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    <title>Forem: Aman Rathour</title>
    <description>The latest articles on Forem by Aman Rathour (@aman_rathour_0a37e246db4f).</description>
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      <title>Forem: Aman Rathour</title>
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      <title>Instagram’s feed and Reels recommendations are powered by machine learning models that examine a lot of signals.</title>
      <dc:creator>Aman Rathour</dc:creator>
      <pubDate>Thu, 20 Nov 2025 15:13:26 +0000</pubDate>
      <link>https://forem.com/aman_rathour_0a37e246db4f/instagrams-feed-and-reels-recommendations-are-powered-by-machine-learning-models-that-examine-a-58m0</link>
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      <description>&lt;p&gt;Does Instagram Listen to Our Conversations? — What Really Drives Those Creepy Reels.&lt;/p&gt;

&lt;p&gt;Last month I was joking with a friend about possibly traveling to Bali in December. I didn’t search it, didn’t message anyone about it, and didn’t even type the word “Bali” anywhere on my phone. And yet — the next day my Instagram Reels were full of Bali travel videos. Coincidence? Or does Instagram secretly listen to us through our phones?&lt;/p&gt;

&lt;p&gt;This question — “Is Instagram listening to me?” — pops up in conversations everywhere. The short answer: almost certainly not in the way people imagine. But the full answer needs a look at how recommendation systems work, why coincidences feel eerie, and what data apps do have access to.&lt;/p&gt;

&lt;p&gt;How recommendation engines predict what you want to see&lt;/p&gt;

&lt;p&gt;What you like, save, comment on, or follow.&lt;/p&gt;

&lt;p&gt;How long you watch a video (watching to the end signals strong interest).&lt;/p&gt;

&lt;p&gt;What people similar to you interact with (collaborative filtering).&lt;/p&gt;

&lt;p&gt;Metadata on the content: captions, hashtags, location tags, and creator behavior.&lt;/p&gt;

&lt;p&gt;Using these signals, algorithms build a profile of your likely interests and surface content predicted to engage you. Because the models are trained on billions of interactions, they can make surprisingly accurate guesses — sometimes before you consciously search for something.&lt;/p&gt;

&lt;p&gt;Why it feels like apps are listening&lt;/p&gt;

&lt;p&gt;There are two human effects that make these predictions seem supernatural:&lt;/p&gt;

&lt;p&gt;Frequency illusion (Baader–Meinhof): once you become aware of something — say “Bali” — you notice related things more often. That makes it feel like the world suddenly conspired to show you Bali content.&lt;/p&gt;

&lt;p&gt;Confirmation bias: you remember the hits (the one time the algorithm guessed right after you said something) and forget the many times it didn’t.&lt;/p&gt;

&lt;p&gt;Combine these biases with a very effective recommendation engine, and it looks like mind-reading.&lt;/p&gt;

&lt;p&gt;What about microphone access — can Instagram listen?&lt;/p&gt;

&lt;p&gt;Apps can request microphone permission. When granted, they can access audio for explicit features (voice messages, recording Reels, or voice-activated tools). However:&lt;/p&gt;

&lt;p&gt;Constant background audio capture would drain battery, hotspot suspicious system activity, and be illegal in many jurisdictions without explicit consent.&lt;/p&gt;

&lt;p&gt;Facebook/Meta and Instagram have repeatedly stated they don’t use microphone audio to target ads.&lt;br&gt;
So while it’s technically possible for an app with mic permission to record audio, there’s no strong evidence Instagram is using background listening to target ads.&lt;/p&gt;

&lt;p&gt;Other ways Instagram might know about things you never searched&lt;/p&gt;

&lt;p&gt;Even without the mic, apps gather rich context:&lt;/p&gt;

&lt;p&gt;Location data (if you allow it) can suggest travel content.&lt;/p&gt;

&lt;p&gt;Third-party trackers and pixels on websites can connect your browsing behavior to your social profiles.&lt;/p&gt;

&lt;p&gt;Your social graph: if several of your contacts search or engage with Bali content, that can influence your feed.&lt;/p&gt;

&lt;p&gt;Cross-app signals: if you’ve used related services that share data, algorithms can weave those signals together.&lt;/p&gt;

&lt;p&gt;What you can do if you’re uncomfortable&lt;/p&gt;

&lt;p&gt;Review app permissions (mic, location).&lt;/p&gt;

&lt;p&gt;Clear or pause ad personalization in your account settings.&lt;/p&gt;

&lt;p&gt;Use privacy-preserving settings and limit background permissions.&lt;/p&gt;

&lt;p&gt;Conclusion&lt;/p&gt;

&lt;p&gt;It’s more likely that the algorithm’s uncanny predictive power plus human pattern-reading makes it feel like Instagram is listening. Whether it’s luck, psychological bias, or lots of tiny behavioral signals added together — the end result is the same: apps can feel eerily prescient. Next time you see a “coincidental” reel, it’s probably the algorithm doing its job — very, very well&lt;/p&gt;

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      <category>ai</category>
      <category>blockchain</category>
      <category>programming</category>
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