AgentBaton: Efficient Model Collaboration in Agentic Tasks
4.40T1 sourcearXiv cs.MA
Source record
Published by arXiv cs.MA (T1 source). The original is at https://arxiv.org/abs/2610.35959.
Pipeline notes
The summary and note below are generated by the signal pipeline — they are Beyond Desk’s reading, not quotations from the source.
SummaryAgentBaton studies handoffs between capable, costly models and efficient, lower-cost models during long-horizon agent tasks. Across 11 model pairs and two benchmarks, a detector trained on recurring task-progress patterns selects handoff points, cutting API costs by 65.9% on average while largely preserving accuracy and sometimes improving it.
Why it mattersProvides comparative evidence on handoff direction and context transfer, plus a lightweight timing mechanism applicable to multi-model agent pipelines.
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