I hate to be a sourpuss, but in my experience that usually means that your long-lost former colleague is struggling to fill an unappealing vacancy, and not actually offering a valuable insider opportunity to you in particular, just because you happened to work together more than a decade ago.
That's completely understandable - people change over time. In this case it's truly appealing for both technological and non-toxic-work-environment reasons.