Survey: a third of senior developers say over half their code is AI-generated

I have over 30 years of experience and recently used Claude Opus 4.1 (via browser and claude.ai) to generate an ECMA-335 and an LLVM code generator for a compiler, and a Qt adapter for the Mono soft debugging protocol. Each task resulted in 2-3kLOC of C++.

The Claude experience was mixed; there is a high probability that the system doesn't respond or just quickly shows an overloaded message and does nothing. If it generates code, I quckly run in some output limitation and have to manually press "continue", and then often the result gets scrambled (i.e. the order of the generated code fragments gets mixed up, which requires another round with Claude to fix).

After this process, the resulting code then compiled immediately, which impressed me. But it is full of omissions and logical errors. I am still testing and correcting. All in all, I can't say at this point that Claude has really taken any work off my hands. In order to understand the code and assess the correctness of the intermediate results, I need to know exactly how to implement the problem myself. And you have to test everything in detail and do a lot of redesigning and correcting. Some implementations are just stubs, and even after several attempts, there was still no implementation.

In my opinion, what is currently available (via my $20 subscription) is impressive, but it neither replaces experience nor does it really save time.

So yes, now I'm one of the 30% seniors who used AI tools, but I didn't really benefit from them in these specific tasks. Not surprisingly, also the original blog states, that nearly 30% of senior developers report "editing AI output enough to offset most of the time savings". So not really a success so far. But all in all I'm still impressed.

Instead I provided Claude with the source code of a transpiler to C (one file) which is known to work, uses the same IR as the new code generators were supposed to use.

This is a controlled experiment with a clear and complete input and clear expectations and specifications of the output. I don't think I would be able to clearly isolate the contributions and assess the performance of Claude when it has access to arbitrary parts of the source code.

That's not the part it saves me time in, it saves me time in looking up the documentation. Other than that, it might be slower, because the larger the code change is, the more time I need to spend reviewing, and past a point I just can't be bothered.

The best way I've found is to have it write small functions, and then I tell it to compose them together. That way, I know exactly what's happening in the code, and I can trust that it works correctly. Cursor is probably a better way to do that than Claude Code, though.