Prompt engineering shapes what the model says. Context engineering shapes shapes the information it's output is based on. A practical comparison for AI builders.

MCP makes LLMs powerful, but without context it also makes them risky. Learn why ungrounded MCP creates security risks and how GraphRAG closes the gap.

Learn all about why SQL2Graph RAG Tool, as part of Memgraph’s AI Toolkit was created and how it is powered by HyGM

Learn all about Unstructured2Graph RAG tool, just released as part of the Memgraph AI Toolkit, to convert unstructured text into an entity graph in minutes.

From semantic similarity to graph reasoning, understand how GraphRAG evolves RAG into a connected context engine for smarter retrieval.