How should training change as I get older?
The change tends to land around 40. Thirty to forty is still a broad, normal band, but from 40 on, two hard sessions a week is a sensible default, though it varies a lot person to person. Keep the intensity and the VO2 work in, because older runners handle it well and tend to enjoy it, and the top end stays trainable. Recovery is the limiter, not your capability, so the hard work stays, just less often. Cap the long run with the same restraint as anyone, add strength to push back on age-related decline, and set goals that are honest about your age. Keep it simple and resist the urge to over-engineer it.