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    <title>DEV Community: SK MOTALIB</title>
    <description>The latest articles on DEV Community by SK MOTALIB (@md_soyall_f6056e9c9dac4e4).</description>
    <link>https://dev.to/md_soyall_f6056e9c9dac4e4</link>
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      <title>DEV Community: SK MOTALIB</title>
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      <title>his is a submission for the [GitHub Finish-Up-A-Thon Challenge] BY SK MOTALIB</title>
      <dc:creator>SK MOTALIB</dc:creator>
      <pubDate>Sat, 30 May 2026 12:15:26 +0000</pubDate>
      <link>https://dev.to/md_soyall_f6056e9c9dac4e4/his-is-a-submission-for-the-github-finish-up-a-thon-challenge-by-sk-motalib-4no</link>
      <guid>https://dev.to/md_soyall_f6056e9c9dac4e4/his-is-a-submission-for-the-github-finish-up-a-thon-challenge-by-sk-motalib-4no</guid>
      <description>&lt;p&gt;&lt;em&gt;This is a submission for the &lt;a href="https://dev.to/challenges/github-2026-05-21"&gt;GitHub Finish-Up-A-Thon Challenge&lt;/a&gt;&lt;/em&gt;&lt;/p&gt;

&lt;h2&gt;
  
  
  What I Built
&lt;/h2&gt;

&lt;h2&gt;
  
  
  Demo
&lt;/h2&gt;

&lt;h2&gt;
  
  
  The Comeback Story
&lt;/h2&gt;

&lt;h2&gt;
  
  
  My Experience with GitHub Copilot
&lt;/h2&gt;

</description>
      <category>devchallenge</category>
      <category>githubchallenge</category>
    </item>
    <item>
      <title>Businesses lack a system that continuously tracks and remembers competitor activities across multiple platforms.</title>
      <dc:creator>SK MOTALIB</dc:creator>
      <pubDate>Sat, 11 Apr 2026 16:00:49 +0000</pubDate>
      <link>https://dev.to/md_soyall_f6056e9c9dac4e4/businesses-lack-a-system-that-continuously-tracks-and-remembers-competitor-activities-across-4h62</link>
      <guid>https://dev.to/md_soyall_f6056e9c9dac4e4/businesses-lack-a-system-that-continuously-tracks-and-remembers-competitor-activities-across-4h62</guid>
      <description>&lt;p&gt;*&lt;em&gt;### Problem&lt;br&gt;
*&lt;/em&gt;&lt;br&gt;
Businesses lack a system that continuously tracks and remembers competitor activities across multiple platforms.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;### Solution&lt;/strong&gt;&lt;/p&gt;

&lt;p&gt;Our AI agent collects, analyzes, and acts on competitor data automatically, reducing manual effort.&lt;br&gt;
**&lt;/p&gt;
&lt;h3&gt;
  
  
  How Memory Works**
&lt;/h3&gt;

&lt;p&gt;Memory is handled using:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;Vector storage for similarity search&lt;/li&gt;
&lt;li&gt;Structured storage for key events
This enables contextual understanding and long-term tracking.&lt;/li&gt;
&lt;/ul&gt;
&lt;h3&gt;
  
  
  Code Snippet
&lt;/h3&gt;

&lt;p&gt;python&lt;br&gt;
events = []&lt;/p&gt;

&lt;p&gt;def add_event(e):&lt;br&gt;
    events.append(e)&lt;/p&gt;

&lt;p&gt;def analyze_events():&lt;br&gt;
    return f"Total events tracked: {len(events)}"&lt;/p&gt;

&lt;p&gt;add_event("New feature released")&lt;br&gt;
print(analyze_events())&lt;/p&gt;
&lt;h3&gt;
  
  
  Example
&lt;/h3&gt;

&lt;p&gt;After tracking multiple updates, the agent reports:&lt;br&gt;
👉 “Competitor is rapidly innovating — increase development speed.”&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%2Ftc9mp24edpux8theaop8.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%2Ftc9mp24edpux8theaop8.png" alt=" " width="800" height="374"&gt;&lt;/a&gt;&lt;br&gt;
&lt;a href="https://drive.google.com/file/d/1uNoKl65brKILA8BIFvR9DW6g8BFDN7hr/view?usp=sharing" rel="noopener noreferrer"&gt;&lt;/a&gt;&lt;/p&gt;


&lt;div class="crayons-card c-embed text-styles text-styles--secondary"&gt;
    &lt;div class="c-embed__content"&gt;
      &lt;div class="c-embed__body"&gt;
        &lt;h2 class="fs-xl lh-tight"&gt;
          &lt;a href="https://drive.google.com/file/d/1uNoKl65brKILA8BIFvR9DW6g8BFDN7hr/view?usp=sharing" rel="noopener noreferrer" class="c-link"&gt;
            WhatsApp Video 2026-04-11 at 9.16.30 PM.mp4 - Google Drive
          &lt;/a&gt;
        &lt;/h2&gt;
        &lt;div class="color-secondary fs-s flex items-center"&gt;
            &lt;img alt="favicon" class="c-embed__favicon m-0 mr-2 radius-0" src="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fssl.gstatic.com%2Fimages%2Fbranding%2Fproduct%2F1x%2Fdrive_2020q4_32dp.png" width="32" height="32"&gt;
          drive.google.com
        &lt;/div&gt;
      &lt;/div&gt;
    &lt;/div&gt;
&lt;/div&gt;


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