{"id":1935,"date":"2025-04-07T12:13:28","date_gmt":"2025-04-07T10:13:28","guid":{"rendered":"https:\/\/www.dimension-internet.com\/what-happens-when-you-talk-to-an-ai-a-journey-into-the-heart-of-a-prompt\/"},"modified":"2025-06-16T11:23:05","modified_gmt":"2025-06-16T09:23:05","slug":"what-happens-when-you-talk-to-an-ai-a-journey-into-the-heart-of-a-prompt","status":"publish","type":"post","link":"https:\/\/www.dimension-internet.com\/en\/what-happens-when-you-talk-to-an-ai-a-journey-into-the-heart-of-a-prompt\/","title":{"rendered":"What happens when you talk to an AI? A journey into the heart of a prompt"},"content":{"rendered":"\n<p>You&#8217;ve probably already spoken with an artificial intelligence (AI), whether via ChatGPT, a voice assistant, or an AI integrated into an app. You type a sentence, press &#8220;Send&#8221;&#8230; and a response pops up, often impressive, sometimes even mind-blowing. <\/p>\n<p>But <strong>what happens between the time you send your (prompt) message<\/strong> and the time the <strong>AI \u200b\u200bresponds<\/strong>?<\/p>\n<p>In this article, we&#8217;ll take you on a <strong>simplified and educational journey <\/strong>to the heart of an AI&#8217;s brain. We promise, you don&#8217;t need a math major to understand. Follow the guide.  <\/p>\n<h2>\ud83d\udce5 Step 1: You write a &#8220;prompt&#8221; (a request)<\/h2>\n<p>It all starts with you.<\/p>\n<p>\ud83d\udc49 Example:<br><em>&#8220;Give me a simple chocolate cake recipe.&#8221;<\/em><\/p>\n<p>This message is called a <strong>prompt<\/strong>. It&#8217;s an instruction, a question, or a request to the AI. But at this point, it&#8217;s just <strong>plain text<\/strong>.  <\/p>\n<hr>\n<h2>\ud83e\uddec Step 2: The text is encoded into numbers (tokenization)<\/h2>\n<p>AIs don&#8217;t directly understand text like we do. They don&#8217;t see <strong>letters or words<\/strong>, but <strong>numbers<\/strong>. <\/p>\n<h3>How does it work?<\/h3>\n<p>The AI \u200b\u200buses an <strong>encoder<\/strong> (called a tokenizer) to convert the text into \u201c<strong>tokens<\/strong>\u201d: units of meaning that can be words, syllables, or word fragments.<\/p>\n<p>\ud83d\udc49 Example: The prompt<br><em>&#8220;Give me a simple chocolate cake recipe.&#8221;<\/em><br>can be transformed into something like:<br><code>[2049, 1098, 1325, 5011, 67, 7823, 1250, 32, 9003]<\/code><\/p>\n<p>Each number represents a piece of a word or a whole word.<\/p>\n<p>\ud83d\udccc <strong>Why numbers?<\/strong><br>Because <strong>language models<\/strong> are mathematical machines. They only work with numerical vectors. Therefore, words must be translated into numbers before they can be processed.  <\/p>\n<hr>\n<h2>\ud83e\udde0 Step 3: The AI \u200b\u200bpredicts the rest word by word<\/h2>\n<p>Once the prompt is encoded, we enter the heart of the system: the <strong>language model<\/strong>, an enormous mathematical machine based on artificial neurons.<\/p>\n<p>AI doesn&#8217;t know how to &#8220;answer&#8221; in the human sense of the word. It <strong>guesses word by word what should come next<\/strong>. This is statistical prediction.  <\/p>\n<h3>Concretely:<\/h3>\n<ol>\n<li>She receives the prompt tokens.<\/li>\n<li>It calculates (using <strong>millions, even billions of parameters<\/strong>) what the <strong>probability<\/strong> is of each possible word to follow.<\/li>\n<li>She chooses the most likely (or one word among the most likely, depending on the model&#8217;s temperature).<\/li>\n<li>She adds this word to the sequence, and starts again with this new sentence.<\/li>\n<\/ol>\n<p>\ud83d\udc49 Example: It might start by generating:<br><em>&#8220;Here&#8217;s a simple recipe for a delicious chocolate cake:&#8221;<\/em><br>Then:<br><em>&#8220;Ingredients: 200g dark chocolate, 100g sugar&#8230;&#8221;<\/em><\/p>\n<p>And it continues like this <strong>until the answer is deemed complete<\/strong>.<\/p>\n<hr>\n<h2>\ud83e\udde0 Zoom in on the model: a &#8220;sentence completion machine&#8221;<\/h2>\n<p>The operation is based on a simple but powerful principle:<\/p>\n<blockquote>\n<p><strong>Complete the text by guessing what comes next.<\/strong><\/p>\n<\/blockquote>\n<p>This mechanism is made possible by a very powerful type of neural network called <strong>Transformers<\/strong>.<\/p>\n<p>Each <strong>artificial neuron<\/strong> doesn&#8217;t understand anything about language, but by stacking layers of calculations, AI learns to:<\/p>\n<ul>\n<li>recognize grammatical structures;<\/li>\n<li>understand the context;<\/li>\n<li>imitate writing styles;<\/li>\n<li>manage encyclopedic knowledge.\n<p>&#8230;<\/p>\n<\/li>\n<\/ul>\n<p>\u26a0\ufe0f <strong>Important<\/strong>: The AI \u200b\u200b<strong>doesn&#8217;t actually understand<\/strong> what you&#8217;re saying. It <strong>statistically <\/strong><strong>mimics<\/strong> what a human might say to a similar sentence, based on the billions of texts it has &#8220;read&#8221; during training. <\/p>\n<hr>\n<h2>\ud83d\udcbe Step 4: The AI \u200b\u200bgenerates the response\u2026 still in tokens<\/h2>\n<p>When the AI \u200b\u200bis done predicting the response tokens, it keeps them as numbers.<\/p>\n<p>\ud83d\udc49 For example, the answer might be something like:<br><code>[4501, 2199, 1325, 1055, 9003, 11, 9021, 221]<\/code><\/p>\n<p>It is therefore necessary to perform the <strong>reverse operation<\/strong> of the initial encoding to recover readable text.<\/p>\n<hr>\n<h2>\ud83d\udd01 Step 5: Decoding and Display<\/h2>\n<p>It is the inverse encoder (called <strong>decoder<\/strong>) which transforms the generated tokens into text.<\/p>\n<p>\ud83d\udc49 Here&#8217;s our text answer:<br><em>&#8220;Here&#8217;s a simple recipe for a delicious chocolate cake:&#8230;&#8221;<\/em><\/p>\n<p>This is the final text that is displayed in the user interface (chat, console, mobile application, etc.).<\/p>\n<hr>\n<h2>\ud83d\udd04 What does the AI \u200b\u200bdo if I correct or clarify my question?<\/h2>\n<p>The AI \u200b\u200btreats the <strong>entire conversation history<\/strong> as a single long text.<br>It reviews the previous context, adds your new instruction, and then repeats the process:<\/p>\n<ol>\n<li>Tokenization of the full message (old + new).<\/li>\n<li>Calculation of the most probable sequence.<\/li>\n<li>Word-by-word generation of the response.<\/li>\n<li>Decoding the result.<\/li>\n<\/ol>\n<hr>\n<h2>\ud83e\uddee And all this takes\u2026 less than a second?<\/h2>\n<p>Yes. On powerful servers or local machines with a good GPU, this process takes a <strong>few milliseconds to a few seconds<\/strong>, depending on: <\/p>\n<ul>\n<li>the size of the model (GPT-2, GPT-3, LLaMA, Mistral, etc.);<\/li>\n<li>the length of the response;<\/li>\n<li>the complexity of the issue.<\/li>\n<\/ul>\n<hr>\n<h2>\ud83d\udd10 Where does my data go? (Bonus: confidentiality) <\/h2>\n<p>When using <strong>cloud<\/strong> AI (ChatGPT, Bard, etc.), your prompts are sent to <strong>remote servers<\/strong>. This can raise issues such as: <\/p>\n<ul>\n<li>confidentiality,<\/li>\n<li>data ownership,<\/li>\n<li>security (leaks, hacks),<\/li>\n<li>GDPR compliance.<\/li>\n<\/ul>\n<h3>Possible solution: use <strong>a local <\/strong>AI, such as OLLAMA or LM Studio. (<a href=\"https:\/\/www.dimension-internet.com\/pourquoi-utiliser-ollama-en-local-la-solution-ideale-pour-allier-ia-et-confidentialite\/\">We talk about it here<\/a>)<\/h3>\n<p>Benefits :<\/p>\n<ul>\n<li>Your data <strong>never leaves your machine<\/strong>;<\/li>\n<li>No network dependency;<\/li>\n<li>You remain in <strong>complete control<\/strong>.<\/li>\n<\/ul>\n<hr>\n<h2>\ud83e\uddf5 Visual Recap: A Prompt&#8217;s Journey<\/h2>\n<p style=\"text-align: center;\"><a href=\"https:\/\/www.dimension-internet.com\/wp-content\/uploads\/2025\/04\/ChatGPT-Image-7-avr.-2025-a-12_05_59.png\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-medium wp-image-1085\" src=\"https:\/\/www.dimension-internet.com\/wp-content\/uploads\/2025\/04\/ChatGPT-Image-7-avr.-2025-a-12_05_59-533x800.png\" alt=\"\" width=\"533\" height=\"800\" srcset=\"https:\/\/www.dimension-internet.com\/wp-content\/uploads\/2025\/04\/ChatGPT-Image-7-avr.-2025-a-12_05_59-533x800.png 533w, https:\/\/www.dimension-internet.com\/wp-content\/uploads\/2025\/04\/ChatGPT-Image-7-avr.-2025-a-12_05_59-768x1152.png 768w, https:\/\/www.dimension-internet.com\/wp-content\/uploads\/2025\/04\/ChatGPT-Image-7-avr.-2025-a-12_05_59.png 1024w\" sizes=\"auto, (max-width: 533px) 100vw, 533px\" \/><\/a><\/p>\n<hr>\n<h2>\u2728 Conclusion: (almost) understandable mathematical magic<\/h2>\n<p>While AI may seem like magic, it relies on a <strong>series of well-defined mathematical operations<\/strong>. Every time you interact with a language model, a digital dance takes place behind the scenes to produce a coherent, rapid, and often impressive response. <\/p>\n<p>And now that you know what&#8217;s going on behind the screen&#8230;<br>\ud83d\udc49 Maybe you&#8217;ll see your prompts in a different light!<\/p>\n\n","protected":false},"excerpt":{"rendered":"<p>Vous avez s\u00fbrement d\u00e9j\u00e0 discut\u00e9 avec une intelligence artificielle, que ce soit via ChatGPT, un assistant vocal ou une IA int\u00e9gr\u00e9e dans une application. Vous tapez une phrase, vous appuyez sur &#8220;Envoyer&#8221;\u2026 et une r\u00e9ponse surgit, souvent impressionnante, parfois m\u00eame bluffante. <\/p>\n<p>But what happens between the time you send your (prompt) message and the time the AI \u200b\u200bresponds?<\/p>\n<p>In this article, we&#8217;ll take you on a simplified and educational journey to the heart of an AI&#8217;s brain. We promise, you don&#8217;t need a math major to understand. Follow the guide.  <\/p>\n","protected":false},"author":1,"featured_media":1494,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[40],"tags":[],"class_list":["post-1935","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ai"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.3 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>What happens when you talk to an AI? 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But what happens between the time you send your (prompt) message and the time the AI \u200b\u200bresponds? In this article, we&#039;ll take you on a simplified and educational journey to the heart of an AI&#039;s brain. We promise, you don&#039;t need a math major to understand. 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