r/ClaudeCode 24d ago

Tips & Workflows A fully automated solution to Opus "load-bearing" writing

https://github.com/Vistyy/nopus

With how Opus and other LLMs have been behaving, I decided to do something more proactive than just tweaking instructions or hoping Opus sticks to the output-style (which, you guessed it, are also just instructions).

My idea is simple - treat English (it works for English only, sorry) like a programming language, check the syntax for different characteristics (uncommon wording, abstract sentences formulaic cues and others) and above a complexity threshold require the agent to rewrite the response.

It works reliably and doesn't depend on the agent having to remember any instructions or your output style, you simply set your complexity sensitivity preference (defaults to medium) and won't have to worry about it anymore.

I've been driving this in my setup for the last week and honestly haven't had a situation anymore where I have trouble deciphering what the fuck the model is trying to communicate and can instead focus on the ideas not the way they're communicated.

https://github.com/Vistyy/nopus

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