---
title: "Discussion on \"Chef Cupcake's Secret Recipe is a Transformer Model 👨‍🍳🧁 🤖\" | Hashnode"
description: "Discussion on \"Chef Cupcake's Secret Recipe is a Transformer Model 👨‍🍳🧁 🤖\". Explore how GPT models craft responses like cakes, using Chef Cupcake’s culinary analogy to demystify AI transformation processes"
url: "https://hashnode.com/posts/chef-cupcakes-secret-recipe-is-a-transformer-model/68cb163c80b7066bb9a206bb"
---

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# [Chef Cupcake's Secret Recipe is a Transformer Model 👨‍🍳🧁 🤖](https://www.ruhmani.com/chef-cupcakes-secret-recipe-is-a-transformer-model?utm_source=hashnode&utm_medium=feed)

Explore how GPT models craft responses like cakes, using Chef Cupcake’s culinary analogy to demystify AI transformation processes

Sep 17, 2025 · 23 min read · ruhmani.com  
Updated Sep 30, 2025  
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-   [#transformermodels](https://hashnode.com/tag/transformermodels)
-   [#aiforbeginners](https://hashnode.com/tag/aiforbeginners)
-   [#ai-explained-simply](https://hashnode.com/tag/ai-explained-simply)
-   [#chefcupcakeanalogy](https://hashnode.com/tag/chefcupcakeanalogy)
-   [#embeddinglabels](https://hashnode.com/tag/embeddinglabels)
-   [#multiheadattention](https://hashnode.com/tag/multiheadattention)
-   [#positionalencoding](https://hashnode.com/tag/positionalencoding)
-   [#selfattentionmechanism](https://hashnode.com/tag/selfattentionmechanism)
-   [#transformer-model-baking-analogy](https://hashnode.com/tag/transformer-model-baking-analogy)
-   [#attention-is-all-you-need](https://hashnode.com/tag/attention-is-all-you-need)
-   [#beam-search](https://hashnode.com/tag/beam-search)
-   [#greedy-decoding](https://hashnode.com/tag/greedy-decoding)
-   [#top-k-sampling](https://hashnode.com/tag/top-k-sampling)
-   [#top-p-sampling](https://hashnode.com/tag/top-p-sampling)
-   [#chef-cupcakes-secret-recipe-is-a-transformer-model](https://hashnode.com/tag/chef-cupcakes-secret-recipe-is-a-transformer-model)

## Written by

[Supriya Kadam Daberao](https://hashnode.com/@supriya-kd)

@supriya-kd · Mumbai

  
[View profile](https://hashnode.com/@supriya-kd)

Building AI-powered Node.js apps, one simple concept at a time.

👋 Senior Software Engineer with 9+ years of expertise in building scalable backends with Node.js, AWS, Microservices, MongoDB, and Angular. I cut through the AI hype and show you how to practically integrate AI into your Node.js applications. But here’s what makes my content different: I specialise in AI storytelling — turning complex concepts like transformers, vector embeddings, and LLMs into relatable stories and analogies (like explaining AI to my mom using her recipe box 👩🍳📦).

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