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Verify-First Phase Autopilot With Out-Of-Band Differential Diagnosis, Gustavo Matthew Assuncao Jul 2026

Verify-First Phase Autopilot With Out-Of-Band Differential Diagnosis, Gustavo Matthew Assuncao

Defensive Publications Series

This document discloses, in enabling detail, an autonomous and self-healing bare-metal deployment autopilot. The system drives an end-to-end deployment pipeline through a single uniform per-phase contract — attempt(phase, max, work, verify, heal) — that verifies the desired state before performing any work, performs the phase's work at most once, and on continued failure either remediates and retries or hard-escalates to a human. Verifying first makes every phase idempotent and turns an interrupted run into a resumable one at no extra cost. The defensible element of this disclosure is the mechanism by which the autopilot remediates a node whose in-band control …


In-Process Live T-Sql-To-Postgresql Transpiling Driver Facade With Ddl/Dml-Differentiated Idempotency Tolerance And Tri-Backend App Namespacing, Gustavo Matthew Assuncao Jul 2026

In-Process Live T-Sql-To-Postgresql Transpiling Driver Facade With Ddl/Dml-Differentiated Idempotency Tolerance And Tri-Backend App Namespacing, Gustavo Matthew Assuncao

Defensive Publications Series

This publication discloses, enables, and dates a mechanism by which application code written against a Microsoft SQL Server (T-SQL) client driver is executed unchanged against a PostgreSQL server by an in-process driver facade that transpiles each SQL statement to PostgreSQL dialect at query time, inside the application process, with zero additional infrastructure. The facade reproduces the driver's object model — the pool, the request object with fluent input().query(), the { recordset, rowsAffected } result shape, and the named-parameter binding convention — so that the swap is invisible to callers. The transpiler performs, per statement: MERGE→INSERT … ON CONFLICT with source-alias …


Self-Wiping Winpe With A Parked Shell: A Fail-Closed Single-Disk Clean Injected Into Boot.Wim For Unattended Remote Re-Image, Gustavo Matthew Assuncao Jul 2026

Self-Wiping Winpe With A Parked Shell: A Fail-Closed Single-Disk Clean Injected Into Boot.Wim For Unattended Remote Re-Image, Gustavo Matthew Assuncao

Defensive Publications Series

This document discloses, in enabling detail, a fail-closed mechanism for unattended, fully-remote re-imaging of bare-metal servers whose primary disk already carries an operating system, controlled only through an out-of-band management controller that exposes no remote keystroke channel. A user-mode edit of the Windows Preinstallation Environment (WinPE) boot image injects a shell manifest (winpeshl.ini) and a launcher script that cleans the partition table of Disk 0 only before the OS installer runs, then parks the shell forever in a sleep loop because the installer entrypoint is a stub that returns before the operating system has been applied. The build step re-extracts …


Traffic-Quiescence Virtual-Media Eject: Inferring Bare-Metal Os-Install Progress From Bmc Iso-Fetch Telemetry, Gustavo Matthew Assuncao Jul 2026

Traffic-Quiescence Virtual-Media Eject: Inferring Bare-Metal Os-Install Progress From Bmc Iso-Fetch Telemetry, Gustavo Matthew Assuncao

Defensive Publications Series

This document discloses, as enabling public prior art, a method and system for driving an unattended bare-metal operating-system (OS) installation to completion by inferring install progress from the network traffic that a server's out-of-band management controller (BMC) generates while it streams the installation image over virtual media. A range-capable HTTP ISO server instruments every byte-range request per served file into a compact {bytes, requests, last-read} record. A dual-threshold traffic-quiescence rule — a primary rule (image byte floor reached AND read activity quiet for a short window) plus a low-water/long-quiet fallback and a hard-timeout safety fallback — concludes that the image-apply …


Structural Review-Gate Stubs: Security Capabilities Shipped As Typed Fail-Closed Throwing Stubs Activated Only By Vetted-Handle/Key Presence, Gustavo Matthew Assuncao Jul 2026

Structural Review-Gate Stubs: Security Capabilities Shipped As Typed Fail-Closed Throwing Stubs Activated Only By Vetted-Handle/Key Presence, Gustavo Matthew Assuncao

Defensive Publications Series

This publication discloses Structural Review-Gate Stubs, a software design in which a security-critical capability ships to production as a typed, fail-closed throwing stub whose activation gate is the presence of a vetted provisioning artifact — an injected cryptographic handle, a parseable asymmetric signing key, or a genuine payment secret — and not a boolean feature flag or an environment toggle. When the artifact is absent, malformed, or a deploy-time placeholder, the capability's dangerous operation is not merely disabled; the safe-looking fallback branch does not exist in the code. Attempting the operation raises a single typed gate error carrying a stable …


Email-Transported Vlm Telemetry Loop, Gustavo Matthew Assuncao Jul 2026

Email-Transported Vlm Telemetry Loop, Gustavo Matthew Assuncao

Defensive Publications Series

Many vendors expose per-user consumption in a web console but provide no programmatic metering endpoint, or gate that endpoint behind an enterprise agreement that a small operator does not hold. This disclosure describes a durable, low-friction mechanism for turning such API-less consumption into a first-class metric time series. A designated human periodically screenshots each monitored entity's vendor-console usage page and forwards it, one message per entity, into a shared mailbox — placing the entity's identity in the message subject. A scheduled ingester (1) searches the mailbox for the designated sender through a standard mail API, (2) admits only subjects matching …


Pre-Rated-At-Emit Admin-Immutable Metering Ledger With Unconditional Immutability Trigger And Writer-Role-Only Append, Gustavo Matthew Assuncao Jul 2026

Pre-Rated-At-Emit Admin-Immutable Metering Ledger With Unconditional Immutability Trigger And Writer-Role-Only Append, Gustavo Matthew Assuncao

Defensive Publications Series

This publication discloses, enables, and dedicates to the public a mechanism for maintaining a usage-metering ledger — the "money record" of a licensing or metered-billing platform — whose immutability and tamper-evidence are properties of the database schema and its privilege grants rather than of an application-level audit trail. The mechanism rests on a single design inversion: each usage event is pre-rated at emit, meaning its final billable monetary amount is computed in application memory and written into the inserted row, so that the row is born final. Because a correctly rated row never needs a legitimate later edit, the ledger …


Erasable-Subject Proof-Of-Authorship Vault, Gustavo Matthew Assuncao Jul 2026

Erasable-Subject Proof-Of-Authorship Vault, Gustavo Matthew Assuncao

Defensive Publications Series

This document discloses, as enabling public prior art, an erasable-subject proof-of-authorship vault. The vault records who conceived what, when in a form that a third party can verify offline, that stays provable after the creator's identity has been erased, and that is honest on its face about the evidentiary strength of every timestamp it carries. The mechanism does not claim the underlying transaction-coupled single-writer append-only ledger — that primitive is treated here as previously disclosed prior art (referred to throughout as Disclosure A, the single-writer baseline). Instead, this publication claims, strictly above that baseline, the composition of four techniques: (1) …


Counts-Only Entitlement Metering For Client-Encrypted Local-First Stores With Entitlement-Namespaced Dedupe And Bounded-Outage Fail Policy, Gustavo Matthew Assuncao Jul 2026

Counts-Only Entitlement Metering For Client-Encrypted Local-First Stores With Entitlement-Namespaced Dedupe And Bounded-Outage Fail Policy, Gustavo Matthew Assuncao

Defensive Publications Series

This document discloses, enablingly and in full, a method and system for metering and billing a digital resource that is stored only on an end-user's own device, while the authoritative meter, entitlement checks, and invoice-generation remain on a server-side billing spine that never receives the resource's plaintext or ciphertext. The server persists, per usage event, exactly one artifact: an idempotent usage row whose quantity is a COUNT (a number of documents, ingest units, or retrieval units), never bytes of content, never a title, never an embedding. Exactly-once accounting under retries and cross-tenant safety under untrusted client input are obtained by …


Monotonic Deploy Guard Via Git-Dag Ancestry Against A Cluster-Recorded Live Commit, Gustavo Matthew Assuncao Jul 2026

Monotonic Deploy Guard Via Git-Dag Ancestry Against A Cluster-Recorded Live Commit, Gustavo Matthew Assuncao

Defensive Publications Series

This document discloses a deploy-time admission mechanism that decides whether a candidate build artifact may be applied to a running service by reasoning over the source-control commit graph (the Git directed acyclic graph, or DAG) at the moment of deployment, rather than over pipeline serial numbers, build clocks, image push order, or semantic version strings. A candidate commit is admitted only when two independent DAG relationships both hold: (1) the candidate is an ancestor-or-equal of the integration-branch HEAD (i.e. it is genuinely merged, not divergent or unmerged work), and (2) the candidate is not strictly behind the last-successfully-deployed commit that …


Outage-Window Minimization Choreography: Prepull-Before-Maintenance With Daemonset Readiness As An Image-Present Barrier, Gustavo Matthew Assuncao Jul 2026

Outage-Window Minimization Choreography: Prepull-Before-Maintenance With Daemonset Readiness As An Image-Present Barrier, Gustavo Matthew Assuncao

Defensive Publications Series

This document discloses, as enabling public prior art, a unified control loop that minimizes the user-facing outage of a Recreate-class Kubernetes rollout when the workload image is large (on the order of one gigabyte) and the cluster's nodes cold-pull that image slowly (tens of minutes on constrained on-premises hardware). The core insight is choreographic: the two operations that dominate a naive maintenance-window outage — building the image and pulling it onto the node that will run the new pod — are moved outside the user-facing window and executed while production traffic still flows. The warm-up is performed by a purpose-built …


Transient Cordon-Fence Pinning Of Recreate Rollouts To The Readwriteonce-Volume-Holder Node, Gustavo Matthew Assuncao Jul 2026

Transient Cordon-Fence Pinning Of Recreate Rollouts To The Readwriteonce-Volume-Holder Node, Gustavo Matthew Assuncao

Defensive Publications Series

This document establishes public, dated prior art over a deployment-orchestration mechanism that eliminates the ReadWriteOnce (RWO) "Multi-Attach" deadlock during a Recreate-strategy rollout of a Kubernetes workload that mounts a single-attach persistent volume. At deploy time, the mechanism discovers the volume-holder node from the running pod's spec.nodeName, then cordons every other node in the workload's scheduling pool for the rollout window only, so the replacement pod can schedule onto exactly one node — the holder — making Multi-Attach structurally impossible rather than merely unlikely. Bookkeeping is ownership-aware: only nodes this run cordoned are recorded in a ledger; nodes already cordoned by …


Cybersecurity Governance And Bank Performance In Tunisia: An Exploratory Mixed-Methods Analysis Of Iso/Iec 27001 Certification, Asma Redissi Jul 2026

Cybersecurity Governance And Bank Performance In Tunisia: An Exploratory Mixed-Methods Analysis Of Iso/Iec 27001 Certification, Asma Redissi

Arab Economic and Business Journal

This study contributes novel difference-in-differences evidence on ISO/IEC 27001 certification and bank performance in an emerging market. Using a sequential mixed-methods design combining CISO interviews and panel data from twelve Tunisian banks (2016-2023), we document a cybersecurity performance paradox: certification is operationally indispensable yet financially invisible in the short run. The DiD coefficient is non-significant for profitability (ROE: β = +0.0046, p = 0.827), while a significant delayed revenue effect emerges post-certification (NBI: β = +0.123, p = 0.036). Institutional voids and low stakeholder cyber-literacy may weaken the signaling mechanism, suggesting mandatory certification frameworks in emerging banking markets.


Subscribe, Follow, Save: Podcast Preservation In The Platform Era, Ben Pettis, Jeremy Morris Jul 2026

Subscribe, Follow, Save: Podcast Preservation In The Platform Era, Ben Pettis, Jeremy Morris

Rhetoric and Communication Studies Faculty Publications

Podcasting has produced a glut of cultural content. Collecting and saving these sounds for future study, however, remains challenging. This article asks: “How are recent developments in the platformization of podcasting threatening the ability of users and researchers to save, study, and sustain podcasts and the cultural insights they offer?” To answer, we focus on a podcast preservation project, PodcastRE.org, and discuss strategies for creating an (un)stable repository for future studies of podcasting. While new developments challenge preservation efforts, they also offer archivists opportunities to prioritize the cultural significance of podcasts, rather than the economic motives of the podcast industry …


Seasonal Affective Disorder’S Prevalence And Impact On Organizational Outcomes In The Northeastern United States, Tommaso Bruce Fernandes Jul 2026

Seasonal Affective Disorder’S Prevalence And Impact On Organizational Outcomes In The Northeastern United States, Tommaso Bruce Fernandes

Walden Dissertations and Doctoral Studies

Seasonal affective disorder (SAD), a type of depression linked to seasonal changes, primarily affects individuals during fall and winter. More insight was needed on the prevalence of SAD and the role of social support in moderating its impact on organizational outcomes. The purpose of this study was to examine the relationships between SAD and organizational outcomes, including employee well-being, absenteeism, job satisfaction, and productivity, in the Northeastern United States, where SAD symptoms are more prevalent due to environmental factors. Engel’s biopsychosocial model and Cullen’s social support theory provided a theoretical framework for the study. A quantitative cross-sectional design, featuring structured …


Examining Hiv Testing In Black Americans In The Southern United States: Association Between Sexual Orientation, Gender Identity, Healthcare Access, And Hiv High-Risk Behaviors, Shavon Wolfe Jul 2026

Examining Hiv Testing In Black Americans In The Southern United States: Association Between Sexual Orientation, Gender Identity, Healthcare Access, And Hiv High-Risk Behaviors, Shavon Wolfe

Walden Dissertations and Doctoral Studies

Examining factors that affect HIV testing in the Black/African American population is important because socioeconomic hardship, stigma, and restricted access to healthcare all lead to gaps in early diagnosis and prevention treatment to prevent further spread of infection. However, most studies have focused on these factors separately, leaving less understanding of how they work together to influence HIV testing behavior. Guided by the health belief model, this study examined the relationship between sexual orientation, gender identity, healthcare access, and HIV high-risk behaviors. The study examined the relationship between sexual orientation, gender identity, healthcare access, and HIV testing, and the influence …


The Impact Of Super Political Action Committee Spending On Abortion Legislation In A Post-Dobbs Era, Jeni Atchley Jul 2026

The Impact Of Super Political Action Committee Spending On Abortion Legislation In A Post-Dobbs Era, Jeni Atchley

Walden Dissertations and Doctoral Studies

Super political action committee (Super PAC) spending has become a prominent feature of U.S. elections, yet limited research had examined how independent expenditures related to electoral success in competitive U.S. House races and whether that relationship varied by candidates’ abortion policy positions in the post-Dobbs era. Prior research has shown that Super PAC independent expenditures expanded sharply after Citizens United and can influence candidate visibility in competitive races, yet findings on whether that spending translates into electoral success have been mixed, and few studies had examined it in relation to candidates' abortion positions after Dobbs. The purpose of this correlational …


Language Proficiency And Moves In Turkish And English Research Abstracts, Engin Evrim Önem Jul 2026

Language Proficiency And Moves In Turkish And English Research Abstracts, Engin Evrim Önem

Khazar Journal of Humanities and Social Sciences

The primary function of the abstract within a research article is to convince readers of the study's significance, encapsulating specific details such as its purpose, methodology, results, and discussions and/or conclusions. Notably, scholarly attention has been directed towards the rhetorical structures employed in abstracts found in scientific journals, as authors are believed to employ diverse structures to present their articles in an engaging manner that captures readers' interest. The varied rhetorical structures used in research article abstracts are often referred to as ``moves''. This study investigated the impact of language proficiency and translation on these moves. Six Ph.D. students from …


Enhancing Student Evaluation: A Study Of Formative And Summative Assessment Practices In Primary Schools, Niman Dreshaj, Isa Spahiu, Zarije Nuredini Spahiu, Suzana Ejupi Jul 2026

Enhancing Student Evaluation: A Study Of Formative And Summative Assessment Practices In Primary Schools, Niman Dreshaj, Isa Spahiu, Zarije Nuredini Spahiu, Suzana Ejupi

Khazar Journal of Humanities and Social Sciences

This article explores assessment in the Kosovo primary education system, focusing on the content to be assessed and the methods used to measure student learning. The study seeks to characterize typical assessment methods, including assessment models, to determine the extent to which they contribute to the quality of teaching and to students' learning. The study focuses in particular on formative and summative assessment, exploring their use in practice and the teacher attributes within this context. Initial results indicate that the predominant use of summative assessment is sensitive to demographic characteristics, such as teacher age and level of professional training. Older …


Negotiating Laughter: Power, Gender, And Classroom Discourse In Pakistani University Settings, Maheen Zahra, Rahat Bashir, Kanwal Zahra Jul 2026

Negotiating Laughter: Power, Gender, And Classroom Discourse In Pakistani University Settings, Maheen Zahra, Rahat Bashir, Kanwal Zahra

Khazar Journal of Humanities and Social Sciences

The aim of this study is to explore how laughter is used as an interactional and socially situated discourse in Pakistani university classrooms at different academic levels. A total of 29 episodes of laughter, out of 32 observed classrooms, were documented through detailed field notes, analyzing how the laughter was initiated, processed, and regulated within the classroom. The findings revealed that laughter is not only an expression of amusement, but it is also a complicated communicative discourse, which is used as a pedagogical tool to maintain power hierarchies and relations as per socio-cultural norms. At the undergraduate level, laughter usually …


The Interrelation Between Technology And Art In ``Brave New World'' And ``Never Let Me Go'', Nubar Aghalarova Jul 2026

The Interrelation Between Technology And Art In ``Brave New World'' And ``Never Let Me Go'', Nubar Aghalarova

Khazar Journal of Humanities and Social Sciences

This paper examines the role of technology and art in dystopian literature and their interrelation in Aldous Huxley's Brave New World and Kazuo Ishiguro's Never Let Me Go (2005). Both dystopian novels depict the societies where technological advancements profoundly influence and control human life, creativity, and individuality. In Brave New World, technology is used to control and dehumanize individuals and to achieve social stability. Art is limited to suppress humans' emotions and self-expression as the world controllers want to do everything that they can erase the past. In Never Let Me Go, technology plays an important role in …


Contrasting Utopias: A Comparative Analysis Of Societal Ideals In Sir Thomas More's Utopia And Nizami Ganjavi's Iskandarname, Turkan Elbayiyeva Jul 2026

Contrasting Utopias: A Comparative Analysis Of Societal Ideals In Sir Thomas More's Utopia And Nizami Ganjavi's Iskandarname, Turkan Elbayiyeva

Khazar Journal of Humanities and Social Sciences

The notion of an ideal society has long been a central theme in literature across diverse cultures and epochs. Originating in Plato's Republic in the fourth century B.C., the concept evolved through various literary genres and styles. Notable contributions emerged from both Western and Eastern traditions, exemplified respectively by Sir Thomas More's Utopia (1516) and Nizami Ganjavi's Iskandarname (12th century). This article undertakes a comparative analysis of these works, examining their portrayals of individual life, economy, religion, governance, and justice. Both Utopia and Iskandarname underscore the importance of nature, animals, and human relationships, emphasizing harmony and peace in society. They …


Exploring Chatgpt's Role In Developing Productive Language Skills: A Systematic Review, Milana Abbasova, Eljan Salimli Jul 2026

Exploring Chatgpt's Role In Developing Productive Language Skills: A Systematic Review, Milana Abbasova, Eljan Salimli

Khazar Journal of Humanities and Social Sciences

Although the interactive features of ChatGPT offer substantial benefits for language education, its integration presents complex pedagogical and ethical challenges. This systematic review critically evaluates the capabilities and limitations of ChatGPT in enhancing expressive language capabilities, specifically speaking and writing. Adhering to PRISMA guidelines, a rigorous search of the ERIC database and a forward snowballing technique via Google Scholar yielded an initial pool of 1,124 records, culminating in the final selection of 22 empirical studies for in-depth analysis. Grounded in Vygotsky's Sociocultural Theory and the SAMR integration model, the findings conceptualize ChatGPT as a virtual ``More Knowledgeable Other'' that provides …


Exploring University Students' Acceptance Of Generative Ai For Writing: An Extended Technology Acceptance Model (Tam 3) Perspective, Ikram Ullah, Huma Batool, Sadia Irshad Jul 2026

Exploring University Students' Acceptance Of Generative Ai For Writing: An Extended Technology Acceptance Model (Tam 3) Perspective, Ikram Ullah, Huma Batool, Sadia Irshad

Khazar Journal of Humanities and Social Sciences

Generative AI presents significant potential for improving students' writing, and its acceptance is influenced by varied factors. The present study aims at exploring the factors by examining six vital constructs of Technology Acceptance Model (TAM) 3 (Venkatesh & Bala, 2008)—academic relevance, output quality, self-efficacy, playfulness, anxiety, and perceived enjoyment—and their impact on perceived usefulness, perceived ease of use, and behavioral intention of students. Using a quantitative research approach, a sample size of 345 university students from Computer Science, Management Science, and Arts and Humanities voluntarily participated in an online cross-sectional survey questionnaire. The data was analyzed by SPSS 23.0 and …


Spatial Analysis Of Regional Economic Composition On Freshwater Usage In The Us Counties, Ashok Bahadur Deuba, Karl Geisler Jul 2026

Spatial Analysis Of Regional Economic Composition On Freshwater Usage In The Us Counties, Ashok Bahadur Deuba, Karl Geisler

Idaho Conference on Undergraduate Research

The paper analyzes regional freshwater usage on the basis of industry across the US counties. While numerous studies have examined the relationships between industry and water usage, little information is available on regional economic composition of freshwater usage. The study uses water data from the USGS and industry data from the US Census Bureau for the contiguous US to explore the question using multiple spatial econometrics techniques. The preliminary results indicate Agriculture, Mining, Utilities, Construction, Manufacturing , Wholesale Trade, Transportation and Warehouse, Finance and Insurance, Real Estate and Rental and Leasing, Professional, Scientific and Technical Services, Management of Companies and …


Analyzing Atmospheric Vortices On The Martian Surface, Francis Quinn, Noah Hoblet, Rachel Clark, Racine D. Cleveland, Brian Jackson Jul 2026

Analyzing Atmospheric Vortices On The Martian Surface, Francis Quinn, Noah Hoblet, Rachel Clark, Racine D. Cleveland, Brian Jackson

Idaho Conference on Undergraduate Research

For this project, we are estimating the frequency of dust devils on Mars using data from the Mars 2020 Perseverance rover. Dust devils are rotating columns of air that form when uneven surface heating, caused by solar insolation, creates localized instability. The resulting vortex produces a characteristic dip in atmospheric pressure. To detect these dips in atmospheric pressure, we have analyzed data collected by the MEDA (Mars Environmental Dynamics Analyzer) sensor suite aboard the Perseverance rover. Using Python-based tools, we tailor code to visualize the meteorological data (e.g, pressure and temperature) to find dips in pressure that may correspond to …


Ole Miss Helps Make Literacy Success Mississippi's Standard, Marisa C. Atkinson Jul 2026

Ole Miss Helps Make Literacy Success Mississippi's Standard, Marisa C. Atkinson

University of Mississippi News

OXFORD, Miss. – The dramatic improvement in Mississippi's early literacy rates has grabbed national attention, spotlighting the work of statewide partnerships to bring about the "Mississippi Miracle."


Cotton/Soybean Insect Newsletter, July 15, 2026, Jeremy K. Greene Jul 2026

Cotton/Soybean Insect Newsletter, July 15, 2026, Jeremy K. Greene

Clemson University Cotton/Soybean Insect Newsletter

No abstract provided.


Experiences Of Reproductive Health Care Practitioners In North Carolina After The Dobbs Decision, Arwyn Lapella Jul 2026

Experiences Of Reproductive Health Care Practitioners In North Carolina After The Dobbs Decision, Arwyn Lapella

Walden Dissertations and Doctoral Studies

Since the Supreme Court of the United States made the decision to overturn Roe v. Wade, providing access to reproductive health care in the state of North Carolina has been a challenge for medical professionals. Findings from existing literature indicate that a lack of access to reproductive health care can have a negative impact on society from socioeconomics, food and home inequality, and other health care complications. The purpose of this study was to focus on the impacts that health care providers faced when providing care for those who live in the state of North Carolina since the Supreme Court’s …


Using Handwriting Text Recognition (Htr) Technology To Create A Language Learning Model (Llm) For Blythe Owen’S Handwriting, Aiko J. Ayala Rios, Marianne Y. Kordas Jul 2026

Using Handwriting Text Recognition (Htr) Technology To Create A Language Learning Model (Llm) For Blythe Owen’S Handwriting, Aiko J. Ayala Rios, Marianne Y. Kordas

Journal of Adventist Libraries and Archives

Handwriting Recognition Technology (HTR) has proven to be a valuable support for the fields of digital humanities and archival resources, as more scholars strive to make documents machine-readable and accessible. With this in mind, the newest phase of the Blythe Owen letter transcription project commenced in the summer of 2025, utilizing Transkribus, a software that aids in transcription and the creation of Language Learning Models (LLMs) tailored to specific writing styles. This report outlines the progress made in learning to use the program, the various issues that arose, and provides suggestions for the project's future as well as for similar …