OMG-HD is a high-resolution AI weather model designed to make forecasts directly from observational data.The model outperforms traditional NWP models at lead times of up to 12 hours in the CONUS region.It achieves improvements in temperature, wind speed, humidity, and surface pressure compared to existing models.The use of observational data without relying on NWP-derived fields shows promise for operational forecasts with AIWP models.