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Principal AI Engineers Are Not Building Models. They’re Building Systems.

One line in a recent Principal AI Engineer job advertisement stood out to me:“Ideally you’re a software engineer first, ML engineer second.”That single statement captures one of the biggest shifts happening in AI engineering right now.For years, many organisations treated AI as a research problem.Build a model. Run experiments. Create a proof of concept. Present some impressive metrics.Then production arrived.And suddenly the hardest problems were no longer the model itself.They became: ArtificialIntelligence #AIEngineering #MachineLearning #MLOps #SoftwareEngineering #SoftwareArchitecture #DistributedSystems #CloudInfrastructure #PlatformEngineering #DevSecOps #SolutionsArchitecture #SystemIntegration #TechnologyStrategy #EngineeringLeadership #VelosoDev #SystemsNotSilos #GumtreeDev
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Representing QUT at the CSIRO NGGP Showcase 2026: Research, Collaboration, and Learning Across Disciplines

Participating in the CSIRO Next Generation Graduate Program Showcase 2026 provides an opportunity to engage with researchers from across Australia, exchange ideas, receive feedback, and learn from diverse disciplines. As I prepare to present the context and direction of my MPhil research at QUT, I am reminded that research is as much about collaboration, learning, and community as it is about the final outcomes.
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