alt Hacker NewsThe issue is when all the spending gets you is more complexity, maintenance, and you don't even get a performance benefit.
I once interviewed with a company that did some machine learning stuff, this was a while back when that typically meant "1 layer of weights from a regression we run overnight every night". The company asked how I had solved the complex problem of getting the weights to inference servers. I said we had a 30 line shell script that ssh'd them over and then mv'd them into place. Meanwhile the application reopened the file every so often. Zero problems with it ever. They thought I was a caveman.
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The issue with solutions like that is usually that people don't know how it works and how to find it if it ever stops working...
Basically discoverability is where shell script fail
I work for a small company with a handful of devs. We don't have a dedicated devops person, so I do it all. Everything is self-hosted. Been that way for years. But, yeah, if I go on vacation and something foes screwy, the business is hosed. However, even if it were hosted on AWS or elsewhere, it would not be any better. If anything, it may be worse. Instead of a person being well versed in standards based tech, they'd have to be an AWS expert. Why would we want that?
I have recently started using terraform/tofu and ansible to automate nearly all of the devops operations. We are at a point where Claude Code can use these tools and our existing configs to make configuration changes, debug issues by reviewing logs etc. It is much faster at debugging an issue than I am and I know our stuff inside and out.
I am beginning to think that AI will soon force people to rethink their cloud hosting strategy.