So, basically:

1. Any tool result longer than 1500 tokens gets a link instead.

2. Forced compaction at 85%, removing all past messages apart from the last 4?

I'm sure these guys made it look good on the benchmarks, but the frontier labs have been hill-climbing this game for a while now, so odds are this just doesn't work for long-horizon tasks labs are optimizing for.