For zero touch modes, node model nodes, extensions, and view extensions I have found AI assisted autocomplete in visual studio more effective than any tool building larger prompts.
There are three problems I keep seeing with ‘complete build’ tooling attempts.
The first is that there is just too much noise from other languages so you get significant use of made up methods and such. My favorite from my last sampling was something like Vertex vert = new Vertex(point.X, point.Y, point.Z);. A good MCP setup could offset that, but that gets us into problem 2.
Problem two is that configuring a system that gets it all right takes 4x the effort to use the system that does little steps, and the technology is changed so often and without notice so things can (and will) stop working midway though the day. Claude’s recent evolution in the model that tells ‘go to bed’ is a good example of this. Something changed and no one knows what or why but you have to reconfigure your setup to account for it.
Thirdly is that little changes are digestible to humans. If the inner workings of a method are provided I can read line by line. But when the output is a full solution with 4+ projects and 25 interconnected and cross referenced classes… well no one is reading all of that, so if it works correctly is anyone’s guess, and how to fix the inevitable bug even more so. Likely a new user prompt ‘hey the code you built stopped working and I can figure out where or why please help’ and a response of ‘you’re absolutely right let me delete it all and try again’. That is assuming they haven’t used up all their tokens for the month yet or the service isn’t rate limited at the moment.
And as cool as LLM tools are, those issues coupled with the price and reliability may panning out in the long term. Microsoft has announced that Claude is too costly and is ditching their licenses accordingly. Uber used all of its annual token budget in under 4 months. Costs for the popular LLMs are skyrocketing. And 70% of executives have reached the ‘confirm there is ROI or we pull the plug next year’.
And so I recommend using the tools in baby steps not in big dives. All of that could change any day now, but for now my money is on the targeted use of the tortoise not the full builds of the hare.

