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    <title>DEV Community: Muhammet</title>
    <description>The latest articles on DEV Community by Muhammet (@muhammetsahin).</description>
    <link>https://dev.to/muhammetsahin</link>
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      <title>DEV Community: Muhammet</title>
      <link>https://dev.to/muhammetsahin</link>
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    <language>en</language>
    <item>
      <title>I Built an AI App That Finds What You Can Build With Your Old LEGO Bricks</title>
      <dc:creator>Muhammet</dc:creator>
      <pubDate>Sun, 26 Jul 2026 17:02:19 +0000</pubDate>
      <link>https://dev.to/muhammetsahin/i-built-an-ai-app-that-finds-what-you-can-build-with-your-old-lego-bricks-3lm7</link>
      <guid>https://dev.to/muhammetsahin/i-built-an-ai-app-that-finds-what-you-can-build-with-your-old-lego-bricks-3lm7</guid>
      <description>&lt;p&gt;A few months ago, I was looking at a familiar scene that many parents probably know:&lt;/p&gt;

&lt;p&gt;A huge box full of LEGO bricks.&lt;/p&gt;

&lt;p&gt;Thousands of pieces.&lt;/p&gt;

&lt;p&gt;Different colors, shapes, and sizes.&lt;/p&gt;

&lt;p&gt;But the funny thing is… nobody knows what can actually be built with them anymore.&lt;/p&gt;

&lt;p&gt;My kids would open the box, search for a few minutes, and eventually say:&lt;/p&gt;

&lt;blockquote&gt;
&lt;p&gt;"We don't have the right pieces."&lt;/p&gt;
&lt;/blockquote&gt;

&lt;p&gt;Then they would ask for a new LEGO set.&lt;/p&gt;

&lt;p&gt;That made me wonder:&lt;/p&gt;

&lt;p&gt;What if the problem isn't that we don't have enough LEGO?&lt;/p&gt;

&lt;p&gt;What if we just don't know what we already have?&lt;/p&gt;

&lt;p&gt;That question became the starting point of &lt;strong&gt;Brickbeam&lt;/strong&gt;.&lt;/p&gt;

&lt;h2&gt;
  
  
  The idea behind Brickbeam
&lt;/h2&gt;

&lt;p&gt;The concept is simple:&lt;/p&gt;

&lt;ol&gt;
&lt;li&gt;Take a photo of your LEGO bricks&lt;/li&gt;
&lt;li&gt;AI analyzes the pieces&lt;/li&gt;
&lt;li&gt;Discover sets and creations you can build with your existing collection&lt;/li&gt;
&lt;/ol&gt;

&lt;p&gt;Instead of buying another box of bricks, Brickbeam helps you rediscover the possibilities hidden inside the boxes you already own.&lt;/p&gt;

&lt;p&gt;LEGO collections naturally grow over time. A child might start with one small set, then another, then another… and after a few years, hundreds or thousands of pieces end up mixed together.&lt;/p&gt;

&lt;p&gt;Many of those pieces are forgotten.&lt;/p&gt;

&lt;p&gt;Brickbeam is an attempt to solve that problem.&lt;/p&gt;

&lt;h2&gt;
  
  
  Why I built this
&lt;/h2&gt;

&lt;p&gt;Like many indie projects, this started from a personal frustration.&lt;/p&gt;

&lt;p&gt;I didn't start by looking for a market opportunity.&lt;/p&gt;

&lt;p&gt;I started with a problem I personally experienced.&lt;/p&gt;

&lt;p&gt;The interesting part about LEGO is that every collection is different.&lt;/p&gt;

&lt;p&gt;Two families may own the same number of bricks, but their possibilities are completely different.&lt;/p&gt;

&lt;p&gt;One person might have lots of wheels and plates.&lt;br&gt;
Another might have many minifigure parts.&lt;br&gt;
Another might have mostly architectural pieces.&lt;/p&gt;

&lt;p&gt;A good experience needs to understand the user's actual collection.&lt;/p&gt;

&lt;p&gt;That is where AI becomes interesting.&lt;/p&gt;

&lt;h2&gt;
  
  
  The technical challenge
&lt;/h2&gt;

&lt;p&gt;At first, the idea sounded simple:&lt;/p&gt;

&lt;p&gt;"Just recognize LEGO pieces from an image."&lt;/p&gt;

&lt;p&gt;But very quickly I realized this was not a simple computer vision problem.&lt;/p&gt;

&lt;p&gt;A real LEGO box is messy:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;Pieces overlap each other&lt;/li&gt;
&lt;li&gt;Similar parts have different variations&lt;/li&gt;
&lt;li&gt;Colors change depending on lighting&lt;/li&gt;
&lt;li&gt;Small pieces are difficult to identify&lt;/li&gt;
&lt;li&gt;Some parts are only useful when combined with others&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;A child dumping a box of LEGO on the floor is basically a worst-case scenario for image recognition.&lt;/p&gt;

&lt;p&gt;The challenge is not only:&lt;/p&gt;

&lt;p&gt;"What pieces are here?"&lt;/p&gt;

&lt;p&gt;The bigger question is:&lt;/p&gt;

&lt;p&gt;"What can we do with these pieces?"&lt;/p&gt;

&lt;h2&gt;
  
  
  From recognition to creation
&lt;/h2&gt;

&lt;p&gt;One of the most exciting directions for Brickbeam is moving beyond existing LEGO instructions.&lt;/p&gt;

&lt;p&gt;Today, many LEGO apps focus on official sets and digital instructions.&lt;/p&gt;

&lt;p&gt;But there is another interesting possibility:&lt;/p&gt;

&lt;p&gt;What if AI could create new builds based on your personal collection?&lt;/p&gt;

&lt;p&gt;Imagine:&lt;/p&gt;

&lt;p&gt;"I want to build a spaceship."&lt;/p&gt;

&lt;p&gt;AI looks at your available pieces and creates a design using only what you own.&lt;/p&gt;

&lt;p&gt;Or:&lt;/p&gt;

&lt;p&gt;"Give me a medieval castle using my bricks."&lt;/p&gt;

&lt;p&gt;The goal would not be random AI images.&lt;/p&gt;

&lt;p&gt;The goal would be real, buildable creations.&lt;/p&gt;

&lt;p&gt;That introduces a completely different challenge:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;Is the structure physically stable?&lt;/li&gt;
&lt;li&gt;Are the required pieces available?&lt;/li&gt;
&lt;li&gt;Are the building steps understandable?&lt;/li&gt;
&lt;li&gt;Can a child actually build it?&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;This is where I think the future opportunity exists.&lt;/p&gt;

&lt;h2&gt;
  
  
  Building a product as an indie hacker
&lt;/h2&gt;

&lt;p&gt;Building Brickbeam has also been a lesson in choosing what to build first.&lt;/p&gt;

&lt;p&gt;The perfect version would probably include:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;Complete LEGO inventory management&lt;/li&gt;
&lt;li&gt;Advanced AI recognition&lt;/li&gt;
&lt;li&gt;Custom AI-generated builds&lt;/li&gt;
&lt;li&gt;Community sharing&lt;/li&gt;
&lt;li&gt;Collection history&lt;/li&gt;
&lt;li&gt;Recommendations based on previous creations&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;But as a solo developer, you need to start somewhere.&lt;/p&gt;

&lt;p&gt;The first version focuses on the core question:&lt;/p&gt;

&lt;p&gt;"Can we help people discover more value from the bricks they already have?"&lt;/p&gt;

&lt;p&gt;Everything else can grow from there.&lt;/p&gt;

&lt;h2&gt;
  
  
  The moat question
&lt;/h2&gt;

&lt;p&gt;A few people asked an important question:&lt;/p&gt;

&lt;p&gt;"Could LEGO build this themselves?"&lt;/p&gt;

&lt;p&gt;It's a fair question.&lt;/p&gt;

&lt;p&gt;Large companies can build many things.&lt;/p&gt;

&lt;p&gt;The challenge for an indie product is not always having a feature that nobody else can copy.&lt;/p&gt;

&lt;p&gt;Sometimes the advantage comes from:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;understanding a specific user problem deeply&lt;/li&gt;
&lt;li&gt;moving faster&lt;/li&gt;
&lt;li&gt;building a community&lt;/li&gt;
&lt;li&gt;creating a personalized experience&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;For Brickbeam, the long-term vision is not just recognizing LEGO pieces.&lt;/p&gt;

&lt;p&gt;It is becoming a creative companion for someone's LEGO collection.&lt;/p&gt;

&lt;p&gt;An app that understands what you own and helps you create things you didn't know were possible.&lt;/p&gt;

&lt;h2&gt;
  
  
  What's next?
&lt;/h2&gt;

&lt;p&gt;Brickbeam is still at the beginning.&lt;/p&gt;

&lt;p&gt;There are many things I want to improve:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;Better piece recognition&lt;/li&gt;
&lt;li&gt;More accurate build suggestions&lt;/li&gt;
&lt;li&gt;AI-generated custom creations&lt;/li&gt;
&lt;li&gt;Better support for large collections&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;But the first step is already here.&lt;/p&gt;

&lt;p&gt;Brickbeam is available on the App Store:&lt;/p&gt;

&lt;p&gt;[App Store link]&lt;/p&gt;

&lt;p&gt;If you have a LEGO collection (or kids who do), I would love to hear your thoughts:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;Would you use an app like this?&lt;/li&gt;
&lt;li&gt;What would make it more useful?&lt;/li&gt;
&lt;li&gt;What would you want AI to help you build?&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;This is my first step building Brickbeam in public.&lt;/p&gt;

&lt;p&gt;Let's see where it goes. 🚀&lt;/p&gt;

</description>
      <category>ai</category>
      <category>buildinpublic</category>
      <category>machinelearning</category>
      <category>showdev</category>
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