Performance Optimization Paths

Explore performance optimization paths.

Performance issue:
{{performance_issue}}

Current metrics: {{current_metrics}}
Target metrics: {{target_metrics}}

## PATH 1: Algorithmic Optimization
- Improve algorithm efficiency
- Specific optimizations possible
- Expected improvement: [percentage]
- Implementation effort: [low/medium/high]
- Risks: [list]

## PATH 2: Caching Strategy
- Add or improve caching
- Cache placement options
- Hit rate expectations
- Expected improvement: [percentage]
- Implementation effort: [low/medium/high]
- Risks: [list]

## PATH 3: Infrastructure Scaling
- Add more resources
- Scaling approach
- Cost implications
- Expected improvement: [percentage]
- Implementation effort: [low/medium/high]
- Risks: [list]

## PATH 4: Architecture Change
- Fundamental redesign
- New architecture approach
- Migration requirements
- Expected improvement: [percentage]
- Implementation effort: [low/medium/high]
- Risks: [list]

## OPTIMIZATION PLAN
- Recommended combination of approaches
- Implementation sequence
- Expected cumulative improvement