Pack Light, CarryOn: Building Object-Oriented Context for Long-Horizon Agents.

arXiv:2610.18784v2 Announce Type: replace Abstract: Long-horizon agents accumulate progress in persistent task state, yet repeatedly process interaction histories describing how that progress was achieved. This raises a natural question: can long-horizon conte