Case Studies: Real-World Impact - Sparse mixture of experts layers

• Mid-Sized NLP Startup
- Problem: High compute costs
- Solution: Sparse MoE layers
- Result: Improved efficiency by 40%

• Large Enterprise
- Problem: Multi-task learning complexity
- Solution: Fine-grained expert specialization
- Result: Enhanced task performance

• Research Lab
- Problem: Scaling language model training
- Solution: Dynamic routing with sparse MoE
- Result: Scaled model size with manageable compute