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    <title>DEV Community: Michele </title>
    <description>The latest articles on DEV Community by Michele  (@michele-9e58e27dac99451).</description>
    <link>https://dev.to/michele-9e58e27dac99451</link>
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      <title>DEV Community: Michele </title>
      <link>https://dev.to/michele-9e58e27dac99451</link>
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    <item>
      <title># We Built Technology to Save Time. Why Are We Busier Than Ever?</title>
      <dc:creator>Michele </dc:creator>
      <pubDate>Tue, 03 Nov 2026 11:15:50 +0000</pubDate>
      <link>https://dev.to/michele-9e58e27dac99451/-we-built-technology-to-save-time-why-are-we-busier-than-ever-13ob</link>
      <guid>https://dev.to/michele-9e58e27dac99451/-we-built-technology-to-save-time-why-are-we-busier-than-ever-13ob</guid>
      <description>&lt;p&gt;Remember when saving time was the whole point of technology?&lt;/p&gt;

&lt;p&gt;We built faster computers so work could be completed quicker. We created email so communication wouldn't take days. We developed smartphones so we could do almost everything from one device.&lt;/p&gt;

&lt;p&gt;We automated repetitive tasks, introduced AI, created instant messaging, and made information accessible within seconds.&lt;/p&gt;

&lt;p&gt;We have never had more tools to save time.&lt;/p&gt;

&lt;p&gt;Yet, somehow, we have never felt more occupied.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;So where did all that saved time go?&lt;/strong&gt;&lt;/p&gt;

&lt;h2&gt;
  
  
  The productivity paradox
&lt;/h2&gt;

&lt;p&gt;Think about a typical working day.&lt;/p&gt;

&lt;p&gt;You wake up and check your phone.&lt;/p&gt;

&lt;p&gt;There are emails, WhatsApp messages, notifications, calendar reminders, and updates waiting for you.&lt;/p&gt;

&lt;p&gt;Before you've even started your day, your attention has already been divided.&lt;/p&gt;

&lt;p&gt;You open your laptop to complete one task. An email arrives. Then a Teams notification. Then someone sends a message asking for a quick update.&lt;/p&gt;

&lt;p&gt;You switch between applications, respond to messages, attend meetings, and finally return to the task you originally intended to finish.&lt;/p&gt;

&lt;p&gt;Technology made every individual action faster.&lt;/p&gt;

&lt;p&gt;But it also introduced hundreds of new actions.&lt;/p&gt;

&lt;h2&gt;
  
  
  Faster communication created an expectation of instant responses
&lt;/h2&gt;

&lt;p&gt;Email was supposed to make communication easier.&lt;/p&gt;

&lt;p&gt;Messaging apps made it faster.&lt;/p&gt;

&lt;p&gt;Video conferencing removed geographical barriers.&lt;/p&gt;

&lt;p&gt;But somewhere along the way, faster communication became an expectation of immediate availability.&lt;/p&gt;

&lt;p&gt;A message sent at 10:00 AM often comes with an invisible expectation: respond as soon as possible.&lt;/p&gt;

&lt;p&gt;Being online started looking like being productive.&lt;/p&gt;

&lt;p&gt;Being available started looking like being responsible.&lt;/p&gt;

&lt;p&gt;And being busy started looking like being valuable.&lt;/p&gt;

&lt;p&gt;We didn't just make communication faster. We made ourselves permanently reachable.&lt;/p&gt;

&lt;h2&gt;
  
  
  Every saved minute gets filled with something else
&lt;/h2&gt;

&lt;p&gt;Here's an interesting thought.&lt;/p&gt;

&lt;p&gt;Imagine technology saves you two hours every day.&lt;/p&gt;

&lt;p&gt;What would you do with those two hours?&lt;/p&gt;

&lt;p&gt;Spend time with family? Read a book? Learn something new? Take a break?&lt;/p&gt;

&lt;p&gt;But what often happens?&lt;/p&gt;

&lt;p&gt;We fill those two hours with more meetings, more tasks, more emails, more projects, and more expectations.&lt;/p&gt;

&lt;p&gt;The time we saved didn't necessarily become free time.&lt;/p&gt;

&lt;p&gt;It became additional capacity for more work.&lt;/p&gt;

&lt;p&gt;And when we consistently demonstrate that we can do more, the definition of a normal workload quietly changes.&lt;/p&gt;

&lt;h2&gt;
  
  
  AI is making this question even more interesting
&lt;/h2&gt;

&lt;p&gt;Now we have AI tools that can write, summarize, research, generate code, analyze data, and assist with decision-making.&lt;/p&gt;

&lt;p&gt;Tasks that once took hours can sometimes be completed in minutes.&lt;/p&gt;

&lt;p&gt;That's incredible progress.&lt;/p&gt;

&lt;p&gt;But here's the question:&lt;/p&gt;

&lt;p&gt;If AI makes us ten times faster at completing certain tasks, will we work less?&lt;/p&gt;

&lt;p&gt;Or will we simply be expected to produce ten times more?&lt;/p&gt;

&lt;p&gt;Technology can increase productivity, but productivity and quality of life are not the same thing.&lt;/p&gt;

&lt;p&gt;We should be careful not to confuse the two.&lt;/p&gt;

&lt;h2&gt;
  
  
  Maybe the real problem isn't technology
&lt;/h2&gt;

&lt;p&gt;Technology itself isn't the enemy.&lt;/p&gt;

&lt;p&gt;It has made healthcare more accessible, education more flexible, communication easier, and countless everyday activities more convenient.&lt;/p&gt;

&lt;p&gt;The problem might be how we measure success.&lt;/p&gt;

&lt;p&gt;We measure how quickly we respond, how many tasks we complete, how many meetings we attend, and how much work we produce.&lt;/p&gt;

&lt;p&gt;But how often do we measure the time we actually get back?&lt;/p&gt;

&lt;p&gt;How often do we use technology to create space rather than fill it?&lt;/p&gt;

&lt;h2&gt;
  
  
  Perhaps we need a different definition of productivity
&lt;/h2&gt;

&lt;p&gt;Maybe the ultimate achievement of technology shouldn't be helping us do more things in less time.&lt;/p&gt;

&lt;p&gt;Maybe it should be helping us do what matters and leaving us with more time to live.&lt;/p&gt;

&lt;p&gt;Imagine a future where:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;Automation means fewer working hours, not just more output.&lt;/li&gt;
&lt;li&gt;Instant communication doesn't mean instant availability.&lt;/li&gt;
&lt;li&gt;AI gives us more time to think, not more pressure to produce.&lt;/li&gt;
&lt;li&gt;Productivity is measured by meaningful outcomes, not constant activity.&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;That would be progress worth celebrating.&lt;/p&gt;

&lt;h2&gt;
  
  
  One question to leave you with
&lt;/h2&gt;

&lt;p&gt;We spent decades building technology to save time.&lt;/p&gt;

&lt;p&gt;We now have faster devices, smarter software, instant communication, and AI.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;But are we actually getting more time to ourselves?&lt;/strong&gt;&lt;/p&gt;

&lt;p&gt;Or have we just become better at finding new ways to stay busy?&lt;/p&gt;

&lt;p&gt;I'd genuinely like to hear your thoughts.&lt;/p&gt;

&lt;h1&gt;
  
  
  Technology #Productivity #AI #DigitalLife #FutureOfWork
&lt;/h1&gt;

</description>
      <category>ai</category>
      <category>productivity</category>
      <category>tools</category>
    </item>
    <item>
      <title># Your Automation Is Not as Smart as You Think: The Hidden Cost of Blind Automation</title>
      <dc:creator>Michele </dc:creator>
      <pubDate>Tue, 03 Nov 2026 11:08:49 +0000</pubDate>
      <link>https://dev.to/michele-9e58e27dac99451/-your-automation-is-not-as-smart-as-you-think-the-hidden-cost-of-blind-automation-43d4</link>
      <guid>https://dev.to/michele-9e58e27dac99451/-your-automation-is-not-as-smart-as-you-think-the-hidden-cost-of-blind-automation-43d4</guid>
      <description>&lt;p&gt;We love automation.&lt;/p&gt;

&lt;p&gt;We automate deployments, infrastructure provisioning, database maintenance, monitoring, certificate rotation, and almost everything that once required human intervention.&lt;/p&gt;

&lt;p&gt;But here's an uncomfortable question:&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;What if your automation is doing exactly what you told it to do, but what you told it to do is wrong?&lt;/strong&gt;&lt;/p&gt;

&lt;p&gt;That's when automation becomes dangerous.&lt;/p&gt;

&lt;h2&gt;
  
  
  The illusion of successful automation
&lt;/h2&gt;

&lt;p&gt;Imagine this:&lt;/p&gt;

&lt;p&gt;You have an automated production maintenance job.&lt;/p&gt;

&lt;p&gt;It starts successfully.&lt;br&gt;
Every task returns &lt;code&gt;OK&lt;/code&gt;.&lt;br&gt;
The playbook completes.&lt;br&gt;
The Jenkins job turns green.&lt;/p&gt;

&lt;p&gt;Everyone is happy.&lt;/p&gt;

&lt;p&gt;But did the system actually reach the expected state?&lt;/p&gt;

&lt;p&gt;A successful command execution doesn't necessarily mean a successful operation.&lt;/p&gt;

&lt;p&gt;A service restart doesn't guarantee application availability.&lt;/p&gt;

&lt;p&gt;A successful deployment doesn't guarantee application health.&lt;/p&gt;

&lt;p&gt;A completed database maintenance task doesn't guarantee cluster stability.&lt;/p&gt;

&lt;p&gt;Yet, many automation pipelines consider exit code zero as the ultimate definition of success.&lt;/p&gt;

&lt;p&gt;That's the problem.&lt;/p&gt;

&lt;h2&gt;
  
  
  Command execution vs. outcome validation
&lt;/h2&gt;

&lt;p&gt;There are two ways to approach automation.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Approach 1: Command-driven automation&lt;/strong&gt;&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;Execute the command.&lt;/li&gt;
&lt;li&gt;Check the return code.&lt;/li&gt;
&lt;li&gt;Move to the next task.&lt;/li&gt;
&lt;li&gt;Report success.&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;&lt;strong&gt;Approach 2: State-driven automation&lt;/strong&gt;&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;Understand the initial system state.&lt;/li&gt;
&lt;li&gt;Execute the required operation.&lt;/li&gt;
&lt;li&gt;Wait for the system to converge.&lt;/li&gt;
&lt;li&gt;Validate the expected final state.&lt;/li&gt;
&lt;li&gt;Stop if the state is unexpected.&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;The second approach is what production-grade automation should aim for.&lt;/p&gt;

&lt;h2&gt;
  
  
  Build automation that thinks in states
&lt;/h2&gt;

&lt;p&gt;Consider a simple infrastructure maintenance workflow.&lt;/p&gt;

&lt;p&gt;Instead of asking:&lt;/p&gt;

&lt;p&gt;"Did the quiesce command execute successfully?"&lt;/p&gt;

&lt;p&gt;Ask:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;Is the cluster healthy before maintenance?&lt;/li&gt;
&lt;li&gt;Did the target node enter the quiesced state?&lt;/li&gt;
&lt;li&gt;Are proxy transactions behaving as expected?&lt;/li&gt;
&lt;li&gt;Did reclustering complete?&lt;/li&gt;
&lt;li&gt;Is the cluster stable after the operation?&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;Notice the difference?&lt;/p&gt;

&lt;p&gt;We are no longer automating commands. We are automating decisions based on system state.&lt;/p&gt;

&lt;h2&gt;
  
  
  Five questions every automation engineer should ask
&lt;/h2&gt;

&lt;ol&gt;
&lt;li&gt;What happens if the task succeeds but the expected state is not achieved?&lt;/li&gt;
&lt;li&gt;What happens if the automation runs twice?&lt;/li&gt;
&lt;li&gt;What happens if the process fails halfway through?&lt;/li&gt;
&lt;li&gt;Can the automation detect an unexpected system state?&lt;/li&gt;
&lt;li&gt;Can it safely stop without causing further damage?&lt;/li&gt;
&lt;/ol&gt;

&lt;p&gt;If your automation cannot answer these questions, it might be time to rethink its design.&lt;/p&gt;

&lt;h2&gt;
  
  
  The next evolution: Self-validating automation
&lt;/h2&gt;

&lt;p&gt;I believe the future of infrastructure automation isn't about writing more playbooks or reducing the number of manual commands.&lt;/p&gt;

&lt;p&gt;It's about building systems that can:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;Observe infrastructure.&lt;/li&gt;
&lt;li&gt;Understand the current state.&lt;/li&gt;
&lt;li&gt;Make controlled decisions.&lt;/li&gt;
&lt;li&gt;Execute changes.&lt;/li&gt;
&lt;li&gt;Validate outcomes.&lt;/li&gt;
&lt;li&gt;Recover or stop safely.&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;This is where traditional scripting evolves into intelligent operations.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Final thought:&lt;/strong&gt;&lt;/p&gt;

&lt;p&gt;Don't measure automation by how many manual steps it eliminates.&lt;/p&gt;

&lt;p&gt;Measure it by how reliably it protects your systems when things don't go as expected.&lt;/p&gt;

&lt;p&gt;Because in production, a green pipeline is nice.&lt;/p&gt;

&lt;p&gt;A correct and healthy system is what actually matters.&lt;/p&gt;

&lt;h1&gt;
  
  
  DevOps #Automation #SRE #Ansible #Infrastructure
&lt;/h1&gt;

</description>
      <category>automation</category>
      <category>devops</category>
      <category>productivity</category>
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