I've found that much as I don't want a big notifications page, subscribing the groups and users with high signal-to-noise ratios (and muting some with super low ones) has helped a lot. I'll often hit my notifications and then some specific groups before looking at the main page.

(Also, links with no description are a huge personal pet peeve. It's not adding value if you're not telling me why the link matters.)