Autocomplete will now look at last 30 days and do a bit of recency / frequency ranking, to also include tags. The assumption is that you keep doing the same things with same tags.
Would be interested in hearing how it works for you.
To try the autocomplete, run it in experiments:
https://github.com/projecthamster/experiments (python hamster_complete.py)
Or try out in master