Long-horizon session work: durable per-conversation checkpoint (schema v10) with default-on incremental checkpointing at MiMo's 20% cadence, stable origin_id so resume picks up where it left off (tip-aware resume + session-list dedup), opt-in --goal stop-condition gate, and a default-on global cross-project memory tier (memory scope:"global").