QA

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From Traditional QA to AI Assurance and Governance

Breaking the Black Box: From Traditional QA to AI Assurance and Governance

I recently had the opportunity to review IMDA’s Starter Kit for Testing LLM-Based Applications for Safety and Reliability. As someone who has spent over 14 years in Quality Assurance, I was curious to see how established testing principles are being adapted to address the unique challenges introduced by Large Language Models (LLMs). What I expected […]

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Breaking the Black Box: From Traditional QA to AI Assurance and Governance

Testing for Trust: What IMDA’s LLM Testing Starter Kit Teaches Us At Spritle About AI Assurance

Breaking the Black Box: From Traditional QA to AI Assurance and Governance I recently had the opportunity to review IMDA’s Starter Kit for Testing LLM-Based Applications for Safety and Reliability. As someone who has spent over 14 years in Quality Assurance, I was curious to see how established testing principles are being adapted to address

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From Physical AI to AI-Augmented QA:  The Next Evolution of Testing

Many of you may already be familiar with Physical AI — the evolution of artificial intelligence from purely digital intelligence to systems that understand and interact with the real world. Physical AI enables machines to: Understand physical environments Adapt to real-world conditions Make autonomous decisions Execute actions in dynamic systems This shift — from information

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My Playwright Automation Journey with an AI Partner

If you’ve spent more than five minutes on LinkedIn recently, you’ve probably seen the panic. Everyone is talking about how AI is going to take over software testing and replace us all. Let’s just pause for a second. Whenever I see those posts, this is the console output running in my head: console.log(“Deep breaths. The

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How Manus AI Became Part of My Appium Automation

If you’ve ever watched your Appium test fail for three hours because of a dependency conflict you didn’t even know existed — this blog is for you. Mobile automation is not a simple extension of web automation. The tools are different. The setup is layered. The learning curve is real — especially when you’re expected

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