Abstract: Automated test case generation reduces the manual effort of software testing, particularly for dynamic languages like Python. This study compares three transformer-based models-CodeT5, ...

Building production-ready solutions with agentic AI comes with inherent risks. When agents make mistakes or hallucinate, the potential impacts can multiply rapidly. “It turns out that it’s very easy ...

GitHub Copilot testing for .NET in Visual Studio 2026 v18.3 can generate tests for the xUnit, NUnit, and MSTest test frameworks. Microsoft has made GitHub Copilot testing for .NET, a new capability in ...

PythonFuzz is coverage-guided fuzzer for testing python packages. Fuzzing for safe languages like python is a powerful strategy for finding bugs like unhandled exceptions, logic bugs, security bugs ...

Unlock the full InfoQ experience by logging in! Stay updated with your favorite authors and topics, engage with content, and download exclusive resources. Erik Steiger discusses the operational pain ...

Automating code testing has become integral to software development, ensuring that applications are reliable, bug-free, and efficient. Python, one of the most widely used programming languages, boasts ...

Sigh… your code won’t compile… again. Good news, though: we’re in the golden age of AI, and sifting through lines of code for that pesky error doesn’t have ...

Artificial intelligence can be a huge help to humans writing unit testing scripts. Software development is a creative endeavor, but it can be filled with tedious tasks. Most mundane of all is writing ...

Microsoft and OpenAI, in collaboration with GitHub, have developed the Copilot extension, an AI-powered code optimization and completion tool. It can help developers by suggesting blocks or even lines ...