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    <title>DEV Community: Keira</title>
    <description>The latest articles on DEV Community by Keira (@df_dsfee_938a405e01173b).</description>
    <link>https://dev.to/df_dsfee_938a405e01173b</link>
    <image>
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      <title>DEV Community: Keira</title>
      <link>https://dev.to/df_dsfee_938a405e01173b</link>
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    <language>en</language>
    <item>
      <title>The Fastest Way to Extract UI Assets from PDF: No API, No Sign-up, Just High-Res PNGs</title>
      <dc:creator>Keira</dc:creator>
      <pubDate>Thu, 26 Mar 2026 09:58:23 +0000</pubDate>
      <link>https://dev.to/df_dsfee_938a405e01173b/the-fastest-way-to-extract-ui-assets-from-pdf-no-api-no-sign-up-just-high-res-pngs-hn4</link>
      <guid>https://dev.to/df_dsfee_938a405e01173b/the-fastest-way-to-extract-ui-assets-from-pdf-no-api-no-sign-up-just-high-res-pngs-hn4</guid>
      <description>&lt;h2&gt;
  
  
  &lt;strong&gt;The Developer's PDF Struggle&lt;/strong&gt;
&lt;/h2&gt;

&lt;p&gt;As developers, we often receive design mockups or documentation in PDF format. When you need to extract a specific asset as a high-quality PNG for your UI, most online tools are a nightmare:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;They add annoying watermarks.&lt;/li&gt;
&lt;li&gt;They force you to create an account to download more than one file.&lt;/li&gt;
&lt;li&gt;They compress the image so much that it becomes unusable for CSS implementation.&lt;/li&gt;
&lt;/ul&gt;

&lt;h2&gt;
  
  
  &lt;strong&gt;My Discovery: pdftopng.io&lt;/strong&gt;
&lt;/h2&gt;

&lt;p&gt;I recently added &lt;a href="https://dev.tourl"&gt;pdftopng.io&lt;/a&gt; to my utility belt. It’s a specialized, high-performance tool that does one thing perfectly: converting PDF pages into crisp, high-resolution PNGs.&lt;/p&gt;

&lt;h2&gt;
  
  
  &lt;strong&gt;Why it’s a Dev-Friendly Choice:&lt;/strong&gt;
&lt;/h2&gt;

&lt;p&gt;-** Batch Processing: **You can drop up to 20 PDFs (up to 200MB each) and process them in one go.&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;Privacy-First (No Data Hoarding):&lt;/strong&gt; Files are auto-deleted after 1 hour. This is crucial when handling sensitive project specs.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Zero Registration:&lt;/strong&gt; Just drag, drop, and download. No "Verify your email" friction.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;High-Quality Output:&lt;/strong&gt; It uses a professional rendering engine that ensures text and vector elements stay sharp after conversion.&lt;/li&gt;
&lt;/ul&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%2Fmcwarbsrhdmji9o5la69.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%2Fmcwarbsrhdmji9o5la69.png" alt=" " width="800" height="393"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;h2&gt;
  
  
  &lt;strong&gt;Quick Tip for Frontend Work:&lt;/strong&gt;
&lt;/h2&gt;

&lt;p&gt;If you're converting a PDF mockup to use as a background image, the PNGs generated by this tool maintain excellent transparency and color accuracy, making your "PDF-to-Code" workflow much smoother.&lt;/p&gt;

&lt;p&gt;Check it out: &lt;a href="https://pdftopng.io" rel="noopener noreferrer"&gt;pdftopng&lt;/a&gt;&lt;/p&gt;

</description>
      <category>webdev</category>
      <category>design</category>
      <category>productivity</category>
      <category>tools</category>
    </item>
    <item>
      <title>Stop Paying for AI Seats: How to Run a Free, Private AI Intern Locally</title>
      <dc:creator>Keira</dc:creator>
      <pubDate>Mon, 09 Feb 2026 02:02:32 +0000</pubDate>
      <link>https://dev.to/df_dsfee_938a405e01173b/stop-paying-for-ai-seats-how-to-run-a-free-private-ai-intern-locally-nll</link>
      <guid>https://dev.to/df_dsfee_938a405e01173b/stop-paying-for-ai-seats-how-to-run-a-free-private-ai-intern-locally-nll</guid>
      <description>&lt;ul&gt;
&lt;li&gt;&lt;p&gt;&lt;strong&gt;Cost Efficiency in 2026:&lt;/strong&gt; Why pay for enterprise AI subscriptions when you can host a high-performance agent locally?&lt;/p&gt;&lt;/li&gt;
&lt;li&gt;&lt;p&gt;&lt;strong&gt;Introducing OpenClaw:&lt;/strong&gt; This tool provides a 24/7 Personal AI Intern experience without the recurring costs or privacy leaks.&lt;/p&gt;&lt;/li&gt;
&lt;li&gt;&lt;p&gt;&lt;strong&gt;Developer Experience:&lt;/strong&gt; The platform is designed for those who value the "Quick Install" lifestyle, featuring a sleek UI and robust CLI support.&lt;/p&gt;&lt;/li&gt;
&lt;li&gt;&lt;p&gt;&lt;strong&gt;Get Started:&lt;/strong&gt; Access the source and documentation at &lt;a href="https://dev.tourl"&gt;openclaw-ai.net&lt;/a&gt;.&lt;/p&gt;&lt;/li&gt;
&lt;/ul&gt;

</description>
      <category>ai</category>
      <category>opensource</category>
      <category>webdev</category>
      <category>python</category>
    </item>
    <item>
      <title>How to Convert PDF to PNG in the Browser (without a heavy backend)</title>
      <dc:creator>Keira</dc:creator>
      <pubDate>Fri, 06 Feb 2026 02:05:03 +0000</pubDate>
      <link>https://dev.to/df_dsfee_938a405e01173b/how-to-convert-pdf-to-png-in-the-browser-without-a-heavy-backend-1g4h</link>
      <guid>https://dev.to/df_dsfee_938a405e01173b/how-to-convert-pdf-to-png-in-the-browser-without-a-heavy-backend-1g4h</guid>
      <description>&lt;p&gt;The Challenge 🚧&lt;br&gt;
We've all been there: you need to convert a PDF page to an image. Most solutions involve a heavy Python backend with pdf2image or complex cloud functions. But what if you want to do it entirely on the client side to save server costs and protect user privacy?&lt;/p&gt;

&lt;p&gt;The Solution: PDF.js + Canvas 💡&lt;br&gt;
While building my latest project, PDF to PNG Converter, I spent a lot of time optimizing the client-side rendering. Here’s a simplified version of the logic you can use in your own projects:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight plaintext"&gt;&lt;code&gt;// A quick snippet to render PDF page to Canvas
async function renderPage(pdfData) {
  const loadingTask = pdfjsLib.getDocument({data: pdfData});
  const pdf = await loadingTask.promise;
  const page = await pdf.getPage(1); // Get the first page

  const viewport = page.getViewport({ scale: 2.0 }); // High resolution
  const canvas = document.createElement('canvas');
  const context = canvas.getContext('2d');

  canvas.height = viewport.height;
  canvas.width = viewport.width;

  await page.render({ canvasContext: context, viewport: viewport }).promise;
  return canvas.toDataURL('image/png');
}
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;What I Learned Building the Tool 🛠️&lt;br&gt;
In the process of launching pdftopng.io, I had to solve a few tricky problems:&lt;/p&gt;

&lt;p&gt;Memory Leaks: Large PDFs can crash the browser if you don't clean up the URL.createObjectURL or worker threads.&lt;/p&gt;

&lt;p&gt;DPI Scaling: To get a crisp PNG, you need to scale the viewport (I found 2.0x is the sweet spot for quality vs. performance).&lt;/p&gt;

&lt;p&gt;Batch Processing: Handling 50+ pages without freezing the UI thread requires using Web Workers.&lt;/p&gt;

&lt;p&gt;Try the Demo 🚀&lt;br&gt;
I’ve wrapped all these optimizations into a clean, ad-free tool: 👉 pdftopng.io - High-Speed PDF to PNG&lt;/p&gt;

&lt;p&gt;It's completely free and processes everything locally in your browser for maximum privacy.&lt;/p&gt;

&lt;p&gt;Question for the community: Do you still prefer server-side PDF processing for security, or are you moving towards client-side WebAssembly/JS solutions?&lt;/p&gt;

</description>
      <category>javascript</category>
      <category>webdev</category>
      <category>showdev</category>
      <category>tutorial</category>
    </item>
    <item>
      <title>Small Workflow Hacks Developers Use When Testing Autonomous Agents</title>
      <dc:creator>Keira</dc:creator>
      <pubDate>Mon, 02 Feb 2026 06:50:08 +0000</pubDate>
      <link>https://dev.to/df_dsfee_938a405e01173b/small-workflow-hacks-developers-use-when-testing-autonomous-agents-2b1e</link>
      <guid>https://dev.to/df_dsfee_938a405e01173b/small-workflow-hacks-developers-use-when-testing-autonomous-agents-2b1e</guid>
      <description>&lt;p&gt;Testing autonomous agents is different from testing traditional software. You’re not just verifying outputs—you’re observing behavior over time.&lt;/p&gt;

&lt;p&gt;One small hack that helped me early on was simplifying everything around the agent. The more variables you remove, the easier it is to understand what’s actually going wrong.&lt;/p&gt;

&lt;p&gt;That includes data formats.&lt;/p&gt;

&lt;p&gt;When testing, I avoid feeding agents “real” files unless necessary. I convert everything into a minimal, consistent representation first. This reduces noise and makes failures easier to attribute to logic instead of input quirks.&lt;/p&gt;

&lt;p&gt;Another habit I picked up is keeping preprocessing steps separate from the agent itself. If a test fails, I want to know whether the issue came from reasoning or from data preparation.&lt;/p&gt;

&lt;p&gt;I’ve noticed more developers sharing similar habits as agent systems mature. Some of these workflow discussions show up in broader AI agent communities like the ones documented at &lt;a href="https://moltbook-ai.com/" rel="noopener noreferrer"&gt;https://moltbook-ai.com/&lt;/a&gt;&lt;br&gt;
.&lt;/p&gt;

&lt;p&gt;These hacks aren’t groundbreaking, but they make iterative testing far less painful.&lt;/p&gt;

</description>
      <category>ai</category>
      <category>developers</category>
      <category>automation</category>
    </item>
    <item>
      <title>Handling File Specs During a Side Project</title>
      <dc:creator>Keira</dc:creator>
      <pubDate>Mon, 02 Feb 2026 02:40:12 +0000</pubDate>
      <link>https://dev.to/df_dsfee_938a405e01173b/handling-file-specs-during-a-side-project-5fmo</link>
      <guid>https://dev.to/df_dsfee_938a405e01173b/handling-file-specs-during-a-side-project-5fmo</guid>
      <description>&lt;p&gt;While working on a small side project, I had to align some image-related specs with a third-party document.&lt;/p&gt;

&lt;p&gt;The specs listed dimensions in millimeters. My internal notes were already in centimeters. The mismatch wasn’t a bug — just friction.&lt;/p&gt;

&lt;p&gt;This wasn’t something I wanted to automate or normalize globally. I just needed to confirm a few values so I could move on with the task.&lt;/p&gt;

&lt;p&gt;I handled it outside the project by doing a quick conversion in the browser, using a page like &lt;a href="https://mmtocm.net" rel="noopener noreferrer"&gt;https://mmtocm.net&lt;/a&gt;&lt;br&gt;
, then closed the tab and continued.&lt;/p&gt;

&lt;p&gt;It never became part of the project history, which felt appropriate for such a one-off problem.&lt;/p&gt;

</description>
      <category>workflow</category>
      <category>webdev</category>
      <category>engineering</category>
    </item>
    <item>
      <title>Why I Always Verify Metric Conversions in Documents</title>
      <dc:creator>Keira</dc:creator>
      <pubDate>Fri, 30 Jan 2026 08:54:49 +0000</pubDate>
      <link>https://dev.to/df_dsfee_938a405e01173b/why-i-always-verify-metric-conversions-in-documents-48b</link>
      <guid>https://dev.to/df_dsfee_938a405e01173b/why-i-always-verify-metric-conversions-in-documents-48b</guid>
      <description>&lt;p&gt;When reviewing or editing documents, unit consistency is one of the easiest things to overlook. A value written in millimeters might be correct, but if the rest of the document uses centimeters, confusion can happen.&lt;/p&gt;

&lt;p&gt;The math is straightforward, but I still make it a habit to verify conversions, especially when decimals are involved.&lt;/p&gt;

&lt;p&gt;For quick confirmation, I sometimes check values using a lightweight converter like&lt;br&gt;
&lt;a href="https://mmtocm.net" rel="noopener noreferrer"&gt;https://mmtocm.net&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;before finalizing the text.&lt;/p&gt;

&lt;p&gt;This small step helps reduce errors that are easy to miss during reviews.&lt;/p&gt;

</description>
      <category>workflow</category>
      <category>productivity</category>
      <category>learning</category>
      <category>writing</category>
    </item>
    <item>
      <title>Choosing the Simplest Tool That Solves the Problem</title>
      <dc:creator>Keira</dc:creator>
      <pubDate>Wed, 28 Jan 2026 07:58:43 +0000</pubDate>
      <link>https://dev.to/df_dsfee_938a405e01173b/choosing-the-simplest-tool-that-solves-the-problem-1lg8</link>
      <guid>https://dev.to/df_dsfee_938a405e01173b/choosing-the-simplest-tool-that-solves-the-problem-1lg8</guid>
      <description>&lt;p&gt;One habit I’ve tried to build as a developer is asking:&lt;/p&gt;

&lt;p&gt;“What’s the simplest thing that solves this?”&lt;/p&gt;

&lt;p&gt;If the task is:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;converting values&lt;/li&gt;
&lt;li&gt;checking formats&lt;/li&gt;
&lt;li&gt;validating assumptions&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;Then the simplest thing is often not a framework, plugin, or package.&lt;/p&gt;

&lt;p&gt;In those moments, a static utility page or reference is enough.&lt;br&gt;
I’ve found that keeping a few lightweight pages bookmarked saves time, especially when switching contexts frequently.&lt;/p&gt;

&lt;p&gt;For example, for quick unit conversion checks, I sometimes refer to&lt;br&gt;
&lt;a href="https://mmtocm.net" rel="noopener noreferrer"&gt;https://mmtocm.net&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;before continuing with implementation.&lt;/p&gt;

&lt;p&gt;It’s not about minimalism for its own sake — just efficiency.&lt;/p&gt;

</description>
      <category>engineering</category>
      <category>productivity</category>
    </item>
    <item>
      <title>Small tools that quietly keep workflows moving</title>
      <dc:creator>Keira</dc:creator>
      <pubDate>Tue, 27 Jan 2026 09:44:40 +0000</pubDate>
      <link>https://dev.to/df_dsfee_938a405e01173b/small-tools-that-quietly-keep-workflows-moving-2lie</link>
      <guid>https://dev.to/df_dsfee_938a405e01173b/small-tools-that-quietly-keep-workflows-moving-2lie</guid>
      <description>&lt;p&gt;Most productivity discussions focus on big tools: frameworks, editors, CI pipelines.&lt;/p&gt;

&lt;p&gt;But what actually slows me down are the tiny gaps between tasks.&lt;/p&gt;

&lt;p&gt;Opening a file that’s in the wrong format. Needing a quick conversion before sharing something. These are moments where momentum disappears.&lt;/p&gt;

&lt;p&gt;Over time, I stopped trying to solve these problems “properly”. I don’t want another app or dependency for something I’ll forget about five minutes later.&lt;/p&gt;

&lt;p&gt;If I just need to handle a quick conversion while working, I’ll open a simple web utility like &lt;a href="https://fastconvert.ai/" rel="noopener noreferrer"&gt;https://fastconvert.ai/&lt;/a&gt;&lt;br&gt;
, get the file into the right shape, and close the tab.&lt;/p&gt;

&lt;p&gt;No learning curve, no commitment. Just clearing the path so the real work can continue.&lt;/p&gt;

</description>
      <category>devlife</category>
      <category>tools</category>
      <category>workflow</category>
    </item>
    <item>
      <title>Handling Temporary Data Outside the Codebase</title>
      <dc:creator>Keira</dc:creator>
      <pubDate>Sat, 24 Jan 2026 06:37:29 +0000</pubDate>
      <link>https://dev.to/df_dsfee_938a405e01173b/handling-temporary-data-outside-the-codebase-a5b</link>
      <guid>https://dev.to/df_dsfee_938a405e01173b/handling-temporary-data-outside-the-codebase-a5b</guid>
      <description>&lt;p&gt;Not all data involved in development belongs in the codebase.&lt;/p&gt;

&lt;p&gt;Some data is purely contextual:&lt;/p&gt;

&lt;p&gt;debug output&lt;/p&gt;

&lt;p&gt;partial transformations&lt;/p&gt;

&lt;p&gt;one-off examples&lt;/p&gt;

&lt;p&gt;Checking this into version control creates more noise than value.&lt;/p&gt;

&lt;p&gt;When I need to move this kind of data across tools, I treat it as disposable by default.&lt;/p&gt;

&lt;p&gt;That means no scripts, no automation, no permanence.&lt;/p&gt;

&lt;p&gt;In one instance, encoding the content was enough to make it transferable.&lt;br&gt;
I used a small encoder (mmtocm.net), shared the result, and discarded the process entirely.&lt;/p&gt;

&lt;p&gt;The goal wasn’t elegance.&lt;br&gt;
It was containment.&lt;/p&gt;

&lt;p&gt;Keeping temporary work out of the system keeps the system easier to reason about.&lt;/p&gt;

</description>
      <category>developers</category>
      <category>engineering</category>
      <category>dataprocessing</category>
    </item>
    <item>
      <title>he Cost of Over-Solving Small Problems</title>
      <dc:creator>Keira</dc:creator>
      <pubDate>Fri, 23 Jan 2026 07:29:52 +0000</pubDate>
      <link>https://dev.to/df_dsfee_938a405e01173b/he-cost-of-over-solving-small-problems-3137</link>
      <guid>https://dev.to/df_dsfee_938a405e01173b/he-cost-of-over-solving-small-problems-3137</guid>
      <description>&lt;h2&gt;
  
  
  &lt;strong&gt;Overhead Is Still Cost&lt;/strong&gt;
&lt;/h2&gt;

&lt;p&gt;It’s easy to justify building something “clean”:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;a script&lt;/li&gt;
&lt;li&gt;a service&lt;/li&gt;
&lt;li&gt;a reusable tool&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;But clean solutions still have overhead:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;maintenance&lt;/li&gt;
&lt;li&gt;explanation&lt;/li&gt;
&lt;li&gt;future expectations&lt;/li&gt;
&lt;/ul&gt;

&lt;h2&gt;
  
  
  &lt;strong&gt;The Five-Minute Problem&lt;/strong&gt;
&lt;/h2&gt;

&lt;p&gt;I often deal with problems that take longer to explain than to solve.&lt;/p&gt;

&lt;p&gt;In those cases, building anything durable is a mistake.&lt;/p&gt;

&lt;h2&gt;
  
  
  &lt;strong&gt;Choosing the Shortest Path&lt;/strong&gt;
&lt;/h2&gt;

&lt;p&gt;My default approach:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;do the smallest transformation possible&lt;/li&gt;
&lt;li&gt;avoid introducing new concepts&lt;/li&gt;
&lt;li&gt;leave no trace&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;This keeps the mental load low — for me and for everyone else involved.&lt;/p&gt;

&lt;h2&gt;
  
  
  &lt;strong&gt;Simplicity Is Contextual&lt;/strong&gt;
&lt;/h2&gt;

&lt;p&gt;What looks hacky in isolation often makes perfect sense in context.&lt;/p&gt;

&lt;p&gt;Engineering judgment isn’t just about correctness.&lt;br&gt;
It’s about proportionality.&lt;/p&gt;

</description>
      <category>developers</category>
      <category>productivity</category>
      <category>engineering</category>
      <category>career</category>
    </item>
    <item>
      <title>Small Checks That Help Me Avoid Bigger Mistakes</title>
      <dc:creator>Keira</dc:creator>
      <pubDate>Thu, 22 Jan 2026 07:53:02 +0000</pubDate>
      <link>https://dev.to/df_dsfee_938a405e01173b/small-checks-that-help-me-avoid-bigger-mistakes-1o86</link>
      <guid>https://dev.to/df_dsfee_938a405e01173b/small-checks-that-help-me-avoid-bigger-mistakes-1o86</guid>
      <description>&lt;p&gt;Most of the issues I run into at work aren’t caused by complex logic or broken systems.&lt;/p&gt;

&lt;p&gt;They usually come from small things I didn’t pay enough attention to early on — a value that looked correct at a glance, a unit I assumed was consistent, or a detail I planned to “double-check later” and never did.&lt;/p&gt;

&lt;p&gt;Over time, I’ve noticed that a lot of mistakes share the same pattern. They don’t happen because something is hard, but because it’s easy enough to rush through. When tasks feel trivial, that’s when I’m most likely to skip a step.&lt;/p&gt;

&lt;p&gt;Now, I try to slow down just enough during those moments.&lt;/p&gt;

&lt;p&gt;If I’m reviewing data, I pause before moving on. If I’m reading documentation, I make sure I understand the context before trusting the numbers. These checks rarely take more than a few seconds, but they often prevent much larger fixes later.&lt;/p&gt;

&lt;p&gt;It’s not about being overly cautious or turning everything into a process. It’s more about recognizing which parts of the workflow are prone to silent errors and giving them a bit more attention.&lt;/p&gt;

&lt;p&gt;Paying attention to these small checks has quietly improved my work, even though nothing about my tools or responsibilities has changed.&lt;/p&gt;

</description>
      <category>development</category>
      <category>workflow</category>
      <category>engineering</category>
      <category>devlife</category>
    </item>
    <item>
      <title>Handling small data conversions without breaking flow</title>
      <dc:creator>Keira</dc:creator>
      <pubDate>Tue, 20 Jan 2026 06:04:57 +0000</pubDate>
      <link>https://dev.to/df_dsfee_938a405e01173b/handling-small-data-conversions-without-breaking-flow-4e9d</link>
      <guid>https://dev.to/df_dsfee_938a405e01173b/handling-small-data-conversions-without-breaking-flow-4e9d</guid>
      <description>&lt;p&gt;In daily development work, I often deal with small data conversions that aren’t part of the core task.&lt;br&gt;
They’re not complex, but they interrupt focus if handled poorly.&lt;/p&gt;

&lt;p&gt;My goal is to resolve them quickly and get back to the main work. I usually do the conversion once, confirm the result, and move on without revisiting it.&lt;/p&gt;

&lt;p&gt;When I need something fast and disposable, I sometimes use a page like &lt;a href="https://fastconvert.ai" rel="noopener noreferrer"&gt;https://fastconvert.ai&lt;/a&gt;&lt;br&gt;
 to handle that step. It’s just a temporary stop before continuing the actual task.&lt;/p&gt;

</description>
      <category>workflow</category>
      <category>productivity</category>
      <category>developers</category>
    </item>
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