-The train surveys 4,800 miles of track every two weeks.
-The train covers 115,000 miles in a year.
It does not cover the entire system every two weeks.
EDIT: Wikipedia suggests a little over 10,000 miles of track in the UK, so it might be going over it all once a month though I suspect that heavily used high speed lines are covered more frequently than less used lines (which are more comparable to Caltrain).
https://rail-record.co.uk/guide-to-network-rail-test-trains/
Meanwhile tilting trains are designed to tilt so that they can run at faster speeds. They can be designed to ride just fine (e.g. Shinkansen, Amtrak's Acela Express, some of RENFE's AVE lines, etc).
It's all quite unfortunate as the Brits really had a chance to build out an amazing system (something California hasn't really had the interest in doing). The Underground is pretty great, DLR is at least as dirty and disgusting as BART, and the regional stuff… they don't call it Worst Western Railway for nothing. Electrification is coming at a snail's pace both to California and the UK.
Edit: In case the snow reference went over anyone's head: https://en.wikipedia.org/wiki/The_wrong_type_of_snow
It's not just Japan. France and Britain check their tracks every 2 weeks.
The British high speed measurement train has a site with pictures of some sensors, statistics ("captures around 10TB of image data every 440 miles") and a video showing more sensors, and an on-train server room.
https://www.networkrail.co.uk/running-the-railway/looking-af...