I use apple music. On linux I use Ciderwhich is amazing. Super clean interface and lots of nobs to turn in order to make everything sound and behave the way I like. If you like apple music or are looking for a streaming solution cider is awesome.
Hey, I am a machine learning engineer that works with people data. Generally you measure bias in the training data, the validation sets, and the outcomes ( in an ongoing fashion - AIF 360 is a common library and approach ). There are lots of ways to measure bias and or fairness. Just checking if a feature was used isn’t considered “enough” by any standards or practitioner. There are also ways to detect and mitigate some of the proxy relationships you’re pointing to. That being said, I am 100% skeptical that any hiring algorithm isn’t going to be extremely bias. A lot of big companies have tried and quit because despite using all the right steps the models were still bias https://www.reuters.com/article/us-amazon-com-jobs-automation-insight-idUSKCN1MK08G. Also many of the metrics used to report fairness have some deep flaws ( disprate impact ).
All that being said the current state is that there are no requirements for reporting so vendors don’t do the minimum 90% of the time because if they did it would cost a lot more and get in the way of the “AI will solve all your problems with no effort” narrative they want to put forward so I am happy to see any regulation coming into place even if it won’t be perfect.
I use kagi. I think it depends on your level of concern , as it does with most things. Kagi has a pretty nicely written privacy policy. They do require an account but I signed up with a masked email and cc. For my use I find their privacy policy enough given the other measures I take but the main reason I like kagi is zero ads or prioritized posting. Experiencing search with out ads is a pretty awesome exp in my opinion. There are other ways to get free search with ads stripped out but this “feel” fundamentally different from a service purpose built to be ad free and private. I am happy to pay for ad free platforms vs using platforms that are trying to do privacy preserving ads but this is more of a personal stance and preference. I know your question was more about privacy than ads but I find the two closely linked. I’ve attached a summary of their privacy policy below:
I’ve used StandardNotes for years. They are great, very privacy friendly and lots of good features. I’ve also used Obsidian like others have mentioned but I didn’t use 95% of the features on either standard notes or Obsidian – now days I just use a general markdown files and store them in a git repo – low complexity and I like the simplicity of it. 100% recommend.