GART: Geometry-Aware Resolution Transition — Clean Technical Preprint v0.1.4

Key Points

• The aim is to develop GART, a system that dynamically allocates computational resources based on interaction needs.
• Validated GART in three domains: compute/thermal management, battery management, and rocket propulsion control.
• Utilized a Smoothstep Sigmoid transition function to manage representational detail.
• Measured performance metrics across various scenarios to assess effectiveness.
• Achieved a 93.4% load reduction in compute/thermal management.
• Outperformed traditional Adaptive BMS in 3 out of 4 battery management metrics.
• Prevented a collapse in rocket propulsion during a cryogenic leak scenario.