Cache-Craft introduces an intelligent caching system that significantly improves efficiency in Retrieval-Augmented Generation (RAG) workflows by reusing computational results for frequently retrieved chunks.

• Reduces computation by caching key-value (KV) pairs for chunks that are repeatedly retrieved across user queries
• Achieves up to 3.3x speedup without affecting output quality or accuracy
• Features dynamic content encoding and efficient cache management techniques
• Demonstrates practical implementation with minimal modifications to existing LLM architectures

This engineering breakthrough matters because it makes RAG systems more scalable and cost-effective for production environments, enabling faster responses while reducing computational resource requirements.

Cache-Craft: Managing Chunk-Caches for Efficient Retrieval-Augmented Generation