Machine Learning Engineer
Hi, I'm Jacob.
I'm a machine learning engineer working on machine-learning systems and RL — training and serving large models, GPU kernels, and the infrastructure around them. I like understanding systems from first principles and writing the explanation I wish I'd had.
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ML Lessons
A linearized library of hands-on ML-systems lessons: RL post-training, Triton kernels, LLM serving (vLLM / SGLang), distributed training, generative modelling, and the durable ML interview canon.
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An archive of earlier posts on algorithms, systems, and engineering — design patterns, distributed systems, compilers, and databases.
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