietary guidance rather than curative solutions. For instance, recipes targeting heart disease consistently prioritize whole grains, low-fat proteins, and vegetables, offering structured starting points for those navigating dietary changes. Our methodology involves identifying credible sources that meet specific criteria: nutrition information, dietary tags, serving sizes, preparation and cooking times, and detailed instructions to name a few. Selected recipes …


Differential Effects Of Testosterone And Estrogen On Inflammation And Disease Severity In Asthma And Copd, Samyslandine B. Eugene, Prisha Gupta, Srimayi Yeedara, Abdulwahab Eddib, Tanya Joseph, Tanmayee Maddineni Jul 2026

Differential Effects Of Testosterone And Estrogen On Inflammation And Disease Severity In Asthma And Copd, Samyslandine B. Eugene, Prisha Gupta, Srimayi Yeedara, Abdulwahab Eddib, Tanya Joseph, Tanmayee Maddineni

OneUSF Undergraduate Research Conference

Asthma is a chronic inflammatory disease characterized by airway hyperresponsiveness, and airflow obstruction, while Chronic Obstructive Pulmonary Disease (COPD) is a progressive respiratory condition characterized by irreversible airflow limitation. Although previous research has examined hormonal influence, the specific effects of sex hormones in asthma and COPD remain unclear. This study aims to evaluate how testosterone and estrogen influence inflammation, disease severity and exacerbation frequency in adults with asthma and COPD. A comprehensive literature review using PubMed with keywords (asthma OR COPD) AND (sex hormones OR estrogen OR testosterone) AND (inflammation OR disease severity OR exacerbations) yielded 145 articles. After screening …


Engineering Synthetic Promoters And Gene Circuits For Tumor-Specific Dreadd- Mglur2 Expression Across Age Groups, Sara J. Bariq, Theresa Anil, Harsith Kollipara, Luis Zayas, Devanshi Krishna Gollamudi Jul 2026

Engineering Synthetic Promoters And Gene Circuits For Tumor-Specific Dreadd- Mglur2 Expression Across Age Groups, Sara J. Bariq, Theresa Anil, Harsith Kollipara, Luis Zayas, Devanshi Krishna Gollamudi

OneUSF Undergraduate Research Conference

Synthetic promoters and chemogenetics offer emerging strategies to control cancer cell signaling. Prior work examined tumor-specific promoters and glutamatergic signaling in cancer, yet evidence remains limited on restricting DREADD-engineered GPCRs to tumor cells using multi-gene circuits, particularly across age groups. This review evaluates synthetic promoter–gene circuit designs enabling tumor-restricted expression of DREADD-modified mGluR2 and assesses age-related effects on performance. A comprehensive review of 54 peer-reviewed articles was conducted, investigating factors such as relations between age and changes in gene expression, epigenetic promoter alterations within cancer therapies, and mGluR2 function and implications for therapeutic applications in cancer therapies and immunotherapy. Articles …


Demographics Of Published Nonfiction Authors In Literary Magazines And What It Means For Academia, Amanda Bitkauskaite Jul 2026

Demographics Of Published Nonfiction Authors In Literary Magazines And What It Means For Academia, Amanda Bitkauskaite

OneUSF Undergraduate Research Conference

In a 2023 survey done by The Author’s Guild (“Key Takeaways from the Authors Guild’s 2023 Author Income Survey”), the demographic of published authors has shifted from what many perceive to be a male dominated field–with the data collected showing that published authors are majority women, writing romance and fantasy. This survey study was conducted to see if this applies to academic creative writing, in particular, non-fiction. The study took a look at 100 writers who were published in 6 different academic literary magazines, looking at several demographics—age, gender, and sexuality. It also examined their education level, job, and whether …


The Missing Void: Lack Of Pockets In Womenswear And Its Effect On Daily Life, Clare Bolon Jul 2026

The Missing Void: Lack Of Pockets In Womenswear And Its Effect On Daily Life, Clare Bolon

Ursidae: The Undergraduate Research Journal at the University of Northern Colorado


Pockets give power to people who possess them. Yet, an estimated half of the U.S. population —women— frequently wear garments lacking useful pockets. Why? Womenswear is molded by beauty standards. This study brings an anthropological perspective on gender inequality in the U.S. by examining modern clothing and the differences in pocket access by gender. 127 participants were recruited for a mixed methods survey, most from a medium-sized university in the Mountain West region. Survey questions explored the attitudes and experiences of people who wear women’s clothing regarding pockets (or the lack thereof) and its impact on their daily lives. Open-ended …


Corrigendum To " Urban Transportation Strategy As Urban Sustainable Indicator Frameworks Study Of Masdar City, Abu Dhabi", Rania Badawy Shokry Jul 2026

Corrigendum To " Urban Transportation Strategy As Urban Sustainable Indicator Frameworks Study Of Masdar City, Abu Dhabi", Rania Badawy Shokry

Mansoura Engineering Journal

No abstract is required for this article.


Proof Of Finetuning Data, Bing-Jyue Chen, Mohammad Mohsen Minaei Bidgoli, Duc Le Jul 2026

Proof Of Finetuning Data, Bing-Jyue Chen, Mohammad Mohsen Minaei Bidgoli, Duc Le

Defensive Publications Series

Methods and systems for training or fine-tuning machine learning models (e.g., diffusion models) and generating zero-knowledge proofs are disclosed.  Such zero-knowledge proofs can demonstrate that a machine learning model was trained or fine-tuned using specified data elements (e.g., provided by a client).  A computer system (e.g., a server computer) can receive a request from a client computer to train a machine learning model using specified data elements.  The server computer can use a hash function to generate noise corresponding to the specified data elements, which can be bound to the specified data elements.  The computer system can train or fine-tune …


Caldwell Adaptive Ocular Transport Discovery Platform (Aotdp-1.0) A Modular Open-Hardware Multi-Physics Testbed For Discovering Non-Invasive Posterior Ocular Transport Mechanisms, Michael Victor Caldwell Mr. Jul 2026

Caldwell Adaptive Ocular Transport Discovery Platform (Aotdp-1.0) A Modular Open-Hardware Multi-Physics Testbed For Discovering Non-Invasive Posterior Ocular Transport Mechanisms, Michael Victor Caldwell Mr.

Defensive Publications Series

The Caldwell Adaptive Ocular Transport Discovery Platform (AOTDP-1.0) is an open-hardware experimental research platform designed to investigate, compare, and optimize candidate non-invasive ocular transport mechanisms using standardized laboratory phantom eye models.

The platform does not claim to provide a clinically validated drug-delivery method. Instead, it addresses a fundamental engineering challenge:

How can researchers objectively evaluate competing physical mechanisms for transporting therapeutic agents toward posterior ocular regions without invasive injection approaches?

AOTDP-1.0 provides a modular multi-physics test environment where researchers can independently test and compare:

  • acoustic transport methods,

  • controlled micro-pressure gradients,

  • electromagnetic-assisted approaches,

  • optical stimulation concepts,

  • fluidic transport mechanisms,

  • mechanical interface …


System And Method For On-Demand Generation Of Physics-Grounded, Verification-Gated, Competency-Driven Multi-Modal Technical-Training Content, Michael R. Glass Jul 2026

System And Method For On-Demand Generation Of Physics-Grounded, Verification-Gated, Competency-Driven Multi-Modal Technical-Training Content, Michael R. Glass

Defensive Publications Series

A system generates interactive technical-training artifacts — including circuit/equipment simulations, technical diagrams, "see-inside" equivalent-circuit views, injected fault scenarios, and step-by-step or narrated explanations — on demand and adapted to a learner's competency state. Unlike systems that script simulation behavior or that emit generative-model output without a correctness guarantee, the disclosed system computes artifact behavior from a numerical physics solver so behavior emerges from the solve, and passes every generated artifact through a verification gate that checks it against that same solved ground-truth model and rejects or regenerates any artifact inconsistent with the model before it is delivered. A …


Focused Retention: Goal-Conditioned Switched Decay As An Active Anti-Decay Force In Agent Memory (Loci), Arko Sanyal Jul 2026

Focused Retention: Goal-Conditioned Switched Decay As An Active Anti-Decay Force In Agent Memory (Loci), Arko Sanyal

Defensive Publications Series

Memory systems decay passively: strength falls with time, lifted only by rehearsal. We propose a memory spectrum in which decay is goal-conditioned: while a commitment is open, the item decays with a very long half-life (it holds, though it is not frozen); the moment the commitment resolves, decay switches to fast and the trace collapses. Focus, on this account, is not slower forgetting but a regime switch controlled by the fate of a goal. The model contributes: (1) a switched-decay retention law; (2) a release taxonomy — fulfilled, re-clamped, relinquished, nullified, abandoned — in which rejection is a choice node, …


A Separate, Fast-Decaying Memory Spectrum For A System's Own Thoughts, With Reflection-Gated Crystallization (Loci), Arko Sanyal Jul 2026

A Separate, Fast-Decaying Memory Spectrum For A System's Own Thoughts, With Reflection-Gated Crystallization (Loci), Arko Sanyal

Defensive Publications Series

Memory systems for interactive agents store observations — facts about the world and the user. We argue the system's own reasoning traces ("thoughts") require a structurally different store: a separate spectrum with its own much faster decay law, and a gated bridge to long-term memory that only a confirmed outcome can open. A thought's retention follows an exponential decay with a roughly 4-hour half-life; cold thoughts are pruned. A thought is crystallized into a durable fact only when a later, externally-produced outcome confirms it — unconfirmed reasoning is never allowed to become long-term "truth," which makes the gate an anti-hallucination …