The field of concurrent systems and code verification is moving towards more autonomous, scalable, and environment-free solutions. Recent research has focused on developing innovative frameworks and models that can efficiently verify and execute code, as well as coordinate and verify heterogeneous systems. Notable advancements include the use of large language models, non-intrusive coordination frameworks, and reversible concurrent calculi. These developments have the potential to significantly improve the reliability and efficiency of concurrent systems. Some noteworthy papers in this area include: StackPilot, which introduces a novel framework for language-agnostic code verification and execution. COCO, which presents a theoretically-grounded framework for asynchronous self-monitoring and adaptive error correction in multi-agent driven systems. Correct Black-Box Monitors for Distributed Deadlock Detection, which proposes distributed black-box monitors for deadlock detection in concurrent and distributed systems.