CarryOn organizes long-horizon agent context around task objects

What the research found

CarryOn is a context runtime that organizes long-horizon agent continuation around reusable task objects, reporting gains of 5.8% on OSWorld 2.0 and 7.0% on BrowseComp-Plus with large token cuts.

Claims and how well the evidence supports them

1. CarryOn improves OSWorld 2.0 performance by 5.8% 98%
2. CarryOn reduces total token usage by 51.9% on OSWorld 2.0 98%
3. CarryOn improves BrowseComp-Plus by 7.0% with 22.9% fewer tokens 98%

Evidence

• huggingface.co https://huggingface.co/papers/2610.18784
• arxiv.org https://arxiv.org/abs/2610.18784

Actionability rated low.