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CAAE (Context-Aware Adaptive Eviction) has achieved breakthrough results that dramatically improve the performance and cost-efficiency of large language model (LLM) inference. After extensive testing and validation, *4 core experiments are now production-ready* and deliver significant business value:
- *3x more requests* can be handled with the same hardware - *64% less memory* is needed, allowing 4x larger batches - *54% faster response times* on real-world production workloads - *93% service reliability* (up from 80%) on production traces