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YesClaude Code · 7 Dec 2025

I spent a day writing a spec (by hand, with some editing advice from Claude Code), having it reviewed as a document for humans by humans, and feeding it into Opus 4.5 on some test cases

sunshowers on Hacker News

In the thread “Using LLMs at Oxide”, replying to this comment

Helped: Writing a detailed spec by hand before generation.

I'm not sure about research, but I've used LLMs for a few things here at Oxide with (what I hope is) appropriate judgment. I'm currently trying out using Opus 4.5 to take care of a gnarly code reorganization that would take a human most of a week to do -- I spent a day writing a spec (by hand, with some editing advice from Claude Code), having it reviewed as a document for humans by humans, and feeding it into Opus 4.5 on some test cases. It seems to work well. …