Let's step away from the corporate tech boardrooms and address the massive elephant in the hosting and DevOps room: the stupid push to fire junior developers and replace them with AI pipelines.
It is absolute management brain-rot and a complete profanation of how engineering works >:D. Corporate managers think an LLM can replace a junior tech because they both spit out basic boilerplate code. They don't understand that a junior dev is a seed, while an AI is just a highly advanced autocomplete script.
If a machine can replace your junior engineers, it means your company builds unoptimized, generic junk. True systems infrastructure requires people who want to break things just to see how they tick.
Think about the human element under the hood. Back in the day, a guy on his fourth year of university lied his way into a PHP job, knowing only Java. He spent a month devouring the official dоcumentation, survived on pure spite and coffee, and ended up running the whole backend cluster a few years later. He wasn't a standard, compliant corporate drone; he was a wolf who backed up his bluff.
Or take a recent interview loop: a kid casually drops how a memory slice allocation algorithm changed in Go because he simply enjoys digging through core repository source trees for fun. He didn't even know the required search framework, but a smart team lead snatched him up immediately because of that one answer.
That is what a junior developer actually is. It's a human driven by raw, relentless curiosity. They crawl through GitHub source files, stay up till 4 AM debugging a broken virtualization node on a bet, and build the exact hard-core neural pathways that turn them into the elite engineers we hire to save our bare metal when the prod environment goes down.
Tokens don't have curiosity. An API endpoint will never log into a server at midnight just because it thinks a core dump looks "interesting."
[AI / LLM Interface] ──> Fixed Utility Asset (Like an abacus or an Excel spreadsheet)
[Curious Junior Engineer] ──> Scalable Infrastructure Engine (Future Senior Systems Lead)
Working with an LLM is just a modern toolset, like moving from log tables to Excel spreadsheets. Stop trying to automate the future of your engineering teams for short-term balance sheet wins. If your company doesn't hire curious juniors today, your server farms will have nobody to configure them tomorrow.