A Framework for Evaluating the Correctness of Programming Learning Platforms Feedback

The test oracle problem has gained renewed attention with the emergence of Large Language Models (LLMs), which introduce both opportunities and challenges for automated software testing. We need to understand to what extent problem specifications can be used as oracles to guide test case generation, and whether it is possible to overcome initial difficulties. This analysis is conducted on an online academic platform. A five-step workflow is proposed: (1) collecting problem solutions and their...

Simulation and Reinforcement Learning for Decision Support in Remanufacturing Networks

Capturing and Preserving Tacit Knowledge in Software Engineering Teams

An AI-Driven Autonomous Self-Healing System for Cloud-Native Microservice Applications