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Author

Alexander Toshev

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Jul 2026

Environment-free Synthetic Data Generation for API-Calling Agents

Training API-calling large language model (LLM) agents demands massive amounts of high-quality trajectories. However, collecting such data at scale typically requires fully implemented environments with executable APIs and realistic, pre-populated backend databases, creating a major bottleneck for scalability. To overc...

Seanie Lee, Sanjoy Chowdhury, Chao Jiang et al. · 2 citations

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