Choose Appropriate Precision - Use lowest precision that meets accuracy requirements - Consider mixed precision (e.g., bf16 inputs, f32 accumulation)
Optimize Memory Access - Prefer row-major layout - Align matrices to cache boundaries - Use reordering for repeated operations
Leverage Hardware Features - Use feature detection to select optimal algorithms - Test on target hardware for validation
Fuse Operations - Use post-operations to minimize memory traffic - Group related computations
Profile and Validate - Measure performance with representative workloads - Validate numerical accuracy for your use case