Using Generative AI to Assist In Learning; The Struggle to Improve Cybersecurity in the United States

This capstone project focuses on Azure Chaos Studio, a service designed to help users and companies improve application resilience. Data showed that new users faced high failure rates when creating their first experiment, lowering user retention. To address this, I used Microsoft’s Copilot to create a handler that could either guide users through experiment creation or deploy one automatically. By analyzing customer usage data, I found the most-used services and those with the highest failure rates, and targeted those during development. Using Copilot libraries, I developed a handler that takes user inputs and then provides feedback and deploys experiments. While the handler successfully assisted users, further improvements and more rigorous testing were needed beyond the project’s limited timeframe. This research report seeks to discuss the question, “How may cybersecurity be improved?”. More specifically, this report will consider what organizations and companies are currently doing to promote better cybersecurity practices and analyze their motivations and approaches. Furthermore, literature will be considered as well when looking at methods to improve cybersecurity awareness. This report will discuss the positives and negatives of different strategies, and consider why a strategy may have been selected by a participant over other possible options. As mentioned prior, employee training reduces the average cost of a data breach the most, as a significant number of breaches are a result of human error, primarily by users and employees. Educating people with even basic knowledge can significantly reduce the likelihood that someone finds themselves as part, or even the source, of a data breach. As such, analyzing approaches to educating the average user and increasing cybersecurity awareness is paramount to not only helping companies protect their customer’s data, but also safeguard the public from malicious actors.

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Publication Details

Journal
Libra
Published
2025-05-03
DOI
https://doi.org/10.18130/g1qy-a157
Primary Topic
Microbial Natural Products and Biosynthesis
Type
article
Field-Weighted Citation Impact
0.00
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article

Using Generative AI to Assist In Learning; The Struggle to Improve Cybersecurity in the United States

Libra
Microbial Natural Products and Biosynthesis
article

Using Generative AI to Assist In Learning; The Struggle to Improve Cybersecurity in the United States

article en

Abstract

This capstone project focuses on Azure Chaos Studio, a service designed to help users and companies improve application resilience. Data showed that new users faced high failure rates when creating their first experiment, lowering user retention. To address this, I used Microsoft’s Copilot to create a handler that could either guide users through experiment creation or deploy one automatically. By analyzing customer usage data, I found the most-used services and those with the highest failure rates, and targeted those during development. Using Copilot libraries, I developed a handler that takes user inputs and then provides feedback and deploys experiments. While the handler successfully assisted users, further improvements and more rigorous testing were needed beyond the project’s limited timeframe. This research report seeks to discuss the question, “How may cybersecurity be improved?”. More specifically, this report will consider what organizations and companies are currently doing to promote better cybersecurity practices and analyze their motivations and approaches. Furthermore, literature will be considered as well when looking at methods to improve cybersecurity awareness. This report will discuss the positives and negatives of different strategies, and consider why a strategy may have been selected by a participant over other possible options. As mentioned prior, employee training reduces the average cost of a data breach the most, as a significant number of breaches are a result of human error, primarily by users and employees. Educating people with even basic knowledge can significantly reduce the likelihood that someone finds themselves as part, or even the source, of a data breach. As such, analyzing approaches to educating the average user and increasing cybersecurity awareness is paramount to not only helping companies protect their customer’s data, but also safeguard the public from malicious actors.

Libra
University of Virginia (US)
Openalex Percentile: Top 53%
Microbial Natural Products and Biosynthesis
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