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James Pearce

Senior Quality Engineer

Quality strategist specialising in artificial intelligence testing, driven by a passion for solving complex problems with creativity and logic.

Team Account Member

June 2026

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What's the hardest part of defining "expected behaviour" for a system that produces different output every time?

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What's the hardest part of defining "expected behaviour" for a system that produces different output every time?

Learner read your Insights article

How would you define a guardrail?

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How would you define a guardrail?

Thanks for your contribution

What's the hardest part of defining "expected behaviour" for a system that produces different output every time?

Thanks for your contribution

What's the hardest part of defining "expected behaviour" for a system that produces different output every time?

Learner read your Insights article

What's the hardest part of defining "expected behaviour" for a system that produces different output every time?

Learner read your Insights article

What's the hardest part of defining "expected behaviour" for a system that produces different output every time?

Thanks for your contribution

What's the hardest part of defining "expected behaviour" for a system that produces different output every time?

Learner read your Insights article

What's the hardest part of defining "expected behaviour" for a system that produces different output every time?

Learner read your Insights article

What's the hardest part of defining "expected behaviour" for a system that produces different output every time?

Thanks for your contribution

What's the hardest part of defining "expected behaviour" for a system that produces different output every time?

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Myth: The real work is technical, empathy is extra

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Myth: The real work is technical, empathy is extra

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