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    <title>DEV Community: Aekyam</title>
    <description>The latest articles on DEV Community by Aekyam (@aekyam).</description>
    <link>https://dev.to/aekyam</link>
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      <title>DEV Community: Aekyam</title>
      <link>https://dev.to/aekyam</link>
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    <item>
      <title>Your AI Tools Are Working. So Why Isn't Your AI Strategy?</title>
      <dc:creator>Aekyam</dc:creator>
      <pubDate>Fri, 28 Aug 2026 08:12:54 +0000</pubDate>
      <link>https://dev.to/aekyam/your-ai-tools-are-working-so-why-isnt-your-ai-strategy-48ap</link>
      <guid>https://dev.to/aekyam/your-ai-tools-are-working-so-why-isnt-your-ai-strategy-48ap</guid>
      <description>&lt;p&gt;Most organizations have spent the last two years investing in AI.&lt;/p&gt;

&lt;p&gt;A chatbot for customer support. A copilot for productivity. An agent for automation. Another tool for analytics.&lt;/p&gt;

&lt;p&gt;Individually, they work.&lt;/p&gt;

&lt;p&gt;Together? That's where things start to get complicated.&lt;/p&gt;

&lt;p&gt;As AI adoption accelerates, businesses are discovering that the challenge is no longer deploying AI—it's getting AI systems, agents, applications, and data to work together seamlessly.&lt;/p&gt;

&lt;p&gt;That's why orchestration is quickly moving from a "nice-to-have" to a business necessity.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;In our latest blog, we explore:&lt;/strong&gt;&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;Why AI sprawl is becoming a growing challenge for enterprises&lt;/li&gt;
&lt;li&gt;The risks of disconnected AI tools and autonomous agents&lt;/li&gt;
&lt;li&gt;How governance, visibility, and coordination are becoming critical requirements&lt;/li&gt;
&lt;li&gt;Why 2026 is shaping up to be a defining year for AI orchestration&lt;/li&gt;
&lt;li&gt;What organizations need to do now to avoid scaling complexity instead of value&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;The future isn't about adding more AI tools.&lt;/p&gt;

&lt;p&gt;It's about making them work as one intelligent system.&lt;/p&gt;

&lt;p&gt;Read the full blog: &lt;a href="https://aekyam.substack.com/p/why-2026-is-the-year-orchestration?r=73u486&amp;amp;utm_campaign=post&amp;amp;utm_medium=web" rel="noopener noreferrer"&gt;Why 2026 Is the Year Orchestration Becomes Non-Negotiable&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;To know more visit here: &lt;a href="https://aekyam.com/" rel="noopener noreferrer"&gt;https://aekyam.com/&lt;/a&gt;&lt;/p&gt;

</description>
      <category>ai</category>
      <category>webdev</category>
      <category>programming</category>
      <category>productivity</category>
    </item>
    <item>
      <title>Is your company doing it wrong?</title>
      <dc:creator>Aekyam</dc:creator>
      <pubDate>Fri, 24 Jul 2026 06:47:48 +0000</pubDate>
      <link>https://dev.to/aekyam/are-you-doing-it-wrong-3ba0</link>
      <guid>https://dev.to/aekyam/are-you-doing-it-wrong-3ba0</guid>
      <description>&lt;p&gt;Somewhere in your company right now, a spreadsheet macro is diligently copying numbers from Column B to Column F. It's fast. It's flawless. It's also completely blind to the fact that the report it's feeding into stopped mattering three reorgs ago.&lt;/p&gt;

&lt;p&gt;This is the quiet trap of automation: we get so excited about making a task faster that we forget to ask whether the process around it still makes sense.&lt;/p&gt;

&lt;p&gt;Most teams use "task automation" and "workflow automation" interchangeably, but they are not the same thing, and which is what costs teams their time and energy. We break this down in our latest blog. Read &lt;a href="https://aekyam.substack.com/p/workflow-automation-vs-task-automation" rel="noopener noreferrer"&gt;here&lt;/a&gt;.  &lt;/p&gt;

</description>
      <category>ai</category>
      <category>workflowautomation</category>
      <category>taskautomation</category>
    </item>
    <item>
      <title>Your monitoring system is probably missing the most important problems.</title>
      <dc:creator>Aekyam</dc:creator>
      <pubDate>Fri, 29 May 2026 08:36:47 +0000</pubDate>
      <link>https://dev.to/aekyam/your-monitoring-system-is-probably-missing-the-most-important-problems-1c22</link>
      <guid>https://dev.to/aekyam/your-monitoring-system-is-probably-missing-the-most-important-problems-1c22</guid>
      <description>&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%2Ft9vuh27xsy4v17e4uxkr.jpg" 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%2Ft9vuh27xsy4v17e4uxkr.jpg" alt=" " width="800" height="800"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;Your monitoring system might be missing out on the most important problem, and not because it's broken. But because it's looking for the wrong thing.&lt;/p&gt;

&lt;p&gt;Most monitoring tools work like a speed camera. They only catch you, if a fixed limit is crossed. But what if the problem never crosses the limit- but creeps closer to it. Every single day, little by little. &lt;/p&gt;

&lt;p&gt;There is no alert, no warning and definitely no problem.&lt;/p&gt;

&lt;p&gt;Until there is.&lt;/p&gt;

&lt;p&gt;That's exactly how most integration systems fail. &lt;/p&gt;

&lt;p&gt;&lt;strong&gt;However, the fix isn't more dashboards or lower thresholds.&lt;/strong&gt;&lt;/p&gt;

&lt;p&gt;It's monitoring that learns what "normal" looks like for your system and flags when something starts drifting away from it. Before it becomes an incident.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;That's what AI-powered anomaly detection actually does&lt;/strong&gt;. It stops asking "did this metric cross a line?" and starts asking "does this pattern look right?"&lt;/p&gt;

&lt;p&gt;The difference sounds subtle. The operational impact isn't.&lt;/p&gt;

&lt;p&gt;At Aekyam we make this shift seamless. Check out our latest blog on anomaly detection for more information. Read &lt;a href="https://aekyam.substack.com/p/anomaly-detection-at-scale-how-ai" rel="noopener noreferrer"&gt;here&lt;/a&gt;.&lt;/p&gt;

&lt;p&gt;Or if you'd rather talk it through, our team at Aekyam is happy to help you figure out what makes sense for your stack. Get in touch with our team &lt;a href="//www.aekyam.com/contact-us/"&gt;here&lt;/a&gt;.&lt;/p&gt;

</description>
      <category>devops</category>
      <category>ai</category>
      <category>webdev</category>
      <category>observability</category>
    </item>
    <item>
      <title>AI Agents aren't just smarter chatbots. Here's what actually makes them different.</title>
      <dc:creator>Aekyam</dc:creator>
      <pubDate>Fri, 29 May 2026 08:09:15 +0000</pubDate>
      <link>https://dev.to/aekyam/ai-agents-arent-just-smarter-chatbots-heres-what-actually-makes-them-different-4j5i</link>
      <guid>https://dev.to/aekyam/ai-agents-arent-just-smarter-chatbots-heres-what-actually-makes-them-different-4j5i</guid>
      <description>&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%2Fnxlpa4h1xehmohejqunl.jpg" 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%2Fnxlpa4h1xehmohejqunl.jpg" alt=" " width="800" height="800"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;Most people think AI agents are just fancier chatbots. They're not.&lt;br&gt;
A chatbot follows a script. An AI agent follows a goal. That distinction changes everything.&lt;/p&gt;

&lt;p&gt;Here's what's actually happening under the hood when an AI agent runs:&lt;/p&gt;

&lt;ol&gt;
&lt;li&gt;
&lt;strong&gt;It senses&lt;/strong&gt; — pulling data from APIs, sensors, databases, or digital inputs in real time&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;It reasons&lt;/strong&gt; — combining that data with domain knowledge to decide what to do next&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;It acts&lt;/strong&gt; — executing tasks, calling tools, running code, sending alerts&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;It remembers&lt;/strong&gt; — short-term context for the current task, long-term storage for patterns and history&lt;/li&gt;
&lt;/ol&gt;

&lt;p&gt;And then it loops. Continuously. Without waiting to be told.&lt;/p&gt;

&lt;p&gt;We talk more about this in our latest blog. Read &lt;a href="https://aekyam.substack.com/p/ai-agents-explained-a-simple-guide" rel="noopener noreferrer"&gt;here&lt;/a&gt;. &lt;/p&gt;

</description>
      <category>ai</category>
      <category>webdev</category>
      <category>agents</category>
      <category>chatbot</category>
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