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    <title>DEV Community: Akshay Sharma</title>
    <description>The latest articles on DEV Community by Akshay Sharma (@akshay326).</description>
    <link>https://dev.to/akshay326</link>
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      <title>DEV Community: Akshay Sharma</title>
      <link>https://dev.to/akshay326</link>
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      <title>I spent $80 and 37 cents to find out when birds visit my home</title>
      <dc:creator>Akshay Sharma</dc:creator>
      <pubDate>Sat, 04 Apr 2026 20:31:46 +0000</pubDate>
      <link>https://dev.to/akshay326/i-spent-80-and-37-cents-to-find-out-when-birds-visit-my-home-560c</link>
      <guid>https://dev.to/akshay326/i-spent-80-and-37-cents-to-find-out-when-birds-visit-my-home-560c</guid>
      <description>&lt;p&gt;I had one question: when do birds actually show up at my bird feeder?&lt;/p&gt;

&lt;p&gt;Not a startup idea. Not a product pitch. Just curiosity.&lt;/p&gt;

&lt;h2&gt;
  
  
  The Setup ($80)
&lt;/h2&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;a href="https://amzn.to/4m8g9lw" rel="noopener noreferrer"&gt;Raspberry Pi Zero 2 W&lt;/a&gt; — $36&lt;/li&gt;
&lt;li&gt;
&lt;a href="https://amzn.to/4c1Fw3W" rel="noopener noreferrer"&gt;Diccik 1080P USB Webcam&lt;/a&gt; — $22&lt;/li&gt;
&lt;li&gt;
&lt;a href="https://amzn.to/3PHI7Zz" rel="noopener noreferrer"&gt;CanaKit 5V Power Supply&lt;/a&gt; — $13&lt;/li&gt;
&lt;li&gt;
&lt;a href="https://amzn.to/4c7AjYr" rel="noopener noreferrer"&gt;TAIMI 32GB Micro SD&lt;/a&gt; — $9&lt;/li&gt;
&lt;/ul&gt;

&lt;h2&gt;
  
  
  The Code (93 lines)
&lt;/h2&gt;

&lt;p&gt;A Python script that runs in a loop. Every 60 seconds: capture a 1280x720 frame with &lt;code&gt;fswebcam&lt;/code&gt;, post-process with ImageMagick (&lt;code&gt;-auto-level -auto-gamma&lt;/code&gt;) for outdoor lighting, upload to Supabase Storage with exponential backoff retry.&lt;/p&gt;

&lt;p&gt;The design philosophy: &lt;strong&gt;never crash&lt;/strong&gt;. If WiFi drops, retry. If all retries fail, skip and move on. 99%+ upload success rate from a $16 computer on a windowsill.&lt;/p&gt;

&lt;h2&gt;
  
  
  The Analysis ($0.37)
&lt;/h2&gt;

&lt;p&gt;After 3 days and 1,500 images, I ran every photo through &lt;strong&gt;Qwen 2.5 VL 7B&lt;/strong&gt; via the OpenRouter API. 996 input tokens per 1280x720 image, ~34 output tokens. Total cost: thirty-seven cents.&lt;/p&gt;

&lt;h2&gt;
  
  
  What I Found
&lt;/h2&gt;

&lt;p&gt;&lt;strong&gt;433 birds across 3 days.&lt;/strong&gt; Peak hour: 3 PM — not dawn. The afternoon window (12-5 PM) accounts for 70% of all bird activity.&lt;/p&gt;

&lt;p&gt;The growth curve was wild: Day 1 had 55 birds. Day 2 had 51. Day 3 exploded to 327. A &lt;a href="https://www.bain.com/consulting-services/customer-strategy-and-marketing/net-promoter-score-system/" rel="noopener noreferrer"&gt;Bird Net Promoter Score&lt;/a&gt; of 100 — someone told the flock.&lt;/p&gt;

&lt;p&gt;Species breakdown: House Sparrows dominate, House Finches (the red-headed ones) are everywhere, occasional pigeons photobombing, and one frame with something that might be a hawk.&lt;/p&gt;

&lt;h2&gt;
  
  
  Why I Built This
&lt;/h2&gt;

&lt;p&gt;I shared it on YC's Bookface. Someone asked "how can I gift this to my dad?" I hadn't thought about that. I just wanted to know when the birds come.&lt;/p&gt;

&lt;p&gt;Now I know. 3 PM. Sunny afternoons. Give it three days — they'll find it.&lt;/p&gt;

&lt;p&gt;Interactive dashboard + code: &lt;a href="https://akshay326.com/bird-feeder/" rel="noopener noreferrer"&gt;https://akshay326.com/bird-feeder/&lt;/a&gt;&lt;/p&gt;

</description>
      <category>iot</category>
      <category>python</category>
      <category>showdev</category>
      <category>sideprojects</category>
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