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Coding agents can generate observability artifacts, but they miss key diagnostic semantics, exposing fault signals for only 13.99% of failures.
World models can now effectively simulate complex desktop software environments like Microsoft Office, enabling agents to reason about actions before execution and significantly improving performance.
