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    <title>DEV Community: Tiziano </title>
    <description>The latest articles on DEV Community by Tiziano  (@qfwfq).</description>
    <link>https://dev.to/qfwfq</link>
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      <title>DEV Community: Tiziano </title>
      <link>https://dev.to/qfwfq</link>
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    <item>
      <title>Pic to Bark: hear what your dog is thinking</title>
      <dc:creator>Tiziano </dc:creator>
      <pubDate>Mon, 17 Aug 2026 00:57:36 +0000</pubDate>
      <link>https://dev.to/qfwfq/pic-to-bark-hear-what-your-dog-is-thinking-4gl8</link>
      <guid>https://dev.to/qfwfq/pic-to-bark-hear-what-your-dog-is-thinking-4gl8</guid>
      <description>&lt;p&gt;&lt;em&gt;This is a submission for &lt;a href="https://dev.to/challenges/weekend-2026-08-13"&gt;Weekend Challenge: Dog Days Edition&lt;/a&gt;&lt;/em&gt;&lt;/p&gt;

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

&lt;p&gt;Pic to Bark. Upload a photo of your dog, it figures out the breed, comes up with a first-person line of what the dog is probably thinking, and reads it out loud in a voice you pick. If the guess is shaky, it says so instead of making one up.&lt;/p&gt;

&lt;h2&gt;
  
  
  Demo
&lt;/h2&gt;

&lt;p&gt;Live: &lt;a href="https://pic-to-bark.vercel.app/" rel="noopener noreferrer"&gt;Pic to Bark&lt;/a&gt;&lt;br&gt;
Video sample:&lt;br&gt;
  &lt;iframe src="https://www.youtube.com/embed/-NFDPwnzlTM"&gt;
  &lt;/iframe&gt;
&lt;/p&gt;

&lt;h2&gt;
  
  
  Code
&lt;/h2&gt;

&lt;p&gt;&lt;a href="https://github.com/TizianoBarbari/pic-to-bark" rel="noopener noreferrer"&gt;"Pic to Bark" repo&lt;/a&gt;&lt;/p&gt;

&lt;h2&gt;
  
  
  How I Built It
&lt;/h2&gt;

&lt;p&gt;Next.js app, Tailwind for styling. Three breed-detection engines to pick from: Hugging Face for a server-side image classifier, Google AI on-device via MediaPipe (runs fully in the browser, no server call), and a joke "Magic Conch" option that ignores the photo on purpose. If Hugging Face or Google AI is down, it automatically falls back to the other one.&lt;/p&gt;

&lt;p&gt;The breed gets wrapped into a short line as if the dog is saying it, then ElevenLabs reads it out loud. If ElevenLabs is unreachable, the browser's own speech synthesis reads it instead. There's also a bring-your-own-key option for both Hugging Face and ElevenLabs, with a live quota check, for anyone who wants to try it past the shared quota.&lt;/p&gt;

&lt;p&gt;Every translation gets logged to Snowflake: breed, line, which engine answered, and the model's confidence. The page reads that back as a breed leaderboard, aggregate stats, an hourly trend, and a check on whether the joke engine's punchlines actually come up close to evenly.&lt;/p&gt;

&lt;h2&gt;
  
  
  Prize Categories
&lt;/h2&gt;

&lt;p&gt;Best Use of Snowflake, Best Use of ElevenLabs, Best Use of Google AI.&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;Snowflake&lt;/strong&gt;: every translation is logged with breed, caption, engine, and confidence, then read back into a live leaderboard, aggregate stats, an hourly trend chart, and a check on how evenly the joke punchlines are distributed.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;ElevenLabs&lt;/strong&gt;: turns the generated line into voice, with a bring-your-own-key option, a live ElevenLabs quota check for both the shared and personal key, and a browser speech synthesis fallback so voice never fully breaks.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Google AI&lt;/strong&gt;: on-device breed classification via MediaPipe, running entirely in the browser with no server round trip, and automatic fallback to/from Hugging Face if either one is unavailable.&lt;/li&gt;
&lt;/ul&gt;

</description>
      <category>devchallenge</category>
      <category>weekendchallenge</category>
      <category>elevenlabs</category>
      <category>snowflake</category>
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