{"id":7084,"date":"2026-08-19T15:30:45","date_gmt":"2026-08-19T13:30:45","guid":{"rendered":"https:\/\/oneline.ch\/en\/?p=7084"},"modified":"2026-08-19T15:30:46","modified_gmt":"2026-08-19T13:30:46","slug":"how-does-vibe-coding-work","status":"publish","type":"post","link":"https:\/\/oneline.ch\/en\/how-does-vibe-coding-work\/","title":{"rendered":"How Does Vibe Coding Work? From Prompt to Code"},"content":{"rendered":"\n<div class=\"wp-block-group oneline-tldr has-pale-cyan-blue-background-color has-background\" style=\"border-radius:12px;margin-bottom:32px;padding-top:24px;padding-right:28px;padding-bottom:24px;padding-left:28px\"><div class=\"wp-block-group__inner-container is-layout-flow wp-block-group-is-layout-flow\">\n<p style=\"font-size:14px;letter-spacing:1px;text-transform:uppercase\"><strong>In Brief<\/strong><\/p>\n\n\n\n<p>Vibe coding works through a cycle of prompt, code, and correction: a task is described in plain language, an AI generates the code, the result is run, and adjusted again through a new prompt if needed. This process is often enough for quick prototypes; for growing or multi-person projects, a more controlled form of AI-assisted development comes into play.<\/p>\n<\/div><\/div>\n\n\n\n<p>To answer the question &#8220;How does vibe coding work?&#8221;, we first need to place the principle of this strongly AI-assisted approach to software development in context. Here, system requirements aren&#8217;t formulated directly in code, but in natural language, which an artificial intelligence then translates into program code. The typical process is simple: a task is described, the AI generates code, the result is run, and it&#8217;s then improved through new prompts. This <strong>cycle of prompt, code, and correction<\/strong> repeats until the desired function is achieved.<\/p>\n\n\n\n<p>In the narrow sense, the focus isn&#8217;t on reading the code in detail. What matters first is whether the application does what&#8217;s expected. For simple experiments and quick prototypes, this approach can bring a lot of speed. In larger projects, however, a <strong>more controlled form of AI-assisted development<\/strong> often comes into play.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-how-does-vibe-coding-work-in-practice\">How Does Vibe Coding Work in Practice?<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-a-first-prompt-as-an-example\">A First Prompt as an Example<\/h3>\n\n\n\n<p>At the start, there&#8217;s no programming language, only <strong>the desired result<\/strong>. Instead of creating functions, variables, or data structures yourself, you describe the task in a prompt.<\/p>\n\n\n\n<p>A simple example would be:<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p>\u00abWrite a Python function that reads a CSV file and prints all the records it contains.\u00bb<\/p>\n<\/blockquote>\n\n\n\n<p>Anyone who lets AI generate code this way gets a first draft directly from the language model (<strong>large language model<\/strong>, LLM). The LLM generates code based on the described task and the patterns it knows from its training. The resulting program code is then run.<\/p>\n\n\n\n<p>If everything works as expected, the next step follows. If an error occurs or a function is missing, <strong>the result is described again<\/strong>.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-the-vibe-coding-loop-in-6-steps\">The Vibe Coding Loop in 6 Steps<\/h3>\n\n\n\n<p>The typical <strong>vibe coding loop<\/strong> consists of the following steps:<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>Describe the goal or desired function<\/li>\n\n\n\n<li>Have the AI generate code<\/li>\n\n\n\n<li>Run the generated code<\/li>\n\n\n\n<li>Observe the result and error messages<\/li>\n\n\n\n<li>Formulate corrections or new requirements<\/li>\n\n\n\n<li>Test the revised code again<\/li>\n<\/ol>\n\n\n\n<p>So what does vibe coding really come down to? The path to the result runs through <strong>an ongoing dialogue with the AI<\/strong>. Writing individual lines of code by hand fades into the background.<\/p>\n\n\n\n<p>The name for this approach was coined in <strong>February 2025<\/strong> by AI researcher Andrej Karpathy. We&#8217;ve summarized the origin, definition, and limits of the term in <a href=\"https:\/\/oneline.ch\/en\/what-is-vibe-coding\/\" target=\"_blank\" rel=\"noopener\">a separate article<\/a>.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-how-does-a-prompt-become-a-working-application\">How Does a Prompt Become a Working Application?<\/h2>\n\n\n\n<p>How does AI actually write code in practice? As an example, let&#8217;s look at building a small task planner. The first prompt might simply ask for a web application in which tasks can be entered and displayed.<\/p>\n\n\n\n<p>The AI generates the necessary LLM code. Once it&#8217;s running, it may turn out that tasks can be added <strong>but not deleted<\/strong>. Instead of searching through the program code, a new instruction follows:<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p>\u00abAdd a button to each task so it can be deleted.\u00bb<\/p>\n<\/blockquote>\n\n\n\n<p>The next adjustment works. Now it becomes clear that <strong>all entries disappear once the application is closed<\/strong>. The next prompt could be:<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p>\u00abSave the tasks so they&#8217;re still there after a restart.\u00bb<\/p>\n<\/blockquote>\n\n\n\n<p>This is how the application grows step by step. <strong>New requirements emerge directly from the visible result.<\/strong> If an error message appears, it can simply be handed back to the AI. The model then tries to identify the cause and generate improved LLM code.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-how-do-you-write-good-prompts-for-ai-generated-code\">How Do You Write Good Prompts for AI-Generated Code?<\/h2>\n\n\n\n<p>Anyone who wants to generate code with AI should describe the desired result <strong>as clearly as possible<\/strong>. A vague prompt leaves the model a lot of room for interpretation. For early experiments, that may be enough. Once specific functions are required, an efficient development process calls for more precise input.<\/p>\n\n\n\n<p>\u00abCreate a to-do list\u00bb describes only <strong>the basic idea<\/strong>.<\/p>\n\n\n\n<p>Much clearer would be:<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p>\u00abCreate a simple to-do list as a web application. New tasks should be addable, markable as done, and deletable. Entries should still be there after a restart.\u00bb<\/p>\n<\/blockquote>\n\n\n\n<p>How does AI actually write code based on input like that? The model tries to translate the described functions into a <strong>technically feasible structure<\/strong>. The clearer the goal and behavior are formulated, the smaller the room for wrong assumptions. Anyone who <a href=\"https:\/\/oneline.ch\/en\/prompt-engineering-the-ultimate-guide-to-better-ai-results\/\" target=\"_blank\" rel=\"noopener\">builds prompts systematically<\/a> also reduces the number of correction rounds.<\/p>\n\n\n\n<p>Corrections also benefit from precise input. Instead of \u00abthat doesn&#8217;t work\u00bb, a <strong>precise description of the problem<\/strong> gets you to the goal far more reliably.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-what-s-the-difference-between-pure-vibe-coding-and-ai-assisted-development\">What&#8217;s the Difference Between Pure Vibe Coding and AI-Assisted Development?<\/h2>\n\n\n\n<p>In the original, narrow sense of vibe coding, the generated program code stays <strong>largely in the background<\/strong>. Control focuses on the visible result. If something doesn&#8217;t work, the feedback goes back to the AI, which creates the next version. The approach delivers usable results quickly, but it isn&#8217;t always the right choice.<\/p>\n\n\n\n<p>AI-assisted development goes a step further. Here, too, artificial intelligence is used to generate AI code and quickly produce a working application. <strong>Specialists, however, additionally check how the solution is built technically.<\/strong><\/p>\n\n\n\n<p>The difference can be summarized like this:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Pure vibe coding<\/strong> checks mainly the result.<\/li>\n\n\n\n<li><strong>AI-assisted development<\/strong> checks both the result and the code.<\/li>\n\n\n\n<li><strong>Classic software engineering with AI<\/strong> additionally embeds the model in defined testing and quality processes.<\/li>\n<\/ul>\n\n\n\n<p>This distinction is actually more relevant in practice than a strict either-or. A project can start freely and later move into a <strong>more controlled development process<\/strong>.<\/p>\n\n\n\n<p>Unreviewed code carries real risks. <strong>Security vulnerabilities<\/strong>, as described in the <a href=\"https:\/\/owasp.org\/www-project-top-ten\/\" target=\"_blank\" rel=\"noopener\">OWASP Top Ten<\/a>, occur in AI-generated code just as much as in code written by hand. Anyone who <a href=\"https:\/\/oneline.ch\/en\/blog\/bugs-beheben\/\" target=\"_blank\" rel=\"noopener\">fixes errors systematically<\/a>, instead of just working around them, noticeably lowers this risk.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-what-does-controlled-ai-development-with-vibe-coding-look-like\">What Does Controlled AI Development with Vibe Coding Look Like?<\/h2>\n\n\n\n<p>Here too, the process starts with a clear description of the task. The AI creates a first version of the LLM code. But after that, <strong>human control doesn&#8217;t stop at the visible result<\/strong>.<\/p>\n\n\n\n<p>First, it&#8217;s checked whether the <strong>structure and logic<\/strong> fit the existing application. Functional tests follow next. Errors aren&#8217;t just fed back to the AI, they&#8217;re also assessed for their underlying cause.<\/p>\n\n\n\n<p>A typical process looks like this:<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>Define requirements<\/li>\n\n\n\n<li>Have the AI generate code<\/li>\n\n\n\n<li>Check structure and logic<\/li>\n\n\n\n<li>Test the function<\/li>\n\n\n\n<li>Fix errors specifically, either via the AI or by hand<\/li>\n\n\n\n<li>Re-check the changes<\/li>\n\n\n\n<li>Document and adopt the working code<\/li>\n<\/ol>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"768\" src=\"https:\/\/oneline.ch\/en\/wp-content\/uploads\/sites\/2\/2026\/08\/vc-loop-en.png\" alt=\"\" class=\"wp-image-7091\" srcset=\"https:\/\/oneline.ch\/en\/wp-content\/uploads\/sites\/2\/2026\/08\/vc-loop-en.png 1024w, https:\/\/oneline.ch\/en\/wp-content\/uploads\/sites\/2\/2026\/08\/vc-loop-en-300x225.png 300w, https:\/\/oneline.ch\/en\/wp-content\/uploads\/sites\/2\/2026\/08\/vc-loop-en-768x576.png 768w, https:\/\/oneline.ch\/en\/wp-content\/uploads\/sites\/2\/2026\/08\/vc-loop-en-185x139.png 185w, https:\/\/oneline.ch\/en\/wp-content\/uploads\/sites\/2\/2026\/08\/vc-loop-en-135x101.png 135w, https:\/\/oneline.ch\/en\/wp-content\/uploads\/sites\/2\/2026\/08\/vc-loop-en-872x654.png 872w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>So what does vibe coding look like in a professional setting? In its pure form, it often takes a back seat there to more controlled AI assistance. The <strong>speed advantage remains<\/strong>, but technical responsibility stays with the human.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-when-is-pure-vibe-coding-enough-and-when-do-you-need-more\">When Is Pure Vibe Coding Enough, and When Do You Need More?<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-when-speed-matters-more-than-a-perfect-codebase\">When Speed Matters More Than a Perfect Codebase<\/h3>\n\n\n\n<p>Not every project needs an elaborate development process from day one. For an early prototype, <strong>speed can matter more<\/strong> than a codebase that&#8217;s perfect in the long run.<\/p>\n\n\n\n<p>If the goal, for example, is simply to check whether a user idea is understandable, <strong>a working draft can be enough<\/strong>. Small personal helper tools or one-off automations are also well suited to an approach closer to pure vibe coding.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-when-applications-grow-or-several-people-build-together\">When Applications Grow or Several People Build Together<\/h3>\n\n\n\n<p>It looks different for applications that run permanently, keep growing, or are maintained by <strong>several people over time<\/strong>. That&#8217;s where controlled AI-assisted development becomes far more important.<\/p>\n\n\n\n<p>A <a href=\"https:\/\/ethz.ch\/en\/news-and-events\/eth-news\/news\/2026\/04\/what-skills-do-people-need-to-successfully-program-with-ai.html\" target=\"_blank\" rel=\"noopener\">study by ETH Zurich<\/a> from 2026 shows just how much the prior knowledge of the person prompting matters. In a test with 100 students, <strong>computer science knowledge<\/strong> had the biggest impact on success in AI-assisted programming. People who used the AI especially often actually performed worse.<\/p>\n\n\n\n<p>\u00abFinished code\u00bb in pure vibe coding therefore initially just means: the observed result fulfills the task at hand. Whether the LLM code stays <strong>maintainable, secure, and extensible<\/strong> in the long run has to be assessed separately. <a href=\"https:\/\/oneline.ch\/en\/artificial-intelligence-tools\/\" target=\"_blank\" rel=\"noopener\">Which model generates the code<\/a> also makes a difference, especially for more complex tasks.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-the-smooth-transition-to-classic-software-engineering\">The Smooth Transition to Classic Software Engineering<\/h3>\n\n\n\n<p>So the question also has to be: when does vibe coding work best? Often, <strong>a smooth transition<\/strong> is the answer. The first idea comes from a quick prompt. The AI delivers a prototype that can be tested early. If the concept holds up, the technical rework begins.<\/p>\n\n\n\n<p>Vibe coding mainly speeds up <strong>the path from an idea to a visible result<\/strong>. Classic development work then makes sure a robust application comes out of it. Anyone who knows the basics of a language like <a href=\"https:\/\/oneline.ch\/en\/blog\/understanding-html\/\" target=\"_blank\" rel=\"noopener\">HTML<\/a> recognizes more quickly whether generated code is built sensibly.<\/p>\n\n\n\n<p>Would you like to work out how vibe coding, or a controlled, AI-assisted development approach, fits <strong>into your digital projects<\/strong>? <a href=\"https:\/\/oneline.ch\/en\/contact-with-coffee\/\" target=\"_blank\" rel=\"noopener\">Get in touch<\/a>. We&#8217;ll assess your requirements, the right areas of application, and the development process that fits your context.<\/p>\n\n\n\n<div class=\"wp-block-group oneline-author-box\" style=\"border-color:#e2e8f0;border-width:1px;border-radius:12px;margin-top:48px;margin-bottom:16px;padding-top:24px;padding-right:28px;padding-bottom:24px;padding-left:28px\"><div class=\"wp-block-group__inner-container is-layout-flow wp-block-group-is-layout-flow\">\n\n<div class=\"wp-block-columns are-vertically-aligned-center is-layout-flex wp-container-core-columns-is-layout-9d6595d7 wp-block-columns-is-layout-flex\">\n\n<div class=\"wp-block-column is-vertically-aligned-center is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:100px\">\n\n<figure class=\"wp-block-image size-thumbnail is-resized is-style-rounded\"><img decoding=\"async\" src=\"https:\/\/oneline.ch\/wp-content\/uploads\/2026\/05\/author-bettina-abelman.jpg\" alt=\"Portrait illustration of Bettina Abelman\" style=\"aspect-ratio:1;object-fit:cover;width:80px;height:80px\" \/><\/figure>\n\n<\/div>\n\n\n<div class=\"wp-block-column is-vertically-aligned-center is-layout-flow wp-block-column-is-layout-flow\">\n\n<p style=\"font-size:12px;letter-spacing:1px;text-transform:uppercase\"><strong>Written By<\/strong><\/p>\n\n\n<h4 class=\"wp-block-heading\" style=\"margin-top:4px;margin-bottom:4px;font-size:18px;font-weight:600\">Bettina Abelman<\/h4>\n\n\n<p style=\"font-size:14px\">Junior Online Marketing Manager at ONELINE in Zug, focused on digital marketing, SEO, and lead generation. <a href=\"https:\/\/oneline.ch\/en\/about-us\/\">Learn more about Bettina \u2192<\/a><\/p>\n\n<\/div>\n\n<\/div>\n\n<\/div><\/div>\n\n\n\n<div class=\"wp-block-group oneline-related\" style=\"border-color:#e2e8f0;border-width:1px;border-radius:12px;margin-top:32px;padding-top:24px;padding-right:28px;padding-bottom:24px;padding-left:28px\"><div class=\"wp-block-group__inner-container is-layout-flow wp-block-group-is-layout-flow\">\n\n<h3 class=\"wp-block-heading\" style=\"font-size:20px\">Related Topics<\/h3>\n\n\n<ul class=\"wp-block-list\">\n\n<li><a href=\"https:\/\/oneline.ch\/en\/what-is-openclaw\/\" target=\"_blank\" rel=\"noreferrer noopener\">What Is OpenClaw?<\/a><\/li>\n\n\n<li><a href=\"https:\/\/oneline.ch\/en\/llms-txt-explained\/\" target=\"_blank\" rel=\"noreferrer noopener\">llms.txt Explained<\/a><\/li>\n\n\n<li><a href=\"https:\/\/oneline.ch\/en\/blog\/trends-in-web-development\/\" target=\"_blank\" rel=\"noreferrer noopener\">Trends in Web Development<\/a><\/li>\n\n\n<li><a href=\"https:\/\/oneline.ch\/en\/measure-ai-visibility\/\" target=\"_blank\" rel=\"noreferrer noopener\">Measure AI Visibility<\/a><\/li>\n\n<\/ul>\n\n<\/div><\/div>\n","protected":false},"excerpt":{"rendered":"<p>Vibe coding means describing tasks in plain language while AI turns them into program code. This article walks through the prompt-code loop in practice and when more controlled AI-assisted development is needed.<\/p>\n","protected":false},"author":17,"featured_media":7089,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"_yoast_wpseo_focuskw":"how does vibe coding work","_yoast_wpseo_title":"How Does Vibe Coding Work? Process & Example","_yoast_wpseo_metadesc":"How does vibe coding work in practice? See the prompt-to-code loop, a real example, and when controlled AI-assisted development is worth it.","_yoast_wpseo_meta-robots-noindex":"","_yoast_wpseo_canonical":"","inline_featured_image":false,"footnotes":""},"categories":[55,5],"tags":[],"class_list":["post-7084","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-artificial-intelligence","category-digital-marketing"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v22.1 (Yoast SEO v22.1) - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>How Does Vibe Coding Work? Process &amp; Example<\/title>\n<meta name=\"description\" content=\"How does vibe coding work in practice? 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