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Pick your path based on what you are working on right now.
Platform Engineer / SRE
You are responsible for keeping production AI systems running. You need to understand monitoring, alerting, and reliability patterns specific to LLMs and vector stores.
ML Engineer / AI Engineer
You are building and deploying AI systems. You care about latency, throughput, evaluation, and understanding why your RAG pipeline returns bad answers.
FinOps / Cloud Cost
GPU budgets are out of control and someone needs to explain to the CTO why the quarterly cloud bill looks like a mortgage payment. You need practical cost reduction strategies.
AI Infrastructure Lead
You are making architectural decisions about AI infrastructure - Kubernetes, monitoring stacks, inference servers. You want to know what the right patterns are for 2026.
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