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IWC-Bench, an interactive benchmark for evaluating web application generation from a software testing perspective, is proposed and experiments show that coverage guidance improves exploration coverage and the model rankings remain stable when the judge model is replaced.
Current coding agents can create playable games but fail to effectively diagnose bugs and maintain functionality during optimization, revealing critical limitations in their development capabilities.
Self-evolution boosts agent accuracy by over 16% in real-world business tasks, yet current models still fall short of optimal performance.
