UCSD's CarryOn Runtime Cuts Agent Token Use by 52% While Boosting Accuracy

UCSD researchers introduced CarryOn, an object-oriented context runtime that lets long-horizon agents build on completed task outputs instead of re-reading their own reasoning, cutting token usage by 52% while improving accuracy.

2026-10-19 ~ 2026-10-20 · 2 related posts

• CarryOn: object-oriented context runtime for long-horizon agents boosts OSWorld by 5.8% — McAuley-Lab · 2026-10-19
• UCSD's CarryOn boosts agent OSWorld score 43.9→49.7 while cutting tokens 52% — mark_k · 2026-10-20