Well at the risk of sounding slightly cheesy: Ideas are timeless. By this I mean that the notion of a depth first search is goodness knows how old, but still totally relevant. Likewise, things that aren't totally platform and technology dependent tend to have a longer lifespan.
If you learn things like
- Algorithms
- Data structures
- Paradigms and Concepts
- Common [Coding] Sense
- How to Document
- A Sparkling Sense of Humor
then no matter what technology you're using, you'll still be a reasonably competent developer.
Depending on what sort of work you do, compilers, webdev, dbs, finance, whatever, their will be a certain amount of domain specific knowledge that will be relevant so long as the field is relevant.
Source: http://programmers.stackexchange.com/questions/213541/what-skills-technologies-get-outdated-slower
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