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    <title>Forem: Taka</title>
    <description>The latest articles on Forem by Taka (@taka1559).</description>
    <link>https://forem.com/taka1559</link>
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      <title>Forem: Taka</title>
      <link>https://forem.com/taka1559</link>
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    <item>
      <title>Building an App That Auto-Generates a Portfolio from 3-Line Learning Logs</title>
      <dc:creator>Taka</dc:creator>
      <pubDate>Mon, 05 Jan 2026 11:00:00 +0000</pubDate>
      <link>https://forem.com/taka1559/building-an-app-that-auto-generates-a-portfolio-from-3-line-learning-logs-gj7</link>
      <guid>https://forem.com/taka1559/building-an-app-that-auto-generates-a-portfolio-from-3-line-learning-logs-gj7</guid>
      <description>&lt;h1&gt;
  
  
  Introduction
&lt;/h1&gt;

&lt;p&gt;While studying C++ and OSS in my spare time outside of work, I've always had one challenge:&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;"I want to record what I learn, but I don't have time to write detailed notes."&lt;/strong&gt;&lt;/p&gt;

&lt;p&gt;Reading a tech book, trying a new framework, solving an error—at the moment, I think "I should remember this," but I end up not taking notes and forgetting it.&lt;/p&gt;

&lt;p&gt;Have you ever encountered the same problem twice because you didn't write it down?&lt;/p&gt;

&lt;p&gt;Also, when preparing for job interviews, it takes forever to summarize what you've learned...&lt;/p&gt;

&lt;p&gt;I'm building an app to solve this problem.&lt;/p&gt;

&lt;h1&gt;
  
  
  What I'm Building
&lt;/h1&gt;

&lt;p&gt;&lt;strong&gt;LearnLog&lt;/strong&gt; - An app that turns 3 lines into career assets&lt;/p&gt;

&lt;h2&gt;
  
  
  Feature 1: Auto-Generate Notes from 3 Lines
&lt;/h2&gt;

&lt;p&gt;Just write 1-3 lines about your daily learning.&lt;br&gt;
AI understands the context and auto-generates structured, detailed notes.&lt;/p&gt;

&lt;p&gt;For example, this input:&lt;/p&gt;

&lt;blockquote&gt;
&lt;p&gt;ggml_compute_forward in llama.cpp dispatches tensor operations&lt;/p&gt;
&lt;/blockquote&gt;

&lt;p&gt;Gets transformed into detailed notes with overview, technical details, and tags.&lt;/p&gt;

&lt;h2&gt;
  
  
  Feature 2: Auto-Generate Portfolio
&lt;/h2&gt;

&lt;p&gt;Upload your accumulated notes, and a portfolio with a skill map is automatically generated.&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;Profile summary&lt;/li&gt;
&lt;li&gt;Technical skills list&lt;/li&gt;
&lt;li&gt;Learning statistics&lt;/li&gt;
&lt;li&gt;Skill map (visualization)&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;Perfect for job hunting or updating your LinkedIn profile.&lt;/p&gt;

&lt;h2&gt;
  
  
  Key Feature: Privacy-First
&lt;/h2&gt;

&lt;p&gt;Generated notes are downloaded as Markdown files.&lt;br&gt;
You can store them locally or on GitHub—your choice.&lt;/p&gt;

&lt;p&gt;We don't store your content on our servers.&lt;br&gt;
(AI processing uses Anthropic's Claude API. Please avoid inputting highly confidential information.)&lt;/p&gt;

&lt;h1&gt;
  
  
  Why I'm Building This
&lt;/h1&gt;

&lt;p&gt;Because I wanted it myself.&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;I want to record daily learning → But no time to write in detail. I struggle with how to write.&lt;/li&gt;
&lt;li&gt;I want to create a portfolio → But it's too tedious and never gets updated.&lt;/li&gt;
&lt;li&gt;I want to visualize my growth → But organizing it manually is exhausting.&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;Don't you think "just 3 lines" is something you can stick with?&lt;br&gt;
If those accumulated notes become a portfolio, that's motivation to keep going.&lt;/p&gt;

&lt;h1&gt;
  
  
  Demo
&lt;/h1&gt;

&lt;p&gt;I built a demo using Vercel's v0 👇&lt;/p&gt;

&lt;p&gt;&lt;a href="https://v0-learn-log-mu.vercel.app/" rel="noopener noreferrer"&gt;https://v0-learn-log-mu.vercel.app/&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;&lt;del&gt;&lt;em&gt;Note: This is currently a mock version. AI doesn't actually run—sample output is displayed.&lt;/em&gt;&lt;/del&gt;&lt;br&gt;
Jan 7th: I've implemented Claude API call function, so you can try note and portfolio auto generation.&lt;/p&gt;

&lt;h1&gt;
  
  
  Looking for Feedback
&lt;/h1&gt;

&lt;p&gt;I'm currently deciding whether to build this into a full product.&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;What features would make you want to use this?&lt;/li&gt;
&lt;li&gt;What looks hard to use?&lt;/li&gt;
&lt;li&gt;How would you use it?&lt;/li&gt;
&lt;li&gt;Honestly don't need it? (Please tell me why!)&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;All feedback is welcome!&lt;br&gt;
Leave a comment or reach out on X (&lt;a href="https://x.com/takahiro15591" rel="noopener noreferrer"&gt;@takahiro15591&lt;/a&gt;).&lt;/p&gt;

&lt;p&gt;If you're interested, please sign up for early access 🙏&lt;br&gt;
&lt;a href="https://tally.so/r/yP2qX0" rel="noopener noreferrer"&gt;https://tally.so/r/yP2qX0&lt;/a&gt;&lt;/p&gt;

&lt;h1&gt;
  
  
  Tech Stack (Planned)
&lt;/h1&gt;

&lt;ul&gt;
&lt;li&gt;Next.js 16&lt;/li&gt;
&lt;li&gt;Tailwind CSS + shadcn/ui&lt;/li&gt;
&lt;li&gt;Vercel&lt;/li&gt;
&lt;li&gt;Claude API (for production)&lt;/li&gt;
&lt;/ul&gt;

&lt;h1&gt;
  
  
  Closing
&lt;/h1&gt;

&lt;p&gt;I'm developing this with the theme of "turning learning into assets."&lt;/p&gt;

&lt;p&gt;I'd really appreciate your feedback.&lt;br&gt;
Thanks for reading!&lt;/p&gt;

</description>
      <category>webdev</category>
      <category>ai</category>
      <category>sideprojects</category>
      <category>portfolio</category>
    </item>
    <item>
      <title>Hello World: An Embedded Engineer's Journey into Modern C++ and OSS</title>
      <dc:creator>Taka</dc:creator>
      <pubDate>Sat, 13 Dec 2025 07:33:34 +0000</pubDate>
      <link>https://forem.com/taka1559/hello-world-an-embedded-engineers-journey-into-modern-c-and-oss-152i</link>
      <guid>https://forem.com/taka1559/hello-world-an-embedded-engineers-journey-into-modern-c-and-oss-152i</guid>
      <description>&lt;h1&gt;
  
  
  Introduction
&lt;/h1&gt;

&lt;p&gt;Hello, I'm Taka, a senior embedded software engineer in the automotive industry with 12 years of experience.&lt;/p&gt;

&lt;p&gt;My main programming languages are C/C++ and Python. My tech stack includes RTOS, Linux, and bare-metal development on MCUs and SoCs.&lt;/p&gt;

&lt;h1&gt;
  
  
  What This Blog Is About
&lt;/h1&gt;

&lt;p&gt;I'll be writing about my C++ learning journey and my first steps into OSS development.&lt;/p&gt;

&lt;h1&gt;
  
  
  My Learning Goals
&lt;/h1&gt;

&lt;ul&gt;
&lt;li&gt;Master modern C++ (C++17/20) features and best practices&lt;/li&gt;
&lt;li&gt;Build my own OSS tool: "ossa" - a CLI-based code analyzer with LLM and etc.&lt;/li&gt;
&lt;li&gt;Contribute to open source C++ projects&lt;/li&gt;
&lt;li&gt;Improve my technical English writing&lt;/li&gt;
&lt;/ul&gt;

&lt;h1&gt;
  
  
  What to Expect
&lt;/h1&gt;

&lt;ul&gt;
&lt;li&gt;Modern C++ tips and discoveries&lt;/li&gt;
&lt;li&gt;Progress updates on my OSS project&lt;/li&gt;
&lt;li&gt;Lessons learned from open source contributions&lt;/li&gt;
&lt;li&gt;Embedded development insights&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;I plan to post once or twice a month.&lt;/p&gt;

&lt;h1&gt;
  
  
  Why I Started This Blog
&lt;/h1&gt;

&lt;p&gt;I want to improve both my C++ skills and my English writing. I'd also like to connect with developers who share similar interests. Any feedback or advice is welcome!&lt;/p&gt;

&lt;h1&gt;
  
  
  Find Me
&lt;/h1&gt;

&lt;ul&gt;
&lt;li&gt;GitHub: &lt;a href="https://github.com/takahiro1559" rel="noopener noreferrer"&gt;takahiro1559&lt;/a&gt;
&lt;/li&gt;
&lt;/ul&gt;

&lt;h1&gt;
  
  
  Closing
&lt;/h1&gt;

&lt;p&gt;Thank you for reading my first post. I'll do my best!&lt;/p&gt;

</description>
      <category>learning</category>
      <category>devjournal</category>
      <category>cpp</category>
      <category>opensource</category>
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