There is such a thing as personal variance, you know. The fundamental attribution error kicks in when you're trying to judge by single events. If you observe someone for a year, it's a lot more reasonable to expect them to be much the same next year. I would agree with the statement "people are oddly consistent", it's just that it's not so easy to judge from single events, and when we do judge we're likely to miss consistent background causes or consistent reactions, and think in terms of consistent personal attributes.
I'm always pleasantly surprised when I meet someone who actually improves over time in any visible way. I don't go around expecting it.