Saving up to 70% of an agent's tokens on work it already did

The corpus is LongMemEval chat logs rather than real coding sessions, because I needed a set where exactly one session answers each question, and no real laptop gives you that. It's the weakest part of the setup. Drivers and the corpus builder are in the repo if anyone wants to rerun a row.