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    <title>DEV Community: Ashnet A</title>
    <description>The latest articles on DEV Community by Ashnet A (@ashnet_a).</description>
    <link>https://dev.to/ashnet_a</link>
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      <title>DEV Community: Ashnet A</title>
      <link>https://dev.to/ashnet_a</link>
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    <item>
      <title>Python Selenium Architecture</title>
      <dc:creator>Ashnet A</dc:creator>
      <pubDate>Tue, 27 May 2025 14:10:34 +0000</pubDate>
      <link>https://dev.to/ashnet_a/python-selenium-architecture-2n32</link>
      <guid>https://dev.to/ashnet_a/python-selenium-architecture-2n32</guid>
      <description>&lt;p&gt;*&lt;em&gt;Python Selenium Architecture: *&lt;/em&gt;&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight plaintext"&gt;&lt;code&gt;                  Selenium is a browser automation framework that allows controlling browsers through WebDriver APIs. It supports various languages, including Python, and works with all major browsers (Chrome, Firefox, Edge, Safari, etc.).

                 The term "Python vertical environment" is not a standard phrase in the Python ecosystem, but based on context, you may be referring to one of the following:

                 I'll assume you meant Python Virtual Environment, which is a crucial concept in Python development. Let’s explore that in detail.
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;

&lt;p&gt;•  Understand how to manage dependencies in Python projects.&lt;br&gt;
•  Learn how to avoid version conflicts.&lt;br&gt;
•  Work on multiple Python projects without them interfering.&lt;br&gt;
•  Improve your understanding of deployment, testing, and collaboration&lt;/p&gt;

&lt;ol&gt;
&lt;li&gt;
&lt;strong&gt;Python Client Bindings&lt;/strong&gt;
• Python developers write test or automation scripts using the Selenium Python bindings (selenium package).
• These bindings are a Python wrapper around the WebDriver API, and translate Python commands into HTTP requests understood by the browser-specific WebDriver.
2.** WebDriver API **
• This is the communication layer between your Python code and the browser.
• It uses HTTP requests and JSON payloads to send commands and receive responses.
• There are two protocols:
o   JSON Wire Protocol (used in earlier versions)
o   W3C WebDriver Protocol (current standard since Selenium 4)&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Browser-Specific WebDriver Executables&lt;/strong&gt;
• A WebDriver executable is a bridge between Selenium and the actual browser.
• Examples:
o   chromedriver for Chrome
o   geckodriver for Firefox
o   msedgedriver for Edge
• These executables receive commands from Selenium over HTTP and forward them to the actual browser.
The driver performs actions like:
• Opening a page
• Clicking a button
• Extracting text
• Taking screenshots
• Executing JavaScript&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Browser (Chrome, Firefox, Edge, Safari)&lt;/strong&gt;
• The real browser is launched and controlled via its driver.
• WebDriver interacts with the browser’s native APIs to control UI components and retrieve DOM content.
• User writes a Python script using Selenium's API.
• Selenium converts the commands into HTTP requests (W3C WebDriver commands).
• These requests are sent to the WebDriver executable, which acts like an HTTP server.
• The WebDriver interacts with the browser using its internal APIs.
• The browser executes the command and returns a response.
• The WebDriver sends back a response to the Selenium Python bindings.
• The script continues with the next command.
&lt;strong&gt;Component&lt;/strong&gt;                       &lt;strong&gt;Role&lt;/strong&gt;
Python Bindings         User interface to write automation logic in Python
WebDriver API           Standard protocol to send commands over HTTP
WebDriver Executable    Middleware between Selenium and browser
Browser                 Executes the actual commands on web pages
Selenium Grid           Parallel &amp;amp; distributed test execution&lt;/li&gt;
&lt;/ol&gt;

&lt;p&gt;&lt;strong&gt;Python Virtual Environment:&lt;/strong&gt;&lt;br&gt;
        A Python virtual environment is an isolated workspace that allows you to install and manage Python packages separately for each project, without interfering with other projects or the system-wide Python installation.&lt;br&gt;
        &lt;em&gt;Each project can maintain its own dependencies without conflicts.&lt;br&gt;
        * You avoid polluting your system Python installation with unnecessary or conflicting packages.&lt;br&gt;
        * You can freeze and export the list of dependencies using requirements.txt and recreate the exact environment elsewhere.&lt;br&gt;
        * You can freeze and export the list of dependencies using requirements.txt and recreate the exact environment elsewhere.&lt;br&gt;
        * Automated build systems, Docker containers, and cloud deployment pipelines rely on isolated environments for consistency.&lt;br&gt;
**Without Virtual Environment:&lt;/em&gt;*&lt;br&gt;
     •    Version conflicts between packages&lt;br&gt;
     •    Harder to reproduce bugs&lt;br&gt;
     •    System-level Python becomes cluttered&lt;br&gt;
     •    Collaboration becomes error-prone&lt;br&gt;
&lt;strong&gt;EXAMPLE OF VIRTUAL ENVIRONMENT&lt;/strong&gt;&lt;/p&gt;

&lt;h1&gt;
  
  
  Step 1: Create a virtual environment
&lt;/h1&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight plaintext"&gt;&lt;code&gt;      python -m venv myenv
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;
&lt;h1&gt;
  
  
  Step 2: Activate the environment
&lt;/h1&gt;
&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight plaintext"&gt;&lt;code&gt;      On Windows:
      myenv\Scripts\activate
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;
&lt;h1&gt;
  
  
  Step 3: Install packages
&lt;/h1&gt;
&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight plaintext"&gt;&lt;code&gt;      pip install flask
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;
&lt;h1&gt;
  
  
  Step 4: Save dependencies
&lt;/h1&gt;
&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight plaintext"&gt;&lt;code&gt;      pip freeze &amp;gt; requirements.txt
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;
&lt;h1&gt;
  
  
  Step 5: Deactivate when done
&lt;/h1&gt;
&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight plaintext"&gt;&lt;code&gt;      deactivate
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;

</description>
    </item>
    <item>
      <title>SELENIUM</title>
      <dc:creator>Ashnet A</dc:creator>
      <pubDate>Mon, 26 May 2025 16:14:12 +0000</pubDate>
      <link>https://dev.to/ashnet_a/selenium-49ic</link>
      <guid>https://dev.to/ashnet_a/selenium-49ic</guid>
      <description>&lt;p&gt;Selenium is an open-source suite of tools for automating web browsers. It allows testers and developers to write scripts in various programming languages (like Python, Java, C#, etc.) to automate interactions with web applications—such as clicking buttons, entering text, or verifying UI elements. It allows you to mimic user actions—like clicking, typing, and navigating—on a web browser automatically, just like a human user would. Selenium is like a robot that opens your web browser, clicks on buttons, fills in forms, and checks if your website works correctly.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Feature   Description&lt;/strong&gt;&lt;br&gt;
Open Source Free to use with an active global community.&lt;br&gt;
Cross-Browser   Works with Chrome, Firefox, Edge, Safari, etc.&lt;br&gt;
Multi-Language Support  Supports Python, Java, C#, Ruby, JavaScript, etc.&lt;br&gt;
Cross-Platform  Can run tests on Windows, macOS, and Linux.&lt;br&gt;
Selenium is an open-source suite of tools for automating web browsers. It allows testers and developers to write scripts in various programming languages (like Python, Java, C#, etc.) to automate interactions with web applications—such as clicking buttons, entering text, or verifying UI elements. It allows you to mimic user actions—like clicking, typing, and navigating—on a web browser automatically, just like a human user would. Selenium is like a robot that opens your web browser, clicks on buttons, fills in forms, and checks if your website works correctly.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Feature   Description&lt;/strong&gt;&lt;br&gt;
Open Source Free to use with an active global community.&lt;br&gt;
Cross-Browser   Works with Chrome, Firefox, Edge, Safari, etc.&lt;br&gt;
Multi-Language Support  Supports Python, Java, C#, Ruby, JavaScript, etc.&lt;br&gt;
Cross-Platform  Can run tests on Windows, macOS, and Linux.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;We Use Selenium in Automation&lt;/strong&gt;&lt;br&gt;
    Selenium is widely used in test automation for web applications because it:&lt;br&gt;
• Simulates real user interactions with a browser.&lt;br&gt;
• Supports multiple browsers (Chrome, Firefox, Edge, etc.).&lt;br&gt;
• Supports multiple languages.&lt;br&gt;
• Integrates with testing frameworks.&lt;br&gt;
• Enables regression testing and continuous integration (CI/CD).&lt;/p&gt;

&lt;ol&gt;
&lt;li&gt;
&lt;strong&gt;Automates Web Browsers&lt;/strong&gt;
Selenium mimics human interactions with websites — clicking buttons, filling forms, scrolling, etc. — just like a real user would, making it ideal for:
• Automated testing of web applications
• Data scraping (when APIs aren't available)
• Repetitive browser tasks
________________________________________
2*&lt;em&gt;. Cross-Browser and Cross-Platform Support&lt;/em&gt;*
• Supports all major browsers: Chrome, Firefox, Safari, Edge, Opera.
• Works on multiple platforms: Windows, macOS, Linux.
________________________________________&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Language Flexibility&lt;/strong&gt;
You can write Selenium scripts in several popular languages:
• Python
• Java
• JavaScript
• C#
• Ruby
This makes it versatile for teams with different tech stacks.
________________________________________&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Open Source and Free&lt;/strong&gt;
Selenium is open source, meaning no licensing cost — ideal for both individual developers and companies.&lt;/li&gt;
&lt;/ol&gt;




&lt;p&gt;5.&lt;strong&gt;Headless Execution&lt;/strong&gt;&lt;br&gt;
Selenium can run in headless mode (no GUI), making it faster and useful for server-side automation.&lt;/p&gt;




&lt;p&gt;&lt;strong&gt;Relevance of Selenium in Automation Testing Using Python&lt;/strong&gt;&lt;br&gt;
        Python + Selenium is a powerful combo for automating web testing because:&lt;br&gt;
• Python is simple and readable, making test scripts easier to write and maintain.&lt;br&gt;
• Python has excellent support for libraries like pytest, unittest, and allure for reporting.&lt;br&gt;
• Allows for data-driven testing with tools like pandas and openpyxl.&lt;br&gt;
• Selenium's webdriver API is fully compatible with Python&lt;br&gt;
• Python has a clean, readable syntax, which reduces development and debugging time.&lt;br&gt;
• Great for beginners and experienced testers alike.&lt;br&gt;
• Enables rapid test development and maintenance.&lt;br&gt;
• Python supports Selenium WebDriver natively via the selenium package.&lt;br&gt;
• Python makes writing and maintaining test scripts faster compared to verbose languages like Java.&lt;/p&gt;

&lt;p&gt;• Both Selenium and Python are cross-platform and open source.&lt;br&gt;
&lt;strong&gt;Components of Selenium:&lt;/strong&gt;&lt;/p&gt;

&lt;ol&gt;
&lt;li&gt; Selenium WebDriver – Core for automating browser actions.&lt;/li&gt;
&lt;li&gt; Selenium IDE – A Chrome/Firefox extension for recording and playing back tests.&lt;/li&gt;
&lt;li&gt; Selenium Grid – For running tests on multiple machines/browsers in parallel.&lt;/li&gt;
&lt;li&gt; Selenium RC (Remote Control) – Older component, now deprecated in favor of WebDriver.&lt;/li&gt;
&lt;/ol&gt;

&lt;p&gt;&lt;strong&gt;Selenium WebDriver :&lt;/strong&gt;&lt;br&gt;
• Most widely used component&lt;br&gt;
• Allows you to write test scripts in various programming languages (e.g., Python, Java, C#, etc.)&lt;br&gt;
• Directly interacts with the web browser&lt;br&gt;
• Automates browser actions like clicking, typing, navigation, etc.&lt;/p&gt;

</description>
    </item>
    <item>
      <title>SELENIUM</title>
      <dc:creator>Ashnet A</dc:creator>
      <pubDate>Mon, 26 May 2025 13:44:30 +0000</pubDate>
      <link>https://dev.to/ashnet_a/selenium-15b2</link>
      <guid>https://dev.to/ashnet_a/selenium-15b2</guid>
      <description>&lt;p&gt;_##       Selenium is an open-source suite of tools for automating web browsers. It allows testers and developers to write scripts in various programming languages (like Python, Java, C#, etc.) to automate interactions with web applications—such as clicking buttons, entering text, or verifying UI elements. It allows you to mimic user actions—like clicking, typing, and navigating—on a web browser automatically, just like a human user would. Selenium is like a robot that opens your web browser, clicks on buttons, fills in forms, and checks if your website works correctly.&lt;/p&gt;

&lt;p&gt;****Feature Description&lt;br&gt;
Open Source  Free to use with an active global community.&lt;br&gt;
Cross-Browser    Works with Chrome, Firefox, Edge, Safari, etc.&lt;br&gt;
Multi-Language  Support Supports Python, Java, C#, Ruby, JavaScript, etc.&lt;br&gt;
Cross-Platform   Can run tests on Windows, macOS, and Linux.&lt;/p&gt;

&lt;p&gt;**We Use Selenium in Automation&lt;/p&gt;

&lt;p&gt;Selenium is widely used in test automation for web applications because it:&lt;br&gt;
• Simulates real user interactions with a browser.&lt;br&gt;
• Supports multiple browsers (Chrome, Firefox, Edge, etc.).&lt;br&gt;
• Supports multiple languages.&lt;br&gt;
• Integrates with testing frameworks.&lt;br&gt;
• Enables regression testing and continuous integration (CI/CD).&lt;/p&gt;

&lt;ol&gt;
&lt;li&gt;
&lt;p&gt;Automates Web Browsers&lt;/p&gt;
&lt;pre class="highlight plaintext"&gt;&lt;code&gt;  Selenium mimics human interactions with websites — clicking buttons, filling forms, scrolling, etc. — just like a real user would, making it ideal for:
&lt;/code&gt;&lt;/pre&gt;
&lt;p&gt;• Automated testing of web applications&lt;br&gt;
• Data scraping (when APIs aren't available)&lt;br&gt;
• Repetitive browser tasks&lt;/p&gt;


&lt;/li&gt;
&lt;li&gt;
&lt;p&gt;Cross-Browser and Cross-Platform Support&lt;br&gt;
• Supports all major browsers: Chrome, Firefox, Safari, Edge, Opera.&lt;br&gt;
• Works on multiple platforms: Windows, macOS, Linux.&lt;/p&gt;


&lt;/li&gt;
&lt;li&gt;
&lt;p&gt;Language Flexibility&lt;br&gt;
You can write Selenium scripts in several popular languages:&lt;br&gt;
• Python&lt;br&gt;
• Java&lt;br&gt;
• JavaScript&lt;br&gt;
• C#&lt;br&gt;
• Ruby&lt;br&gt;
This makes it versatile for teams with different tech stacks.&lt;/p&gt;


&lt;/li&gt;
&lt;li&gt;&lt;p&gt;Open Source and Free&lt;br&gt;
Selenium is open source, meaning no licensing cost — ideal for both individual developers and companies.&lt;/p&gt;&lt;/li&gt;
&lt;/ol&gt;




&lt;p&gt;5.Headless Execution&lt;br&gt;
Selenium can run in headless mode (no GUI), making it faster and useful for server-side automation.&lt;/p&gt;




&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight plaintext"&gt;&lt;code&gt;  Selenium is an open-source suite of tools for automating web browsers. It allows testers and developers to write scripts in various programming languages (like Python, Java, C#, etc.) to automate interactions with web applications—such as clicking buttons, entering text, or verifying UI elements. It allows you to mimic user actions—like clicking, typing, and navigating—on a web browser automatically, just like a human user would. Selenium is like a robot that opens your web browser, clicks on buttons, fills in forms, and checks if your website works correctly.
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;

&lt;p&gt;Feature Description&lt;br&gt;
Open Source Free to use with an active global community.&lt;br&gt;
Cross-Browser   Works with Chrome, Firefox, Edge, Safari, etc.&lt;br&gt;
Multi-Language Support  Supports Python, Java, C#, Ruby, JavaScript, etc.&lt;br&gt;
Cross-Platform  Can run tests on Windows, macOS, and Linux.&lt;/p&gt;

&lt;p&gt;We Use Selenium in Automation&lt;br&gt;&lt;br&gt;
      Selenium is widely used in test automation for web applications because it:&lt;br&gt;
• Simulates real user interactions with a browser.&lt;br&gt;
• Supports multiple browsers (Chrome, Firefox, Edge, etc.).&lt;br&gt;
• Supports multiple languages.&lt;br&gt;
• Integrates with testing frameworks.&lt;br&gt;
• Enables regression testing and continuous integration (CI/CD).&lt;/p&gt;

&lt;ol&gt;
&lt;li&gt;Automates Web Browsers
Selenium mimics human interactions with websites — clicking buttons, filling forms, scrolling, etc. — just like a real user would, making it ideal for:
• Automated testing of web applications
• Data scraping (when APIs aren't available)
• Repetitive browser tasks
________________________________________&lt;/li&gt;
&lt;li&gt;Cross-Browser and Cross-Platform Support
• Supports all major browsers: Chrome, Firefox, Safari, Edge, Opera.
• Works on multiple platforms: Windows, macOS, Linux.
________________________________________&lt;/li&gt;
&lt;li&gt;Language Flexibility
You can write Selenium scripts in several popular languages:
• Python
• Java
• JavaScript
• C#
• Ruby
This makes it versatile for teams with different tech stacks.
________________________________________&lt;/li&gt;
&lt;li&gt;Open Source and Free
Selenium is open source, meaning no licensing cost — ideal for both individual developers and companies.&lt;/li&gt;
&lt;/ol&gt;




&lt;p&gt;5.Headless Execution&lt;br&gt;
Selenium can run in headless mode (no GUI), making it faster and useful for server-side automation.&lt;/p&gt;




&lt;p&gt;Relevance of Selenium in Automation Testing Using Python&lt;br&gt;
        Python + Selenium is a powerful combo for automating web testing because:&lt;br&gt;
• Python is simple and readable, making test scripts easier to write and maintain.&lt;br&gt;
• Python has excellent support for libraries like pytest, unittest, and allure for reporting.&lt;br&gt;
• Allows for data-driven testing with tools like pandas and openpyxl.&lt;br&gt;
• Selenium's webdriver API is fully compatible with Python&lt;br&gt;
• Python has a clean, readable syntax, which reduces development and debugging time.&lt;br&gt;
• Great for beginners and experienced testers alike.&lt;br&gt;
• Enables rapid test development and maintenance.&lt;br&gt;
• Python supports Selenium WebDriver natively via the selenium package.&lt;br&gt;
• Python makes writing and maintaining test scripts faster compared to verbose languages like Java.&lt;/p&gt;

&lt;p&gt;• Both Selenium and Python are cross-platform and open source.&lt;br&gt;
Components of Selenium:&lt;/p&gt;

&lt;ol&gt;
&lt;li&gt; Selenium WebDriver – Core for automating browser actions.&lt;/li&gt;
&lt;li&gt; Selenium IDE – A Chrome/Firefox extension for recording and playing back tests.&lt;/li&gt;
&lt;li&gt; Selenium Grid – For running tests on multiple machines/browsers in parallel.&lt;/li&gt;
&lt;li&gt; Selenium RC (Remote Control) – Older component, now deprecated in favor of WebDriver.
Selenium WebDriver :
• Most widely used component
• Allows you to write test scripts in various programming languages (e.g., Python, Java, C#, etc.)
• Directly interacts with the web browser
• Automates browser actions like clicking, typing, navigation, etc.&lt;/li&gt;
&lt;/ol&gt;

</description>
    </item>
    <item>
      <title>FUTURE OF MANUAL TESTING AGE OF AI</title>
      <dc:creator>Ashnet A</dc:creator>
      <pubDate>Thu, 01 May 2025 13:39:13 +0000</pubDate>
      <link>https://dev.to/ashnet_a/future-of-manual-testing-age-of-ai-22c</link>
      <guid>https://dev.to/ashnet_a/future-of-manual-testing-age-of-ai-22c</guid>
      <description>&lt;p&gt;![Uploading image](.&lt;br&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%2Fu68rr1r0hs1jeuczvt21.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%2Fu68rr1r0hs1jeuczvt21.png" alt="Image description" width="800" height="475"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;INTRODUCTION:&lt;/p&gt;

&lt;p&gt;*Manual testing has long been a cornerstone in ensuring quality. &lt;br&gt;
   *However the rise of Artificial intelligence (AI) and automation, the role of manual.&lt;br&gt;
MANUAL TESTING:&lt;br&gt;
   *Manual testing involves executing the test cases without the use of automation tools.&lt;br&gt;
   *It is performed by the human testers to identify the bugs.&lt;br&gt;
The Rise of AI in Software testing:&lt;br&gt;
   *These technology enables smart test case generation, defect prediction, and maintenance of test script.&lt;br&gt;
   *It reduces the human effort in repetitive tasks.&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%2F4307u3nquv9lhp7vk1cz.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%2F4307u3nquv9lhp7vk1cz.png" alt="Image description" width="800" height="468"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;Limitations of Manual Testing:&lt;br&gt;
   *These limitations make the automation with AI an attractive alternative.&lt;br&gt;
   *It lacks scalability and repeatability, and making it less ideas of continuous integration environment.&lt;/p&gt;

&lt;p&gt;Strength of Manual Testing:&lt;br&gt;
   *It is invaluable in exploratory testing, usability testing , and identifying issues.&lt;br&gt;
   *Manual testing excels in areas requiring human empathy.&lt;/p&gt;

&lt;p&gt;Future outlook:&lt;br&gt;
   *This collaboration Leads to faster release cycles, higher production quality and better user satisfaction.&lt;/p&gt;

&lt;p&gt;Conclusion: &lt;br&gt;
   *Manual testing continue to play a crucial role in the age of AI. By embracing AI-drive tools and adapting to new responsibilities in delivering high quality software products&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%2Fpphz3l2k2yini6j44z3h.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%2Fpphz3l2k2yini6j44z3h.png" alt="Image description" width="800" height="475"&gt;&lt;/a&gt;&lt;/p&gt;

</description>
    </item>
    <item>
      <title>Future of MANUAL TESTING AGE OF AI</title>
      <dc:creator>Ashnet A</dc:creator>
      <pubDate>Wed, 30 Apr 2025 15:11:11 +0000</pubDate>
      <link>https://dev.to/ashnet_a/future-of-manual-testing-age-of-ai-2j0e</link>
      <guid>https://dev.to/ashnet_a/future-of-manual-testing-age-of-ai-2j0e</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%2Fykkc0kb9mbjgpgj5axf0.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%2Fykkc0kb9mbjgpgj5axf0.png" alt="Image description" width="800" height="469"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;INTRODUCTION:&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight plaintext"&gt;&lt;code&gt;   *Manual testing has long been a cornerstone in ensuring quality. 
   *However the rise of Artificial intelligence (AI) and automation, the role of manual testing is being redefined.
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;

&lt;p&gt;MANUAL TESTING:&lt;br&gt;
      *Manual testing involves executing the test cases without the use of automation tools.&lt;br&gt;
      *It is performed by the human testers to identify the bugs.&lt;br&gt;
The Rise of AI in Software testing:&lt;br&gt;
    *These technology enables smart test case generation, defect prediction, and maintenance of test script.&lt;br&gt;
*It reduces the human effort in repetitive tasks. &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%2Fqveii0wi3is80igictl5.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%2Fqveii0wi3is80igictl5.jpg" alt="Image description" width="365" height="335"&gt;&lt;/a&gt;&lt;br&gt;
Limitations of Manual Testing:&lt;br&gt;
     *These limitations make the automation with AI an attractive alternative.&lt;br&gt;
      *It lacks scalability and repeatability, and making it less ideas of continuous integration environment.&lt;br&gt;
Strength of Manual Testing:&lt;br&gt;
       *It is invaluable in exploratory testing, usability testing , and identifying issues.&lt;br&gt;
        *Manual testing excels in areas requiring human empathy.&lt;br&gt;
Future outlook:&lt;br&gt;
        *This collaboration Leads to faster release cycles, higher production quality and better user satisfaction.&lt;/p&gt;

&lt;p&gt;Conclusion:&lt;br&gt;
*Manual testing continue to play a crucial role in the age of AI. By embracing AI-drive tools and adapting to new responsibilities in delivering high quality software products.&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%2F141y48xj7iro2zaxbads.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%2F141y48xj7iro2zaxbads.jpg" alt="Image description" width="781" height="497"&gt;&lt;/a&gt;&lt;/p&gt;

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