sandpypi/python/plansandideas/Coding optimization plan.md

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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
```