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On what order would you show things? Upvotes/downvotes? Could work but "social" media implies we all have different social circles, so my social circle of friends is very different from yours. I can probably see posts from my friends which you won't (since you're not friends with them) Maybe I follow certain pages that you don't. How do we still have the same feed then?

Isn't that the point of testing (to not maximize reward but rather wait and collect data)? It sounds like maximizing reward during the experiment period can bias the results

I'm a layman. Isn't MAB changing the experiment parameters while the experiment is still running? That sounds like an easy way towards biased experiment results

I don't follow. In this case would sampling 50/50 always give better/unbiased results on the experiment?

>What sources or resources are reliable on this?

imo, none. Unfortunately, the landscape is changing too fast. May be things will stabilize, but for now I find experimentation a time-consuming but essential part of maintaining any ML stack.

But it's okay not to experiment with every new tool (it can be overwhelming to do this). The key is in understanding one's own stack and filtering out anything that doesn't fit into it.

hard to say how much of this will actually translate into policy. The last revision to the policy helped close out loopholes, may be more to come? Unlikely that the H1B is going away any time soon. Domestic workers will need to adapt and grind, very hard indeed in this job market. Definitely need more bridges between domenstic and immigrant workers to avoid online vitriol spilling IRL.

I enjoy the explosion of tools. Only time will tell which ones stand the test of time. But this is my day job so I never get tired of new tools but I can see how non-industry folks can find it overwhelming