ToolSpace: Scaling Tool-Centric Environment Synthesis for Long-Horizon Agents

Published 7 November 2026

ToolSpace builds agent environments from real tool executions, modeling dependencies between calls and checking that generated tasks replay successfully. It creates more difficult long-horizon benchmarks, where several leading models show notable performance drops, while training with these environments improves tool-use scores.