Southcode Engineering published a project proposal integrating machine learning into supply chains and maintenance.

Southcode Engineering is a UK engineering consultancy focused on complex systems and real-time coordination problems. We work where software, hardware, and operations meet, helping organisations make difficult systems reliable, understandable, and deployable. Our background spans defence, transport, and critical infrastructure, where systems must operate under uncertainty and cannot rely on ideal conditions. That experience shapes how we approach engineering today: favouring clear system behaviour, open standards, and solutions that can be operated and trusted in the real world. We are now applying the same practical approach across both public and private sectors, supporting aerospace, rail, and emerging infrastructure technologies. Our work centres on turning complex ideas into systems that can actually run, be observed, and be maintained over time.