Quality & Security Auto-verified translation
Methodology
synthèse d'environnements de tâches
synthèse d'environnements de tâches — Methodology. definition: Practice described by Z.ai to lift the bottleneck of agentic post-training: research agents convert real-work patterns into executable long-horizon environments with multi-step dependencies and hidden state; a judge agent attempts each task to verify it is solvable; verifiers are synthesized without access to the reference solution; solver trajectories are used to discover and then close reward shortcuts; a verifier is only admitted after three negative checks — oracle, no-op, unsolved-state. Still dependent on significant human work
- Type
- Methodology
- definition
- Practice described by Z.ai to lift the bottleneck of agentic post-training: research agents convert real-work patterns into executable long-horizon environments with multi-step dependencies and hidden state; a judge agent attempts each task to verify it is solvable; verifiers are synthesized without access to the reference solution; solver trajectories are used to discover and then close reward shortcuts; a verifier is only admitted after three negative checks — oracle, no-op, unsolved-state. Still dependent on significant human work
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