Suraj is a Generative AI Engineer at Mactores. He works in Amazon Bedrock and Amazon SageMaker, building model-backed features into the systems customers already run.
Most of the engineering in generative AI happens after the model gives you an answer. That is where his writing sits: how you tell whether an answer is actually right, what a feature costs once real traffic reaches it, and how to pick the problems a model is genuinely good at. His conclusions tend to be narrower than the pitch, and more useful for it.
