Computer Science · Computer Networks and Communications

Software System Performance and Reliability

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Abstract editorial illustration accompanying the article: How AI agents are being used to fix real-world software problems

How AI agents are being used to fix real-world software problems

A systematic survey examines how large language model-based AI agents are being developed to resolve software issues described in everyday language. It maps the field’s benchmarks, techniques and studies, and identifies reinforcement learning as an increasingly important training approach.

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Abstract editorial illustration accompanying the article: An AI system turns hundreds of software requirements into runnable apps

An AI system turns hundreds of software requirements into runnable apps

A system called ARC converted large requirement documents containing hundreds of scenarios into runnable web and Android software. Across two benchmarks, the systems passed more automated interface tests than other tested AI-based programming systems, while also producing designs, tests and links between requirements and code.

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