Tencent Hunyuan launches the WorkForge agent training framework
Tencent Hunyuan has released WorkForge, a scalable framework that builds verifiable training environments from real resources and targets long-horizon work agents. The framework starts from expert workflows to construct realistic workspaces, extract verifiable facts, and generate tasks along with both programmatic and semantic verifiers. It scales to 16.7K environments, covering 40 professional domains and 60 file types, and achieves continuous improvements on long-horizon work benchmarks as data volume and interaction duration increase.
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📢 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://t.co/HjswwiHhlv @zhang_leo54389 @ZoeyyyZhououou @Be1ong1
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