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data agents 1finetuning 1heterogeneous data environments 1in-context learning 1monte carlo tree search 1trajectory synthesis 1

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cs.AI2026

Demonstrating TOFFEE: A Learned System for Synthesizing Data Agent Trajectories at Scale

Ziting Wang, Yin Li, Zuhao Yang +3

The paper presents TOFFEE, a system that uses Monte Carlo Tree Search and learned cost models to automatically generate data‑agent interaction trajectories for diverse data environ…