https://rgbayrak.github.io/blog/

1<!DOCTYPE html> <html lang="en"> <head> <meta http-equiv="Content-Type" content="text/html; charset=UTF-8"> <meta charset="utf-8"> <meta name="viewport" content="width=device-width, initial-scale=1, shrink-to-fit=no"> <meta http-equiv="X-UA-Compatible" content="IE=edge"> <title> blog | Roza G. Bayrak </title> <meta name="author" content="Roza G. Bayrak"> <meta name="description" content="A simple, whitespace theme for academics. Based on [*folio](https://github.com/bogoli/-folio) design. "> <meta name="keywords" content="jekyll, jekyll-theme, academic-website, portfolio-website"> <link rel="stylesheet" href="/assets/css/bootstrap.min.css?a4b3f509e79c54a512b890d73235ef04"> <link rel="stylesheet" href="https://cdn.jsdelivr.net/npm/[email protected]/css/mdb.min.css" integrity="sha256-jpjYvU3G3N6nrrBwXJoVEYI/0zw8htfFnhT9ljN3JJw=" crossorigin="anonymous"> <link defer rel="stylesheet" href="/assets/css/academicons.min.css?f0b7046b84e425c55f3463ac249818f5"> <link defer rel="stylesheet" href="/assets/css/scholar-icons.css?62b2ac103a88034e6882a5be5f3e2772"> <link defer rel="stylesheet" type="text/css" href="https://fonts.googleapis.com/css?family=Roboto:300,400,500,700|Roboto+Slab:100,300,400,500,700|Material+Icons&amp;display=swap"> <link defer rel="stylesheet" href="/assets/css/jekyll-pygments-themes-github.css?591dab5a4e56573bf4ef7fd332894c99" media="" id="highlight_theme_light"> <link rel="shortcut icon" href="data:image/svg+xml,&lt;svg%20xmlns=%22http://www.w3.org/2000/svg%22%20viewBox=%220%200%20100%20100%22&gt;&lt;text%20y=%22.9em%22%20font-size=%2290%22&gt;%E2%9A%9B%EF%B8%8F&lt;/text&gt;&lt;/svg&gt;"> <link rel="stylesheet" href="/assets/css/main.css?d41d8cd98f00b204e9800998ecf8427e"> <link rel="canonical" href="https://rgbayrak.github.io/blog/"> 

1<script src="/assets/js/theme.js?a81d82887dd692e91686b43de4542f18"></script>

1 <link defer rel="stylesheet" href="/assets/css/jekyll-pygments-themes-native.css?5847e5ed4a4568527aa6cfab446049ca" media="none" id="highlight_theme_dark"> 

1<script>
2    initTheme();
3  </script>

3 </head> <body class="fixed-top-nav "> <header> <nav id="navbar" class="navbar navbar-light navbar-expand-sm fixed-top" role="navigation"> <div class="container"> <a class="navbar-brand title font-weight-lighter" href="/"> <span class="font-weight-bold">Roza</span> G. Bayrak </a> <button class="navbar-toggler collapsed ml-auto" type="button" data-toggle="collapse" data-target="#navbarNav" aria-controls="navbarNav" aria-expanded="false" aria-label="Toggle navigation"> <span class="sr-only">Toggle navigation</span> <span class="icon-bar top-bar"></span> <span class="icon-bar middle-bar"></span> <span class="icon-bar bottom-bar"></span> </button> <div class="collapse navbar-collapse text-right" id="navbarNav"> <ul class="navbar-nav ml-auto flex-nowrap"> <li class="nav-item "> <a class="nav-link" href="/">about </a> </li> <li class="nav-item active"> <a class="nav-link" href="/blog/">blog <span class="sr-only">(current)</span> </a> </li> <li class="nav-item "> <a class="nav-link" href="/publications/">publications </a> </li> <li class="nav-item "> <a class="nav-link" href="/projects/">projects </a> </li> <li class="nav-item "> <a class="nav-link" href="/resume/">resume </a> </li> <li class="nav-item"> <button id="search-toggle" title="Search" onclick="openSearchModal()"> <span class="nav-link">ctrl k <i class="ti ti-search"></i></span> </button> </li> <li class="toggle-container"> <button id="light-toggle" title="Change theme"> <i class="ti ti-sun-moon" id="light-toggle-system"></i> <i class="ti ti-moon-filled" id="light-toggle-dark"></i> <i class="ti ti-sun-filled" id="light-toggle-light"></i> </button> </li> </ul> </div> </div> </nav> <progress id="progress" value="0"> <div class="progress-container"> <span class="progress-bar"></span> </div> </progress> </header> <div class="container mt-5" role="main"> <div class="post"> <div class="header-bar"> <h1>rgblog</h1> <h2>brain dump because why not</h2> </div> <div class="tag-category-list"> <ul class="p-0 m-0"> <li> <i class="fa-solid fa-hashtag fa-sm"></i> <a href="/blog/tag/formatting">formatting</a> </li> <p>•</p> <li> <i class="fa-solid fa-hashtag fa-sm"></i> <a href="/blog/tag/code">code</a> </li> <p>•</p> <li> <i class="fa-solid fa-hashtag fa-sm"></i> <a href="/blog/tag/ai-assisted">ai-assisted</a> </li> <p>•</p> <li> <i class="fa-solid fa-hashtag fa-sm"></i> <a href="/blog/tag/python">python</a> </li> <p>•</p> <li> <i class="fa-solid fa-hashtag fa-sm"></i> <a href="/blog/tag/tooling">tooling</a> </li> <p>•</p> <li> <i class="fa-solid fa-tag fa-sm"></i> <a href="/blog/category/ai-posts">AI-posts</a> </li> <p>•</p> <li> <i class="fa-solid fa-tag fa-sm"></i> <a href="/blog/category/dev-tools">dev-tools</a> </li> </ul> </div> <br> <div class="container featured-posts"> <div class="row row-cols-2"> <div class="col mb-4"> <a href="/blog/2026/UV-package-manager/"> <div class="card hoverable"> <div class="row g-0"> <div class="col-md-12"> <div class="card-body"> <div class="float-right"> <i class="fa-solid fa-thumbtack fa-xs"></i> </div> <h3 class="card-title text-lowercase">Why I Switched to UV and Ruff</h3> <p class="card-text">Faster, reproducible Python environments and linting</p> <p class="post-meta"> 4 min read   ·   <a href="/blog/2026"> <i class="fa-solid fa-calendar fa-sm"></i> 2026 </a> </p> </div> </div> </div> </div> </a> </div> <div class="col mb-4"> <a href="/blog/2026/claude-dua/"> <div class="card hoverable"> <div class="row g-0"> <div class="col-md-12"> <div class="card-body"> <div class="float-right"> <i class="fa-solid fa-thumbtack fa-xs"></i> </div> <h3 class="card-title text-lowercase">AI-assisted coding — without violating your DUAs or leaking sensitive data</h3> <p class="card-text">Claude Code for Projects</p> <p class="post-meta"> 17 min read   ·   <a href="/blog/2026"> <i class="fa-solid fa-calendar fa-sm"></i> 2026 </a> </p> </div> </div> </div> </div> </a> </div> </div> </div> <hr> <ul class="post-list"> <li> <h3> <a class="post-title" href="/blog/2026/UV-package-manager/">Why I Switched to UV and Ruff</a> </h3> <p>Faster, reproducible Python environments and linting</p> <p class="post-meta"> 4 min read   ·   September 20, 2026 </p> <p class="post-tags"> <a href="/blog/2026"> <i class="fa-solid fa-calendar fa-sm"></i> 2026 </a>   ·   <a href="/blog/tag/python"> <i class="fa-solid fa-hashtag fa-sm"></i> python</a>   <a href="/blog/tag/tooling"> <i class="fa-solid fa-hashtag fa-sm"></i> tooling</a>   <a href="/blog/tag/uv"> <i class="fa-solid fa-hashtag fa-sm"></i> uv</a>   <a href="/blog/tag/ruff"> <i class="fa-solid fa-hashtag fa-sm"></i> ruff</a>   ·   <a href="/blog/category/dev-tools"> <i class="fa-solid fa-tag fa-sm"></i> dev-tools</a> </p> </li> <li> <h3> <a class="post-title" href="https://www.vanderbilt.edu/generative-ai/tools/" target="_blank" rel="external nofollow noopener">Generative AI Tools | Generative AI | Vanderbilt University</a> <svg width="2rem" height="2rem" viewbox="0 0 40 40" xmlns="http://www.w3.org/2000/svg"> <path d="M17 13.5v6H5v-12h6m3-3h6v6m0-6-9 9" class="icon_svg-stroke" stroke="#999" stroke-width="1.5" fill="none" fill-rule="evenodd" stroke-linecap="round" stroke-linejoin="round"></path> </svg> </h3> <p>

3Free Enterprise Supported Tools Vanderbilt faculty, staff and students are encouraged to utilize enterprise-wide tools to support their work, research and education. ChatGPT, Amplify and Copilot are free of charge and have added security and privacy features to ensure sensitive data remains protected. Additionally, university partners across campus provide</p> <p class="post-meta"> 2 min read   ·   March 27, 2026   ·   Generative AI at Vanderbilt </p> <p class="post-tags"> <a href="/blog/2026"> <i class="fa-solid fa-calendar fa-sm"></i> 2026 </a> </p> </li> <li> <h3> <a class="post-title" href="/blog/2026/claude-dua/">AI-assisted coding — without violating your DUAs or leaking sensitive data</a> </h3> <p>Claude Code for Projects</p> <p class="post-meta"> 17 min read   ·   March 27, 2026 </p> <p class="post-tags"> <a href="/blog/2026"> <i class="fa-solid fa-calendar fa-sm"></i> 2026 </a>   ·   <a href="/blog/tag/formatting"> <i class="fa-solid fa-hashtag fa-sm"></i> formatting</a>   <a href="/blog/tag/code"> <i class="fa-solid fa-hashtag fa-sm"></i> code</a>   <a href="/blog/tag/ai-assisted"> <i class="fa-solid fa-hashtag fa-sm"></i> ai-assisted</a>   ·   <a href="/blog/category/ai-posts"> <i class="fa-solid fa-tag fa-sm"></i> AI-posts</a> </p> </li> </ul> </div> </div> <footer class="fixed-bottom" role="contentinfo"> <div class="container mt-0"> © Copyright 2026 Roza G. Bayrak. </div> </footer> 

3<script src="https://cdn.jsdelivr.net/npm/[email protected]/dist/jquery.min.js" integrity="sha256-/xUj+3OJU5yExlq6GSYGSHk7tPXikynS7ogEvDej/m4=" crossorigin="anonymous"></script>

3 

3<script src="/assets/js/bootstrap.bundle.min.js"></script>

3 

3<script src="https://cdn.jsdelivr.net/npm/[email protected]/js/mdb.min.js" integrity="sha256-NdbiivsvWt7VYCt6hYNT3h/th9vSTL4EDWeGs5SN3DA=" crossorigin="anonymous"></script>

3 

3<script defer src="https://cdn.jsdelivr.net/npm/[email protected]/dist/masonry.pkgd.min.js" integrity="sha256-Nn1q/fx0H7SNLZMQ5Hw5JLaTRZp0yILA/FRexe19VdI=" crossorigin="anonymous"></script>

3 

3<script defer src="https://cdn.jsdelivr.net/npm/[email protected]/imagesloaded.pkgd.min.js" integrity="sha256-htrLFfZJ6v5udOG+3kNLINIKh2gvoKqwEhHYfTTMICc=" crossorigin="anonymous"></script>

3 

3<script defer src="/assets/js/masonry.js?a0db7e5d5c70cc3252b3138b0c91dcaf" type="text/javascript"></script>

3 

3<script defer src="https://cdn.jsdelivr.net/npm/[email protected]/dist/medium-zoom.min.js" integrity="sha256-ZgMyDAIYDYGxbcpJcfUnYwNevG/xi9OHKaR/8GK+jWc=" crossorigin="anonymous"></script>

3 

3<script defer src="/assets/js/zoom.js?85ddb88934d28b74e78031fd54cf8308"></script>

3 

3<script src="/assets/js/no_defer.js?2781658a0a2b13ed609542042a859126"></script>

3 

3<script defer src="/assets/js/common.js?c15de51d4bb57887caa2c21988d97279"></script>

3 

3<script defer src="/assets/js/copy_code.js?c8a01c11a92744d44b093fc3bda915df" type="text/javascript"></script>

3 

3<script defer src="/assets/js/jupyter_new_tab.js?d9f17b6adc2311cbabd747f4538bb15f"></script>

3 

3<script async src="https://d1bxh8uas1mnw7.cloudfront.net/assets/embed.js"></script>

3 

3<script async src="https://badge.dimensions.ai/badge.js"></script>

3 

3<script defer type="text/javascript" id="MathJax-script" src="https://cdn.jsdelivr.net/npm/[email protected]/es5/tex-mml-chtml.js" integrity="sha256-MASABpB4tYktI2Oitl4t+78w/lyA+D7b/s9GEP0JOGI=" crossorigin="anonymous"></script>

3 

3<script src="/assets/js/mathjax-setup.js?a5bb4e6a542c546dd929b24b8b236dfd"></script>

3 

3<script defer src="https://cdnjs.cloudflare.com/polyfill/v3/polyfill.min.js?features=es6" crossorigin="anonymous"></script>

3 

3<script defer src="/assets/js/progress-bar.js?2f30e0e6801ea8f5036fa66e1ab0a71a" type="text/javascript"></script>

3 

3<script src="/assets/js/vanilla-back-to-top.min.js?f40d453793ff4f64e238e420181a1d17"></script>

3 

3<script>
4    addBackToTop();
5  </script>

5 

5<script type="module" src="/assets/js/search/ninja-keys.min.js?a3446f084dcaecc5f75aa1757d087dcf"></script>

5 <ninja-keys hidebreadcrumbs noautoloadmdicons placeholder="Type to start searching"></ninja-keys> 

5<script src="/assets/js/search-setup.js?6c304f7b1992d4b60f7a07956e52f04a"></script>

5 

5<script src="/assets/js/search-data.js"></script>

5 

5<script src="/assets/js/shortcut-key.js?6f508d74becd347268a7f822bca7309d"></script>

5 </body> </html>