From Marton Barcza at TechAltar, a good 12-minute video analyzing what went wrong with the famed Live Tiles that Microsoft was pushing throughout most of the 2010s:

Now, among Windows Phone fans the pervasive opinion is that Live Tiles have failed because Microsoft did a poor job with them, which I think is at least partially true – after all, even many key Microsoft apps like Skype had broken Live Tiles half the time, the Windows 10 start menu was filled by Microsoft with Live Tiles that were clearly just animated ads rather than showing you something actually useful, and the company of course never built out any of their advanced interactive concepts either.

But while all of that might be true, the fact that every major company has walked away from this idea and nobody else has picked it up since, means that there probably are more fundamental problems with this idea. And I can think of three distinct ones:

• user experience,
• form factors,
• and horizontal integration.

Barcza goes on to talk about some specific interactions and problems, and arrives at the conclusion that Live Tiles ended up at this unpleasant intersection where they’re tried to be icons, widgets, and notifications all at once, not doing a particularly great job at either task. That, and there were also challenges with the design primarily being mobile-first, and struggling surviving a jump to a large screen. (Live Tiles were abandoned in the 2017, at which point desktop Windows reverted back to what it was before, and the mobile/​tablet lines were altogether disbanded.)

What I found interesting in watching this today is that it feels Apple has made some similar mistakes in their Liquid Glass approach and wider platform unification desires (see: macOS Settings). Both these and Live Tiles attempted to create A System Of Systems, and both ended up occasionally feeling like they awkwardly crowbarred some wider concepts into places where they didn’t truly belong.

If it helps with your further research, I understand Live Tiles were part of a bigger UI effort called Metro and started in earnest with Windows Phone.