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Amazon’s SWE-PolyBench just exposed the dirty secret about your AI coding assistant


Amazon launches SWE-PolyBench, a groundbreaking multi-language benchmark that exposes critical limitations in AI coding assistants across Python, JavaScript, TypeScript, and Java while introducing new metrics beyond simple pass rates for real-world development tasks.

Amazon Web Services today introduced SWE-PolyBench, a comprehensive multi-language benchmark designed to evaluate AI coding assistants across a diverse range of programming languages and real-world scenarios. “Now they have a benchmark that they can evaluate on to assess whether the coding agents are able to solve complex programming tasks,” said Anoop Deoras, Director of Applied Sciences for Generative AI Applications and Developer Experiences at AWS, in an interview with VentureBeat. After all, the true test of an AI coding assistant isn’t how well it performs on simplified demos, but whether it can handle the messy, multi-language complexity of actual software projects — the kind developers wrestle with every day.

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