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    <title>DEV Community: Walter Da Conceição</title>
    <description>The latest articles on DEV Community by Walter Da Conceição (@walter_daconceio_c5814).</description>
    <link>https://dev.to/walter_daconceio_c5814</link>
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      <title>DEV Community: Walter Da Conceição</title>
      <link>https://dev.to/walter_daconceio_c5814</link>
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      <title>Ledger-v0: How I Built a Personal Ledger with iPhone Shortcuts and Gemini</title>
      <dc:creator>Walter Da Conceição</dc:creator>
      <pubDate>Wed, 04 Mar 2026 09:25:14 +0000</pubDate>
      <link>https://dev.to/walter_daconceio_c5814/ledger-v0-how-i-built-a-personal-ledger-with-iphone-shortcuts-and-gemini-4312</link>
      <guid>https://dev.to/walter_daconceio_c5814/ledger-v0-how-i-built-a-personal-ledger-with-iphone-shortcuts-and-gemini-4312</guid>
      <description>&lt;p&gt;&lt;strong&gt;What I built: The Ledger Sync System&lt;/strong&gt;&lt;br&gt;
I’ve been building a personal ledger web app to track my finances, but the biggest friction point was manual entry. I wanted a frictionless way to input transactions on the go.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;My solution&lt;/strong&gt;: A custom web app paired with an iPhone Shortcut. Instead of opening a web browser and fumbling with forms, I hit a button on my home screen, type my expense into a prompt, and the Shortcut sends the data directly to my ledger’s backend. Gemini played a crucial role here, acting as my "shortcut consultant" to handle the API calls and JSON formatting required to get the iOS Shortcut talking to my web server.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;What I learned&lt;/strong&gt;&lt;br&gt;
This project forced me to step out of my comfort zone in two ways:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;&lt;p&gt;&lt;strong&gt;iOS Shortcuts Logic&lt;/strong&gt;: I had never built a "pro" Shortcut before. I found that most online tutorials were outdated or didn't account for the latest iOS changes, leaving me stuck on things like dictionary handling and base64 encoding.&lt;/p&gt;&lt;/li&gt;
&lt;li&gt;&lt;p&gt;&lt;strong&gt;AI-Assisted Learning&lt;/strong&gt;: Using Google Gemini felt like having a pair programmer who actually knew the current version of iOS. When I hit a wall with API headers or data passing, Gemini didn't just give me code; it helped me debug the "why" behind the failure.&lt;/p&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;&lt;strong&gt;My Google Gemini Feedback&lt;/strong&gt;&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;&lt;p&gt;&lt;strong&gt;The Good&lt;/strong&gt;: Gemini was incredible at translating my "how do I do X in Shortcuts?" into actual logic flow. It felt like I was talking to a developer who understands the nuances of modern iOS.&lt;/p&gt;&lt;/li&gt;
&lt;li&gt;&lt;p&gt;&lt;strong&gt;The Bad&lt;/strong&gt;: There were moments where the AI suggested actions that didn't exist in the specific version of iOS I was using, likely due to how rapidly Apple changes its Shortcut syntax. I had to learn to double-check its "suggested" actions against my actual shortcut interface.&lt;/p&gt;&lt;/li&gt;
&lt;li&gt;&lt;p&gt;&lt;strong&gt;The Ugly&lt;/strong&gt;: The "mental leap" between knowing what I wanted the Shortcut to do and knowing how to structure the dictionary actions. It took a few back-and-forth prompts to get the JSON structure to talk to my web app properly, but the "aha!" moment when the data finally populated my database was worth it.&lt;/p&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;&lt;strong&gt;Looking Forward&lt;/strong&gt;&lt;br&gt;
Now that I’ve cracked the code on linking Shortcuts to a backend, I’m planning to add voice-to-text functionality. I want to be able to say, "Hey Siri, I just spent 5 dollars on coffee," and have it land in my ledger automatically.&lt;/p&gt;

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      <category>geminireflections</category>
      <category>gemini</category>
      <category>firstpost</category>
      <category>devchallenge</category>
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