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cs.SE2026

NexForge: Scaling Agent Capabilities through Requirement-Driven Task Synthesis for LLMs

Jiarong Zhao, Zhikai Lei, Zhiheng Xi +5

The paper presents NexForge, a requirement‑first framework that automatically turns free‑form capability requirements into executable agent training tasks, scaling data generation…