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[ARTICLE · art-138261] src=dotnetperls.com ↗ pub= topic=large-language-models verified=true sentiment=↑ positive

Generated Code with GPT-6-Sol

GPT-6-Sol generated correct Rust code from two Markdown specifications in under a minute for about $0.07, according to a developer's first-person account of spec-driven development. The same two code generations took the author's local model roughly an hour at 100% GPU usage and an estimated $0.05 in electricity, while GPT-6-Luna failed to produce correct Rust code. The author reported promising results generating optimized code from specs, with weaker local models reserved for maintaining glue code.

read1 min views1 publishedSep 23, 2026

I have recently been trying to replace some Rust functions with specifications written in Markdown. Then I can just use an LLM to generate the function according to the specification. I used a local model to generate the code correctly, but I decided to try some online models.

At first I tried GPT-6-Luna. It did not manage to generate correct Rust code. I then tried GPT-6-Sol, and it worked well—it took GPT-6-Sol less than a minute to generate the code for the 2 specs, while my local model took around an hour.

GPT-6-Sol cost me about $0.07 (7 cents) for the 2 code generations I did. Meanwhile, my local model, which ran for about 60 minutes at 100% GPU usage, likely cost me as much as $0.05 in electricity (5 cents). So I did not save much money by using a slower, weaker model at home.

I had GPT-6-Sol generate more optimized code as well, so the task was a success. Getting used to spec-driven development will take some time, but I have had promising results so far—it seems like a big, powerful model can generate code from these specs, while a weaker, local model could be used for maintaining glue code in the rest of the program.

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