---
title: "Discussion on \"The Oathbound: A Comprehensive Guide\" | Hashnode"
description: "Discussion on \"The Oathbound: A Comprehensive Guide\". Encouraging Accountability in AI Oversight"
url: "https://hashnode.com/posts/the-oathbound-a-comprehensive-guide/67d61b36c3a890b77b990f1b"
---

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# [The Oathbound: A Comprehensive Guide](https://ruby-rain-85.hashnode.dev/the-oathbound-a-comprehensive-guide?utm_source=hashnode&utm_medium=feed)

Encouraging Accountability in AI Oversight

Mar 16, 2025 · 6 min read · ruby-rain-85.hashnode.dev  
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## Written by

[Leah Wilson](https://hashnode.com/@Ruby-Rain-85)

@Ruby-Rain-85 · Oklahoma, US

  
[View profile](https://hashnode.com/@Ruby-Rain-85)

Documenting the Intersection of Programming, Cybersecurity, and Machine Learning.

My journey into computing started as a young child with a secondhand Commodore 64. I had no formal understanding of programming or video games yet, but I spent hours at the keyboard typing symbols into the command line, pretending I was building interactive worlds. For much of my early adult life, my primary focus was raising my children and spending my free time as a dedicated PC gamer playing World of Warcraft. Eventually, a simple realization shifted my path: I wanted to build complex digital systems rather than just play inside them. I enrolled in Computer Science at my local community college and graduated in 2017 as the first college graduate in my family. Life brought major transitions after the birth of my third child in 2019 and a subsequent health crisis. In 2023, I resumed my technical education by enrolling in a Cybersecurity program at Strayer University. There, I developed a strong interest in computer networking, systems analysis, and ethical hacking. During that degree, which I completed in December 2025, my focus expanded into Artificial Intelligence. Growing up, my earliest computing aspirations centered on machines simply playing music; interacting with systems that simulate human dialogue and reason through complex problems represented a profound shift. In 2024, I began actively testing and experimenting with AI architectures, analyzing how models process patterns and where their logic boundaries lie. Today, my goal is to advance my education toward a PhD in Artificial Intelligence and contribute to the public sector as a civilian technical specialist for the United States government. This blog serves as my development notebook, where I document my work in systems programming, mathematics, cybersecurity, and applied machine learning models.

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