InfoWorld

Visual Studio adds GitHub Copilot unit testing for C#

GitHub Copilot testing for .NET in Visual Studio 2026 v18.3 can generate tests for the xUnit, NUnit, and MSTest test frameworks.
ZDNet

I tried a Claude Code alternative that's local, open source, and completely free - how it works

Free AI tools Goose and Qwen3-coder may replace a pricey Claude Code plan. Setup is straightforward but requires a powerful local machine. Early tests show promise, though issues remain with accuracy ...
IEEE

A Three-Stage Pipeline using ReAct and Reflexion for Reliable LLM-based Java Unit Test Case Generator

Abstract: Writing comprehensive unit tests is a time-consuming challenge in software development. While Large Language Model (LLM) based tools offer a solution, they often struggle with code ...
IEEE

A Novel HDL Code Generator for Effectively Testing FPGA Logic Synthesis Compilers

Abstract: Field programmable gate array (FPGA) logic synthesis compilers (e.g., Vivado, Iverilog, Yosys, and Quartus) are widely applied in electronic design automation (EDA), such as the development ...