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[ARTICLE · art-139120] src=dotnetperls.com ↗ pub= topic=large-language-models verified=true sentiment=↑ positive

Used GLM 5.3 Flash for Code

A developer used OpenRouter to run GLM 5.3 Flash on two Rust functions generated from written specs, paying about $0.03 total for the work. The developer reported the model coded the functions well, worked quickly, and produced optimizations better than the original versions, concluding that generating code from a handful of specs via chat on OpenRouter is cost-efficient even with models like GPT-6-Sol.

read1 min views1 publishedSep 24, 2026

Yesterday I wrote 2 more specs for my program, and needed a LLM to generate the code. I used OpenRouter and decided to try out GLM 5.3 Flash. My total bill for the endeavor came out to about 3 cents ($0.03).

After using GLM 5.3 Flash I can see why some people want to buy expensive computers and run it locally all day—it is a nice model. It coded the functions well, and worked quickly. Both of the Rust functions were optimized in ways better than the original versions.

Some notes on spec-driven development: • There is a "complexity level" that is ideal.

• Writing a complete spec for a simple function is kind of a waste of time; and code that is too complex also needs more than a single specification.

• Using a handful of specs and generating code for them via chat on OpenRouter is surprisingly cost-efficient, even with models like GPT-6-Sol.

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