# context-engineering

> Browse 2 items tagged with context-engineering.

## Items

- [AlayaDB](https://vectordb.ever.works/items/alayadb) — Hybrid database-inference engine that converts documents to tensors via LLM forward pass, storing in a KV cache for optimized retrieval. Features integrated storage and inference with advanced indexing for fast context retrieval in RAG pipelines. Suited for LLM applications and semantic search; differs from Milvus by embedding inference, more specialized than Qdrant's pure vector storage.
- [Awesome-Context-Engineering](https://vectordb.ever.works/items/awesome-context-engineering) — A comprehensive curated survey on Context Engineering covering the progression from prompt engineering to production-grade AI systems. The repository contains hundreds of papers, frameworks, and implementation guides for LLMs and AI agents, serving as a centralized reference for researchers and practitioners.

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_Canonical page: https://vectordb.ever.works/tags/context-engineering_