• Translating schedule logic, durations, and relationships into sequences that reflect how work actually happens in the field 
• Aligning schedulers, planners, and superintendents to ensure changes, delays, and constraints are accurately reflected in the schedule 
• Maintaining human oversight as AI, progress capture, and field technology begin influencing schedule updates and execution planning 

Practical Takeaway: Leave with a clearer approach from lessons learned for validating schedule logic against field reality, ensuring the plan remains useful, accurate, and trusted as technology becomes more embedded in execution