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I've been self-hosting for over a decade. It's freeing because I own my data, and do not depend on any platform other than my cloud host, which I can easily switch off. Self-hosting gives much insight into what it takes to run a cloud service. Anyone
"System one" decision models are models that infer and respond with calibrated probabilities or every allowed answer. Consider your everyday language model, to get typed output from it (JSON), you may use Structured Output to constrain the output to guaranteed valid JSON. While model prefills the input in one pass,
"I've worked with a couple of Staff Engineers on different teams in the past and I've seen them do different things, but I've not been able to pin down exactly what they do." I get this question quite frequently. Sometimes from engineers looking to elevate their roles.