vibe coding vs AI assisted coding

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I tried this myself on a large, complex code base I was unfamiliar with — to try to get that first-hand experience so that I could have an informed opinion. I actually found that use-case useful.

It sped up hours or days of tedious work.

I can see how software-engineers would find this particular activity useful — to ask an LLM questions about large, complex, unfamiliar code base.

vibe coding vs AI assisted coding

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Another interesting thing is — MCP (Model Context Protocol).

Where software-engineers are creating a type of server. Sort of like a web application server — but it speaks MCP rather than HTTP.

(MCP is just JSON-RPC 2.0 with certain methods communicated over STDIN and STDOUT.)

And, the MCP developer uses an LLM as a type of front-end for their MCP server.

That use is NOT Vibe Coding either.

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