--- title: "Context Engineering: A Definitive Guide" url: https://daily.dev/posts/context-engineering-a-definitive-guide-wbko2k9kr source_url: https://www.singlestore.com/blog/context-engineering-a-definitive-guide type: article source: "SingleStore" published: 2025-10-15T15:47:28.120Z updated: 2025-10-15T15:47:52.057Z tags: ["ai", "llm", "rag", "vector-search", "singlestore"] reading_time: 8 upvotes: 15 comments: 0 language: en --- > ## Documentation Index > Fetch the complete documentation index at: https://daily.dev/llms.txt > Use this file to discover all available pages before exploring further. # Context Engineering: A Definitive Guide **[SingleStore](https://daily.dev/sources/singlestore)** · 8 min read · 15 upvotes · 0 comments ## Summary Context engineering is a systematic approach to building AI systems that goes beyond prompt engineering by designing the complete environment in which AI operates. It involves structuring data sources, integrating tools, maintaining memory across interactions, and ensuring AI agents have access to relevant information when needed. The article explains how context engineering differs from prompt engineering and RAG systems, introduces the Model Context Protocol (MCP) as a standardized interface for managing data sources, and demonstrates building context-aware workflows using SingleStore as a long-term memory layer with vector search capabilities. ## Full article daily.dev links to this article rather than hosting it. Read it at the original source: ## Similar posts on daily.dev - [Effective Context Engineering to Build Better AI Agents](https://daily.dev/posts/effective-context-engineering-to-build-better-ai-agents-kcqivyywk) · DigitalOcean Community · 1 upvotes · 0 comments - [Context Engineering for AI Agents](https://daily.dev/posts/context-engineering-for-ai-agents-avgejtgyd) · Weaviate · 56 upvotes · 0 comments - [6 Components of Context Engineering](https://daily.dev/posts/6-components-of-context-engineering-0oewqo6qr) · Daily Dose of Data Science \| Avi Chawla \| Substack · 87 upvotes · 3 comments --- Tags: [#ai](https://daily.dev/tags/ai), [#llm](https://daily.dev/tags/llm), [#rag](https://daily.dev/tags/rag), [#vector-search](https://daily.dev/tags/vector-search), [#singlestore](https://daily.dev/tags/singlestore) [View this post on daily.dev](https://daily.dev/posts/context-engineering-a-definitive-guide-wbko2k9kr)