any cryptography can break at any time. Sometimes "sudden" breaks happen. You can't defend against these, so there (perversely) isn't that much of a point worrying about them, besides using schemes many people have thought about for a while.
Another way cryptography breaks is via iterative improvements. For example, in the last few months there are two big cryptanalytic stories
1. The novel scheme (though not standardized) HAWK had its security reduced by ~1/2 by AI. It is no longer compelling in any way. This was in a sense "predictable" though. There was a series of papers showing that HAWK-like schemes were vulnerable to an attack of this type. Then, AI was able to bridge the gap and apply these attacks directly to HAWK.
2. The ISO-standardized scheme McCliece (from ~45 years ago) has had some alarming security reductions, and may be effectively broken (it's still a little early to tell, many cryptanalytic papers require heuristics that must be justified, etc). Again, this was in a sense "predictable". Starting ~3 years ago it was discovered that McCliece had some yet-unexploited structure, and since then there have been more and more papers exploiting this further, until recently more dramatic attacks have occurred.
In both cases, there is a clear "story" you can (post-hoc) tell about the attacks. You can't always predict precisely where the attacks will end up (for the McCliece attack, it appears more effective than I would have predicted at least). But you can often tell when things are gradually weakening, before a full collapse.
RSA has a cousin (binary characteristic finite field DH) that had this gradual weakening into total collapse happen in the 2010s. It is possible this cousin was a problem child, and GNFS will remain the best attack against RSA until quantum computers fully break it. I can't predict the future. But I can say that ECC has had no such problematic cousins.
This is to say that we are blessed that we have extremely strong cryptography available. Why you would choose to use the weakest defensible option is beyond me, and not something anyone serious about security would ever recommend doing. There is no upside, and only downsides.