# Beyond the Buzzwords: What AI Engineering Actually Means
Article summary
Quick briefing — cleaned from the original RSS feed
Every week there's a new term you're supposed to already know: vibe coding, context engineering, RAG, GraphRAG, MCP, agentic workflows. Miss one and it feels like you fell behind. Here's the relief: you didn't. Most of these "new" concepts are old engineering problems — retrieval, orchestration, data modeling, tool integration — wearing new names because an LLM is now in the loop. This article gives you one mental model that connects all of it, so the next buzzword that shows up is just a label…
1Key Takeaways
- Every week there's a new term you're supposed to already know: vibe coding, context engineering, RAG, GraphRAG, MCP, agentic workflows.
- Miss one and it feels like you fell behind.
- Most of these "new" concepts are old engineering problems — retrieval, orchestration, data modeling, tool integration — wearing new names because an LLM is now in the loop.
- This article gives you one mental model that connects all of it, so the next buzzword that shows up is just a label….
2AIWedia Score
8.4/10
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Based on source trust, recency, category impact, and story depth.
3Why it matters
Coding AI shifts how fast software ships and how much human review each change needs. DEV — ML reports that every week there's a new term you're supposed to already know: vibe coding, context engineering, RAG, GraphRAG, MCP, agentic workflows.
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