targeted performance improvements while maintaining core plan: 1. Spatial Grid Optimizations: ```python def update_spatial_grid(self): # Use direct array operations instead of dict # Pre-allocate grid arrays for particle positions # Batch update active cells ``` 2. Force Calculations: ```python def calculate_forces(self, particle, x, y): # Vectorize neighbor force calculations # Cache common force values # Use direct array math instead of loops ``` 3. Temperature System: ```python def handle_temperature(self, dt): # Batch temperature updates # Use array operations for heat transfer # Pre-calculate temperature thresholds ``` 4. Particle Creation: ```python def create_particle_circle(self): # Pre-calculate circle bounds # Batch particle creation # Use array operations for position checks ``` 5. Phase Transitions: ```python def handle_phase_transitions(self): # Group similar transitions # Cache property lookups # Batch state changes ```