Nice update — Ling 1T’s consistency here is impressive.

This kind of work is what pushed me to think more about when systems should refuse to report results instead of reporting early with caveats.

I’ve been building a small verifier that enforces “no result until durable” as a hard rule. It’s interesting how much trust behavior changes when refusal is allowed.