Agent World Model
An episode of the Build Wiz AI Show podcast, hosted by Build Wiz AI, titled "Agent World Model" was published on February 11, 2026 and runs 16 minutes.
February 11, 2026 ·16m · Build Wiz AI Show
Summary
Ever wonder why even the most advanced AI agents struggle to handle complex tasks in the real world? Today, we explore the Agent World Model (AWM), an open-source pipeline that generates 1,000 diverse, code-driven environments—spanning everything from e-commerce to finance—using SQL databases to provide the stable, consistent training grounds that agents need to master multi-turn tool use. Tune in to discover how these "infinite" synthetic sandboxes are solving the problem of simulation hallucinations and training agents that can generalize to almost any real-world scenario they encounter.Source: https://arxiv.org/abs/2602.10090
Episode Description
Ever wonder why even the most advanced AI agents struggle to handle complex tasks in the real world? Today, we explore the Agent World Model (AWM), an open-source pipeline that generates 1,000 diverse, code-driven environments—spanning everything from e-commerce to finance—using SQL databases to provide the stable, consistent training grounds that agents need to master multi-turn tool use. Tune in to discover how these "infinite" synthetic sandboxes are solving the problem of simulation hallucinations and training agents that can generalize to almost any real-world scenario they encounter.
Source: https://arxiv.org/abs/2602.10090
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