腾讯混元推出 WorkForge，一个从真实世界资源构建可验证训练环境的可扩展框架，用于长程工作智能体训练。该框架从专家工作流出发搭建真实工作空间、抽取可核查事实，并据此生成任务与程序化加语义的双重验证器。团队称已扩展到覆盖 40 个专业领域、60 种文件类型的 16.7K 个环境，随着数据量和交互时长增加，在长程工作基准上取得稳定提升，论文已发布在 arXiv。
📢 Introducing WorkForge: a scalable framework that constructs verifiable training environments for long-horizon work agents from real-world resources.
Starting from expert workflows, it builds authentic workspaces, extracts checkable facts, and derives tasks plus dual (programmatic + semantic) verifiers grounded in observable evidence.
🚀 We scale to 16.7K environments across 40 professional domains covering 60 file types, enabling consistent gains on long-horizon work benchmarks as data volume and interaction horizon increase.
📚Paper: https://arxiv.org/pdf/2610.04906 @zhang_leo54389 @ZoeyyyZhououou @Be1ong1
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来源：Tencent Hy · x.com