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The Sky’s Not the Limit: Navigating Starlink’s Impact on Global Connectivity and Regulation
No full textThis case note examines the governance implications arising from the onset of accelerated satellite internet expansion and explores potential regulatory solutions for effective governmental oversight. Due to the interconnected nature of the internet and its global network, international organizations and treaties play a crucial role in content and data regulation, and rapid technological evolution presents increasing difficulties for these regulatory frameworks to keep pace. These challenges are particularly evident in satellite-based broadband internet services, with SpaceX’s Starlink emerging as the most prominent and currently relevant service in this domain. Proponents of this technology emphasize its ability to provide internet access to remote and underserved areas as well as its usage in disaster stricken or emergency situations where established infrastructure cannot be depended on, among other benefits. Alternatively, critics claim that the risks associated with satellite congestion within the low earth orbit, as well as regulatory concerns related to content moderation and criminal utilization, are significant and arguably commanding. To provide a comprehensive understanding of these issues, Part I introduces Starlink’s satellite technology and highlights a recent conflict with a sovereign government, foreshadowing current governance challenges. Part II delves into the advantages and potential drawbacks countries face when deciding whether to allow this technology within their borders. Part III analyzes the existing regulatory framework most capable in overseeing Starlink, revealing some key limitations. Finally, Part IV proposes the establishment of a specialized international regulatory body designed to adjudicate disputes and oversee this emerging technology, aiming to create a balanced and effective governance model
LLMs Are Bad Judges. So Use a Classifier Instead.
No full textLarge Language Models suffer from prompt variance—meaning they’ll give you totally different legal answers depending on how you phrase your question. Jonathan Choi demonstrated this recently when he asked ChatGPT five legal questions, each rephrased 2,000 times, and watched as the bot spat out different answers every time. When you tell somebody that AI is going to replace the judge, the lawyer, and the legal system in the next twenty years, Choi’s article has become the go-to rebuttal; it’s the crown jewel of the “AI bad” genre.
Choi’s absolutely right that LLM’s are bad judges. And, if every AI was an LLM, your BigLaw job would be safe. But there’s this other type of AI — it’s a classifier, and we built one called Arbitrus. We put it through a mini-Choi test and it mopped the floor with the competition, delivering perfect consistency across all prompt variants with zero hallucinations. We’re going to tell you how it works, why it’s better than an LLM and, ultimately, why it’s better than you. And we’ll close with the frank assertion that a judge’s highest telos—in any legal system—is amendable consistency. That means the Choi test, simple though it may seem, isn’t just a “gotcha” for chatbots; it’s the defining test of judicial qualification
\u3cem\u3eAmes\u3c/em\u3e, The Seventh Amendment, and the Honest Belief Trap Tautologizing Title VII
No full textA widely covered Sixth Circuit decision on July 29, 2025, against a tenured African American female law professor at the University of Michigan has dramatically materialized in the face of the unanimous decision of the Supreme Court of the United States only weeks earlier in Ames v. Ohio Department of Youth Services, decided on June 5, 2025. The Court had just eliminated another basis for employment-discrimination case dismissals, centering its original-textualist interpretative mode under Title VII of the Civil Rights Act of 1964 and buttressing plaintiffs’ Seventh Amendment rights to trial by jury. Meanwhile, the Michigan panel in Beny v. University of Michigan was applying its “Honest Belief” doctrine, affirming a trial court’s dismissal of a high-profile lawsuit by reaching the factual conclusions that the employer’s mistaken conclusions harmful to the employee were excusable non-discrimination because of the presence of “honest belief.” The 3-0 panel effected a shutout in an intriguing case featuring eyebrow-raising factual disputes within a storied law school significant in historic American DEI jurisprudence.
The bombshell conflict presents an urgent setup for another U.S. Supreme Court tempering of judicial overreach, this time over the pattern of the lower courts’ substituting their conclusions of fact and credibility for those of juries. The current clash surfaces through a doctrine rejected by some circuits and implemented in others: Honest Belief. In this piece, the author illustrates that, by permitting any mistaken but “honest” rationale as legally sufficient to deny a Title VII claimant a trial by jury, the Honest Belief doctrine collapses the classical pretext analysis into a self-validating circle. In effect, purported honesty becomes its own proof, rendering discrimination law incoherent by insulating defendants from meaningful fact-finding as to motive. It is this logical circularity – an epistemic loop, as far as employment law is concerned – that calls for full exposition in order to move the discourse beyond partial critiques and toward a principled rejection of the doctrine altogether.
Although several prominent scholars have noticed and taken aim at the Honest Belief doctrine in recent years, their treatments have remained circumscribed. These works are appropriately critical, recognizing the doctrine’s lack of textual basis and its function as a judicial invention that offends Rule 56 protocols. Yet these contributions remain deferential to the idea that an employer’s Honest Belief might ever be a legitimate defense. This article goes further, exposing the doctrine’s inherent tautology and establishing that circularity as a fallacy irreconcilable with unanimous U.S. Supreme Court precedents dating back to 2003 overturning dismissals similar to the one in Beny.
Courts’ application of the Honest Belief Doctrine is contravening unanimous U.S. Supreme Court precedents, vitiating Seventh Amendment rights, and fostering juridical emotionalism. The result is the recurring imposition of clearly erroneous dismissals of Title VII cases that abrogate Plaintiffs’ Seventh Amendment rights to trial by jury. The author concludes that the freshly prominent Honest Belief doctrine is a jurisprudential trap that the U.S. Supreme Court should eliminate immediately
Procedural Terrain Generation with Biome Ecosystem and Dynamic Weather
No full textThis thesis introduces a procedural terrain generation tool, inspired by immersive game environments such as The Elder Scrolls V: Skyrim and Ghost of Tsushima. It combines procedural terrain and biome generation algorithms with dynamic weather transitions, allowing user customization through editing and importing heightmaps and biome maps. The system employs procedural functions like Perlin and fractal noise to generate realistic, varied landscapes and ecosystems, with vegetation distributed according to biome-specific parameters. Terrain mesh creation leverages detailed heightmap information, enhanced by advanced rendering techniques including normal mapping via central difference calculations, mip-mapping, and anisotropic filtering. Additionally, the tool features GPU-based dynamic rain effects and seamless skybox transitions for weather and time-of-day variations. Designed for flexibility and artistic control, this editor facilitates rapid creation and iteration of dynamic terrains for game developers aiming to efficiently build rich, interactive worlds
Blue Light Receptor 1: The Molecular Tale and Associated Mechanistic Interactions
No full textLight is a fundamental environmental cue that regulates growth, development, and circadian rhythms in fungi. In Trichoderma reesei, a filamentous fungus of industrial significance due to its cellulase production, light sensing coordinates both physiology and transcriptional regulation. Blue Light Receptor 1 (BLR1), a Light-Oxygen-Voltage (LOV) domain–containing photoreceptor and ortholog of Neurospora crassa White Collar 1 (WC1), plays a central role in these processes, yet its molecular mechanisms and interaction network remain incompletely understood. This dissertation investigates the structural and mechanistic activity of BLR1, with a focus on how the LOV domain mediates light-induced responses, how BLR1 participates in protein-protein interactions, and how it regulates transcription in concert with Blue Light Receptor 2 (BLR2) and Envoy (ENV1). The hypothesis is that BLR1 functions as the core photoreceptor of the Trichoderma reesei circadian system by forming light-dependent homodimers, interacting with BLR2 and ENV1 in heteromeric complexes analogous to WC1/WC2/VVD in N. crassa, and establishing conserved structural motifs critical for transcriptional regulation. vii To test this, a combination of biochemical, structural, and functional approaches was employed, including protein expression and purification, size exclusion chromatography to assess oligomerization, optogenetic assays to probe activation dynamics, sequence alignment, and structural modeling to identify conserved residues for mutational analysis, and comparative interaction assays with VVD homologs. The results demonstrate that BLR1 forms light induced homodimers, engages in heterodimeric interactions with ENV1 and VVD homologs across multiple species, and shows preliminary evidence for BLR1/BLR2 heterodimerization, with data also suggesting the existence of higher-order trimeric assemblies involving BLR1, ENV1, VVD, or BLR2. These findings position BLR1 as the central hub of the Trichoderma reesei light sensing system, paralleling the role of WC1 in N. crassa while revealing species specific structural and functional adaptations. By confirming conserved and novel protein:protein interactions, this work enhances understanding of fungal photoreception and circadian regulation and contributes to broader efforts to manipulate light signaling pathways for applications in industry, agriculture, and synthetic biology. Future studies resolving the structural basis of these complexes and mapping their transcriptional outputs in vivo will further elucidate BLR1’s role and advance both fundamental circadian biology and its biotechnological applications
Dismantling the \u27Master’s House\u27: Building a \u27World House\u27 Curriculum for Twenty-First-Century U.S. Protestant Theological Education
No full textAudre Lorde proclaimed four decades ago, “For the master’s tools will never dismantle the master’s house.” As a self-identified “Black, lesbian, feminist, socialist, poet, and mother,” Lorde fearlessly resisted White, heteronormative, patriarchal, hegemonic, and “pseudo-master” frameworks that were institutionally and structurally embedded within society. Lorde’s timeless, provocative, and even prophetic utterances continue to echo today and hold relevance within the theological academy.
This dissertation builds upon Lorde’s powerful metaphor by arguing that twenty-first-century Protestant theological education in the United States is the “master’s house.” The master’s house must be dismantled because its core commitments—definitional, pedagogical, institutional, and curricular—are one-dimensionally oriented and Eurocentrically expressed. Specifically, this dissertation employs Critical Race Theory as a justice-oriented, methodological prism to expose various problems within the architectural and infrastructural frameworks of the master’s house. These issues include systemic racism, the prioritization of theory (science) over practice, the erasures or silencing of certain people, cultures, and histories, the presence of masculine civilizing ideals, language laced with ethnocentric, androcentric, and Eurocentric biases found in Friedrich Daniel Ernst Schleiermacher’s nineteenth-century Brief Outline, “master scripts,” “racial paterfamilias spirits,” and “white ghosts of theological oppression,” as well as other persistent harms embedded in its curriculum that continue to influence theological education.
Nevertheless, other problems persist. Studies from The Association of Theological Schools, the accrediting agency for theological schools in the United States and Canada, reveal that people of color will constitute the majority of students in theological education by 2040. Despite evidence of these demographic shifts, the ATS’s curriculum and other structural components of theological institutions lag behind this changing landscape, leaving them unprepared to engage with a multiracial society or confront the global issues it faces. Therefore, this dissertation’s thesis posits that the one-dimensionally oriented and Eurocentrically expressed curriculum governing the “master’s house” of twenty-first-century U.S. Protestant theological education must undergo a “curricular transformation” by adopting a model inspired by the Reverend Dr. Martin Luther King, Jr.’s vision for a “great world house,” focusing on the hopes and “pains in society” as the foundation for the “formal” curriculum, welcoming “an array of epistemologies and histories,” and embracing the D-E-I (Diversity, Equity, and Inclusion) in the Imago Dei while exploring how theological education can actively participate in genuinely shaping and improving the world
Leveraging GenAI for Biometric Voice Print Authentication
No full textThis paper presents the development of a secure voice authentication system that delivers an inclusive solution for all users, including those with disabilities. Leveraging a Text-Dependent Active Verification process, the system combines a spoken passphrase with voice biometric coefficients and audio vector embeddings for reliable user verification. A vector database is used to efficiently store data and perform similarity retrieval. Initially, the system achieves a 71% spoof detection accuracy, ensuring that only genuine samples proceed to the embedding stage, where it attains a 55.21% accuracy in vector embedding and similarity retrieval. Furthermore, this approach paves the way for user-specific voice-controlled environments. Overall, this study underscores the transformative potential of voice biometric authentication by merging cutting-edge signal processing with sophisticated machine learning techniques, setting a benchmark for future research in balancing robust security measures, user convenience, and ethical inclusivity
Military Vehicles Concept with Dynamic Materials and Destruction
No full textThis thesis artifact focuses on making concept art for 3 military vehicles and models fully rendered. It is accompanied by dynamic materials and static destruction of one of them.
The vehicle concept focuses on making 2D concept art of 3 military vehicles sharing common chassis and modeling them.
The dynamic materials include making 3 different materials that can be triggered by an event. These materials include burning metal, snow-covered surface, and muddy tank surface.
The destruction focuses on making static destruction demonstrating partly destructed vehicles to the degree that even their interior structure are exposed. An example is tank wreck with half of the body torn off and exposing the interior part
Flight Path to Accountability: A Legal Comparison of Boeing’s Shortcomings, Airbus’s Successes, and International Aviation Safety Regulations
No full textInvestigations following two separate and deadly crashes of Boeing 737 8 Max aircraft revealed that America’s most trusted manufacturer had failed to notify pilots and airliners alike of a new Maneuvering Characteristics Augmentation System, commonly known as MCAS. What had first seemed like an accident unfortunately had a deeper and traceable history. Through relatively new United States legislation, Boeing was essentially permitted to oversee their own operations and grant airworthiness certifications for their own aircrafts. This practice is wholly unlike the detailed certification process of the European manufacturing giant, AirBus, by the European Aviation Safety Administration (EASA). This comment sheds light on the decades long build-up to these horrific crashes, how this series of events could have been prevented, and the ways in which the United States Federal Aviation Administration (FAA) and Boeing can follow EASA and AirBus’s lead and return to the gold standard of civil aviation. Analyses of United States Codes, Federal Regulations, and International Safety Agreements leads to the conclusion that the United States and the FAA must apply more scrutiny to manufacturers within the 50 states. Alterations to the agreements and codes mentioned in this comment will aid in the overall safety practice of civil aviation
The Growing Index Effect in the Corporate Bond Market
No full textLeveraging transaction data and AI-powered price estimates, we show that index-driven trading, fueled by the rapid growth of investment funds in the corporate bond market, has reshaped market dynamics and liquidity. Whereas intraday trading was once evenly distributed, by the end of 2024, 10% of daily volume occurred within one minute of index closing. Exploiting Bloomberg Index’s closing-time change, we establish the causal impact of indexing. Liquidity improves at closing but declines during the rest of the day, yielding a net gain. Benefits reflect temporal clustering that facilitates dealer inventory management. However, during market stress, liquidity gains weaken or reverse