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GPT-6-Luna and Specs

GPT-6-Luna condensed two Rust functions totaling roughly 80 lines into a single 30-line function in 21 seconds for $0.0011, according to a developer's account of a spec-driven code generation test. The developer wrote a spec for the functions, sent it to GPT-6-Luna, reviewed the output, and confirmed the generated code used early returns to eliminate at least one branch and passed testing. The developer concluded that spec-driven development may become a more prominent part of software development, with the spec potentially mattering more than the code.

read1 min views1 publishedOct 10, 2026

This is probably not going to shock anyone, but I generated some more Rust code with GPT-6-Luna today. I had a Rust function (well 2 functions) that was around 80 lines of code. I decided to write a spec for it, and then sent it to GPT-6-Luna for code generation.

GPT-6-Luna responded with a new function, and one that was only 30 lines of code.

• I reviewed the function; it seems GPT used early returns, which reduced at least one branch, and combined both functions into one.

• I tested it and it worked correctly.

• I would not be surprised if it was faster than my old code too, due to having one fewer branch.

It seems to me that spec-driven development may become a more prominent part of software development. It is likely the spec will become more important than the code. In any case, Luna did the code gen in 21 seconds for only $0.0011—it seems like a good model to do simpler code generations with.

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