AI article
I built a tree format for LLM code edits. Against a fair baseline, it only wins where structure matters
Community description: When an LLM edits code, it usually works on text: it rewrites the file, or it finds a string and...
Dev.to | Nov 6, 2026 | R4F4 05
Automated excerpt
My first benchmark compared Nodast with the model rewriting the whole TypeScript file. On a 500-line file, changing one constant: Nodast with tools: 1,122 input tokens, 57 output tokens, 4.5 s About a hundred times less output. Against that fair text agent, on the same single-constant edit, Nodast tied.
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