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The Handoff Tax: Continuing Non-Native Trajectories in LLM Agents

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TL;DR - This paper identifies a “handoff tax” when one coding-agent model inherits another model’s trajectory. Escalating from a weaker model to a stronger one recovers less than half the quality gap at substantial added cost, while downshifting offers a better cost-quality trade-off.

  • Experiments span Claude and GPT model pairs, varying handoff direction, timing, and inherited context.
  • Transfer interfaces include full trajectories, compacted trajectories, and no trajectory beyond the preserved repository state.
  • Escalation improves when less of the weaker model’s trajectory is retained.
  • Downshifting behaves oppositely: removing the stronger model’s trajectory reduces quality.

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The Handoff Tax: Continuing Non-Native Trajectories in LLM Agents

arXiv cs.AI Roy Ganz, Mor Shpigel Nacson, Adi Kalyanpur, Ron Litman 2026-08-25 arXiv:2608.24358
Public signals Hugging Face upvotes 15
Providers: Hugging Face · Upvotes 15 OpenAlex · N/A Publisher · N/A Semantic Scholar · N/A X · N/A Fetched 2026-09-25 14:28:40.831321 UTC

TL;DR - This paper identifies a “handoff tax” when one coding-agent model inherits another model’s trajectory. Escalating from a weaker model to a stronger one recovers less than half the quality gap at substantial added cost, while downshifting offers a better cost-quality trade-off.

  • Experiments span Claude and GPT model pairs, varying handoff direction, timing, and inherited context.
  • Transfer interfaces include full trajectories, compacted trajectories, and no trajectory beyond the preserved repository state.
  • Escalation improves when less of the weaker model’s trajectory is retained.
  • Downshifting behaves oppositely: removing the stronger model’s trajectory reduces quality.
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