How do you design LLM systems that degrade gracefully under load?

Graceful degradation reduces system capabilities under stress while maintaining basic functionality using smaller models or simplified logic.

Under high load, LLM systems must avoid complete failure. Graceful degradation involves reducing context length, switching to smaller models, disabling retrieval, or serving cached responses. The system prioritizes availability over quality while maintaining minimum acceptable performance.