https://fidesmo.com/consumer/wearables/

https://linuxhandbook.com/cdpath/

Since it's all statistics under the LLM hood, both of those cause proven CLI tools to have strong signals as being the right answer.

How have your computing habits changed as a result of having this? When do you typically use this instead of typing on the keyboard?

So they pretty much have to ship one, to stay relevant. And they are privacy-focused, so I'm happy they are not just using ChatGPT or whatever under the hood to implement support.

Unfortunately, you're only getting attention in 3 second chunks.

Yes, the problem is that someone has to manage it all (full disclosure: I work for Elastisys, a company exactly in the space of fully-managed application platforms on top of the infra operated by others).

But the fact that smaller cloud providers haven't had the money to invest in their capabilities to offer managed services to the same degree as the enormous hyperscalers isn't exactly impossible to overcome. In fact, it's never been more possible. Other comments here show that very well, too. And that the particular choice of identity management services is perhaps not the best for showing where the hyperscaler options shine.

https://pypi.org/project/qrcode/

That way, someone has already done all the configuration of various plugins and components for you. For instance, the major clouds that all let you easily start with their Kubernetes services and that they integrate well with the logging and monitoring systems, IAM, server/node provisioning, etc.

Or ones that are not tied to any particular cloud provider, and perhaps focused on security (full disclosure: I work for Elastisys, who makes exactly that) or ease of use.

I'm sure we will see more and more such efforts in this space, exactly because cobbling together something yourself from scratch (basically just a control loop runner, as you said) is neither very appealing when you think about ongoing maintenance, nor very cost-effective for businesses to spend engineering time on.

"You can get this property by stapling HKDF onto your protocol (once for key derivation, again for commitment). See also: PASETO v3 and v4, or Version 2 of the AWS Encryption SDK.

It may be tempting to build a committing AEAD scheme out of, e.g., AES-CTR and HMAC, but take care that you don’t introduce canonicalization risks in your MAC."

I would almost suggest breaking stuff like this into two articles, one which is very technical and correct, and one that conveys the high-level message. The high-level one can link to the technically correct one whenever the urge would come to explain something more fully.

...if you're the type of person who can listen to music while working, that is.

https://en.wikipedia.org/wiki/Geek_Code for the people who didn't get to experience it