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@demcnamee demcnamee commented Nov 19, 2025

Please add a direct link to your post here:

[https://demcnamee.github.io/blog/2025/11/19/ai-testing-bifurcation.html]

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@csalt-scottlogic csalt-scottlogic left a comment

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I like it; can you update the date and shorten the summary, and then we can get it published

- AI
- Future
- Testing
summary: "The role of the Software Test Engineer is undergoing its most radical transformation since the advent of Agile. AI presents a fundamental bifurcation in the future of quality: Testing AI systems and Using AI to Test software. This post explores the evolution of testing from manual gatekeepers to modern, multi-skilled strategists. We detail the deep analytical skills required—from Prompt Engineering and AI-Augmented Toolsmithing to Ethical and Bias Testing—as the focus shifts from writing scripts to interpreting data and orchestrating advanced AI co-pilots. Learn how embracing this change elevates the Test Engineer to a crucial strategic role, driving superior quality, faster releases, and ethical AI deployment."
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The summary feels a bit long. I'd take the last two sentences off

The traditional role of the software tester used to be as a gatekeeper, script writer, and manual executioner; a role often filled by accident and amalgamated into large teams of bug hunters, directed to perform repetitive, low-skill tasks. They were the sentries guarding a fixed fortress, checking every latch and bolt on the drawbridge. However, there were always mavericks—testers who went off the beaten path. These individuals eschewed standard processes, hunting on their own or in smaller packs. They were explorers and cartographers, taking an interest in the underlying mechanisms and domain, and could identify the path to follow without the rigid need for pre-drawn maps.

## The Evolution of the Quality Guardian
Today, the modern tester is a Quality Guardian and a strategic architect. They are multi-skilled, required to code, assess risk, analyse data, and communicate across many different boundaries. They must think critically, see the big picture, and possess domain knowledge. They have shed the armour of the sentry and now serve as the chief adviser on risk, performance, security, and accessibility. All the while, they are beholden to delivery expectations and time pressures, relentlessly seeking the very structural weaknesses that threaten the value of the software being produced at an ever-increasing velocity.
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Just a thought: does "strategy architect" make more sense than "strategic architect"? The tester is an architect of the strategy, not an architect who behaves strategically?

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@demcnamee demcnamee Nov 20, 2025

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Kind of both really. They architect tests, strategically. And is an architect of the testing strategy. Both make sense here.

@csalt-scottlogic csalt-scottlogic merged commit c45ecad into ScottLogic:gh-pages Nov 20, 2025
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