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    <title>Forem: neither galax</title>
    <description>The latest articles on Forem by neither galax (@neithergalax).</description>
    <link>https://forem.com/neithergalax</link>
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      <title>Forem: neither galax</title>
      <link>https://forem.com/neithergalax</link>
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    <item>
      <title>AI Is Becoming Ambient: My Biggest Takeaway From Google I/O 2026</title>
      <dc:creator>neither galax</dc:creator>
      <pubDate>Fri, 22 May 2026 00:12:02 +0000</pubDate>
      <link>https://forem.com/neithergalax/ai-is-becoming-ambient-my-biggest-takeaway-from-google-io-2026-3a7h</link>
      <guid>https://forem.com/neithergalax/ai-is-becoming-ambient-my-biggest-takeaway-from-google-io-2026-3a7h</guid>
      <description>&lt;p&gt;&lt;em&gt;This is a submission for the &lt;a href="https://dev.to/challenges/google-io-writing-2026-05-19"&gt;Google I/O Writing Challenge&lt;/a&gt;&lt;/em&gt;&lt;/p&gt;

&lt;p&gt;I spent some time watching the Google I/O 2026 &lt;a href="https://www.youtube.com/watch?v=tfoSeH63yCg" rel="noopener noreferrer"&gt;“What’s New in AI”&lt;/a&gt; session, and one small detail personally stood out to me.&lt;/p&gt;

&lt;p&gt;One of the presenters was &lt;em&gt;&lt;strong&gt;Paige Bailey&lt;/strong&gt;&lt;/em&gt;. Years ago, I used to watch her GenAI workshops on Kaggle while learning AI on my own. Seeing her present at Google I/O felt like a reminder of how quickly this space has evolved.&lt;/p&gt;

&lt;p&gt;But beyond the announcements themselves, I think the biggest message from Google I/O was this:&lt;/p&gt;

&lt;p&gt;AI is no longer being treated as a standalone product.&lt;br&gt;
It’s becoming ambient infrastructure.&lt;/p&gt;

&lt;h2&gt;
  
  
  AI is becoming ambient
&lt;/h2&gt;

&lt;p&gt;What stood out to me most was how deeply AI is now integrated across Google’s ecosystem.&lt;/p&gt;

&lt;p&gt;Search, Workspace, Android, Chrome, YouTube, developer tools — AI is quietly being embedded everywhere.&lt;/p&gt;

&lt;p&gt;Not as a separate chatbot tab, but as an invisible layer sitting behind the products people already use every day.&lt;/p&gt;

&lt;p&gt;AI is becoming ambient.&lt;/p&gt;

&lt;h2&gt;
  
  
  Multimodal AI is becoming the default
&lt;/h2&gt;

&lt;p&gt;Another thing that stood out was how natural multimodal interaction now feels.&lt;/p&gt;

&lt;p&gt;Text, voice, images, video, screen understanding, and real-time context are all starting to blend together into a single experience.&lt;/p&gt;

&lt;p&gt;Instead of switching between different tools, the AI increasingly understands multiple forms of input at once.&lt;/p&gt;

&lt;p&gt;That feels like a major UX shift.&lt;/p&gt;

&lt;h2&gt;
  
  
  The Shift Toward “Agentic” AI
&lt;/h2&gt;

&lt;p&gt;Another word that repeatedly appeared during the presentations was “agentic.”&lt;/p&gt;

&lt;p&gt;The industry is clearly moving away from AI that simply answers questions toward AI that can actually perform tasks, make decisions, and operate across tools.&lt;/p&gt;

&lt;p&gt;That shift feels important.&lt;/p&gt;

&lt;p&gt;The conversation is no longer:&lt;/p&gt;

&lt;blockquote&gt;
&lt;p&gt;“Can AI chat with you?”&lt;/p&gt;
&lt;/blockquote&gt;

&lt;p&gt;Now it’s:&lt;/p&gt;

&lt;blockquote&gt;
&lt;p&gt;“Can AI do things for you?”&lt;/p&gt;
&lt;/blockquote&gt;

&lt;h2&gt;
  
  
  Google Search is long gone
&lt;/h2&gt;

&lt;p&gt;One thing became very obvious during the demos:&lt;/p&gt;

&lt;p&gt;The old version of Google Search is quietly disappearing.&lt;/p&gt;

&lt;p&gt;Typing keywords and manually digging through links is slowly being replaced by AI-generated summaries, conversational search, and agents that help organize information for you.&lt;/p&gt;

&lt;p&gt;Whether that change is good or bad is still open for debate, especially for creators and websites across the internet.&lt;/p&gt;

&lt;p&gt;&lt;em&gt;But the direction feels clear&lt;/em&gt;.&lt;/p&gt;

&lt;h2&gt;
  
  
  Comparing Google with OpenAI and Anthropic
&lt;/h2&gt;

&lt;p&gt;What’s interesting is how differently each company seems to be approaching AI.&lt;/p&gt;

&lt;p&gt;Google still feels strongest in consumer AI momentum and product experience.&lt;/p&gt;

&lt;p&gt;It has built a strong reputation around reasoning quality and safety-focused systems.&lt;/p&gt;

&lt;p&gt;But it may have the biggest advantage in ecosystem integration.&lt;/p&gt;

&lt;p&gt;Google already owns platforms used by billions of people daily:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;Search&lt;/li&gt;
&lt;li&gt;Android&lt;/li&gt;
&lt;li&gt;YouTube&lt;/li&gt;
&lt;li&gt;Chrome&lt;/li&gt;
&lt;li&gt;Workspace&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;That means AI can spread across everyday life extremely fast.&lt;/p&gt;

&lt;p&gt;And after watching Google I/O, it feels like that’s exactly where things are heading.&lt;/p&gt;

</description>
      <category>devchallenge</category>
      <category>googleiochallenge</category>
      <category>ai</category>
      <category>opensource</category>
    </item>
    <item>
      <title>🌱One Commit at a Time -- My Open Source Journey</title>
      <dc:creator>neither galax</dc:creator>
      <pubDate>Tue, 19 May 2026 18:55:21 +0000</pubDate>
      <link>https://forem.com/neithergalax/one-commit-at-a-time-my-open-source-journey-2hdo</link>
      <guid>https://forem.com/neithergalax/one-commit-at-a-time-my-open-source-journey-2hdo</guid>
      <description>&lt;p&gt;For the last two months, I’ve been showing up to open source every single day.&lt;/p&gt;

&lt;p&gt;Not because I’m an expert.&lt;br&gt;
Not because I already know everything.&lt;br&gt;
And definitely not because every contribution is impressive.&lt;/p&gt;

&lt;p&gt;I started this challenge on &lt;strong&gt;April 1st&lt;/strong&gt; with one simple rule:&lt;/p&gt;

&lt;blockquote&gt;
&lt;p&gt;Contribute to open source every day for 1 year&lt;/p&gt;
&lt;/blockquote&gt;

&lt;p&gt;That's it.&lt;/p&gt;

&lt;p&gt;Some days it’s a pull request.&lt;br&gt;
Some days it’s documentation.&lt;br&gt;
Some days it’s reviewing code, helping discussions, fixing typos, testing things, or simply learning a codebase deeply enough to leave a useful comment.&lt;/p&gt;

&lt;p&gt;The goal isn’t perfection.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;The goal is consistency.&lt;/strong&gt;&lt;/p&gt;

&lt;h2&gt;
  
  
  Why I Started This Challenge
&lt;/h2&gt;

&lt;p&gt;I’m a self-taught developer learning AI, engineering, and open source through real-world building and collaboration.&lt;/p&gt;

&lt;p&gt;Over time, I noticed a pattern in how I approached open source and contributing. Even after using GitHub for around five years, I still had what I can only describe as “git anxiety” — hesitation around commits, branches, and contributing in unfamiliar repositories. Not because I didn’t understand the tools, but because I hadn’t built enough repetition for them to feel natural.&lt;/p&gt;

&lt;p&gt;My contribution history also reflected that. For years, it was inconsistent — periods of activity followed by long gaps. That stop-and-go pattern made it harder to build confidence, momentum, or a real sense of progress.&lt;/p&gt;

&lt;p&gt;At the same time, I had a clear long-term goal: &lt;br&gt;
&lt;strong&gt;getting involved in a major open source project.&lt;/strong&gt; &lt;/p&gt;

&lt;p&gt;To get there, I realized I needed more than just technical knowledge. I needed comfort with the workflow itself — Git, collaboration patterns, reviews, and the daily rhythm of real projects.&lt;/p&gt;

&lt;p&gt;I also noticed something more general about how people approach open source, myself included: there’s often a belief that we need to “be ready first” before contributing.&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;"I need to become better first."&lt;/li&gt;
&lt;li&gt;"I need to understand the entire codebase."&lt;/li&gt;
&lt;li&gt;"I need to build something significant before I start."&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;&lt;em&gt;But open source rarely works like that.&lt;/em&gt;&lt;/p&gt;

&lt;p&gt;The people who grow in these spaces are usually the ones who stay present — consistently showing up, even in small ways.&lt;/p&gt;

&lt;p&gt;So instead of waiting for a perfect moment or chasing large contributions immediately, I decided to shift my focus entirely toward building a habit:&lt;/p&gt;

&lt;p&gt;show up daily, contribute publicly, and learn in the open.&lt;/p&gt;

&lt;p&gt;&lt;a href="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fgxln50uokzqmks05g0wi.png" class="article-body-image-wrapper"&gt;&lt;img src="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fgxln50uokzqmks05g0wi.png" alt="I want to paint my contribution graph into all green this year..." width="800" height="160"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;blockquote&gt;
&lt;p&gt;I want to paint my contribution graph into all green this year...&lt;/p&gt;
&lt;/blockquote&gt;

&lt;h2&gt;
  
  
  What Counts as a Contribution?
&lt;/h2&gt;

&lt;p&gt;A contribution doesn’t always mean shipping a major feature.&lt;/p&gt;

&lt;p&gt;For this challenge, I define contribution broadly:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;Writing or improving documentation&lt;/li&gt;
&lt;li&gt;Reviewing pull requests&lt;/li&gt;
&lt;li&gt;Opening issues&lt;/li&gt;
&lt;li&gt;Participating in discussions&lt;/li&gt;
&lt;li&gt;Reproducing bugs&lt;/li&gt;
&lt;li&gt;Improving examples&lt;/li&gt;
&lt;li&gt;Learning and documenting insights publicly&lt;/li&gt;
&lt;li&gt;Working on my own repositories&lt;/li&gt;
&lt;li&gt;Supporting community conversations&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;Even small actions help projects move forward.&lt;/p&gt;

&lt;p&gt;And honestly, smaller contributions are often the best way to start.&lt;/p&gt;

&lt;h2&gt;
  
  
  My Daily System
&lt;/h2&gt;

&lt;p&gt;I keep the process intentionally simple.&lt;/p&gt;

&lt;p&gt;Usually it looks like this:&lt;/p&gt;

&lt;ol&gt;
&lt;li&gt;Open GitHub&lt;/li&gt;
&lt;li&gt;Continue previous work or find one thing to improve&lt;/li&gt;
&lt;li&gt;Spend 30–60 minutes contributing&lt;/li&gt;
&lt;li&gt;Log the progress publicly&lt;/li&gt;
&lt;/ol&gt;

&lt;p&gt;That’s all.&lt;/p&gt;

&lt;p&gt;The simplicity matters because I want this challenge to survive busy days, low-energy days, and difficult weeks.&lt;/p&gt;

&lt;p&gt;Consistency beats intensity.&lt;/p&gt;

&lt;h2&gt;
  
  
  What I’ve Been Doing So Far
&lt;/h2&gt;

&lt;p&gt;Over the past two months, my days have included things like:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;contributing to open source repositories&lt;/li&gt;
&lt;li&gt;improving documentation and learning materials&lt;/li&gt;
&lt;li&gt;exploring AI agent frameworks and tooling&lt;/li&gt;
&lt;li&gt;building my own projects publicly&lt;/li&gt;
&lt;li&gt;learning collaboration workflows through GitHub&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;A lot of the work is small.&lt;br&gt;
Some of it is invisible.&lt;br&gt;
But all of it compounds.&lt;/p&gt;

&lt;p&gt;And that’s the point.&lt;/p&gt;

&lt;h2&gt;
  
  
  The Bigger Goal
&lt;/h2&gt;

&lt;p&gt;This challenge isn’t only about GitHub streaks.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;It’s about becoming the kind of engineer who can contribute meaningfully over the long term.&lt;/strong&gt;&lt;/p&gt;

&lt;p&gt;Right now, I’m still exploring different projects and communities.&lt;br&gt;
Over time, I want to deepen my involvement, contribute more substantially, and eventually become a trusted contributor within projects I care about.&lt;/p&gt;

&lt;p&gt;Not overnight.&lt;br&gt;
One step at a time.&lt;/p&gt;

&lt;h2&gt;
  
  
  What I’ll Share Here
&lt;/h2&gt;

&lt;p&gt;I’ll be documenting this journey regularly on dev.to throughout the year.&lt;/p&gt;

&lt;p&gt;That includes:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;Lessons from open source contributions&lt;/li&gt;
&lt;li&gt;Things I learned while building AI and developer tools&lt;/li&gt;
&lt;li&gt;mistakes and challenges&lt;/li&gt;
&lt;li&gt;contribution workflows&lt;/li&gt;
&lt;li&gt;beginner-friendly insights&lt;/li&gt;
&lt;li&gt;thoughts about consistency, learning, and engineering growth&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;I want this series to be honest and practical — not just highlight reels.&lt;/p&gt;

&lt;h2&gt;
  
  
  If You’ve Been Hesitating to Start
&lt;/h2&gt;

&lt;p&gt;You do not need to be an expert to contribute.&lt;/p&gt;

&lt;p&gt;You only need to begin.&lt;/p&gt;

&lt;p&gt;Open source can feel intimidating at first:&lt;br&gt;
large repositories, unfamiliar workflows, experienced maintainers, complex codebases.&lt;/p&gt;

&lt;p&gt;But contribution is a skill like anything else.&lt;br&gt;
You improve by participating.&lt;/p&gt;

&lt;p&gt;Even one thoughtful comment or documentation fix matters.&lt;/p&gt;

&lt;h2&gt;
  
  
  Join Me
&lt;/h2&gt;

&lt;p&gt;If you’re also learning in public, contributing to open source, or trying to build consistency as a developer, feel free to join me.&lt;/p&gt;

&lt;p&gt;Start small.&lt;br&gt;
Show up consistently.&lt;br&gt;
Document the journey.&lt;/p&gt;

&lt;p&gt;&lt;a href="https://github.com/yuka-with-data/one-commit-a-day" rel="noopener noreferrer"&gt;One commit at a time&lt;/a&gt;. 🚀&lt;/p&gt;

</description>
      <category>beginners</category>
      <category>github</category>
      <category>opensource</category>
      <category>devjournal</category>
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