I’m detailing the lessons learned, the pitfalls jumped, major failings that got the better of me, explosive servers that decimated the power grid and fallout from my technical designs.

I have worked as a software engineer for over 20 years, in design agencies as both a front and back end web developer, run an e-commerce company and maintained legacy system for over 10 years until 2020.

Over the last 5 years I have created a machine learning systems in Unity, physics prototypes and simulations, deployed customised GenAI models, fine tuned diffusion and LLM based models for clients across a broad range of industries.

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