Key Info

Tencent Hy introduced 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 with dual programmatic and semantic verifiers grounded in observable evidence.

Highlights

  • Scales to 16.7K environments across 40 professional domains and 60 file types
  • Derives tasks plus dual verifiers (programmatic + semantic) from observable evidence
  • Builds authentic workspaces from expert workflows and extracts checkable facts
  • Reports consistent gains on long-horizon work benchmarks as data volume and interaction horizon increase
  • Paper link included in the announcement