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This is the reason. I logged in to basically say the same thing. I used to be this way, and give opinions, but you cause problems over time that ends up with you getting disciplined in subtle ways or fired.

Yeah, it’s hilarious to be having this conversation about MLEs while attributing the bad outcomes to anything other than poorly designed reward functions, i.e. management. If an engineer burned millions on failed training runs because they did a shit job of creating a policy that maximized for the desired outcome, they’d get canned, but that’s just a Tuesday for your average MBA with VC backing.

It’s more nuanced than that. Americans on the west coast can express dissent; the means, however, are indirect and easily missed by managers who lack cross cultural competence. There’s also less motivation for a worker at a large successful American firm to express dissent in the first place. Employees at smaller firms speak up earlier.