Hungarian Nativeness Pass
A final-quality pass that rewrites stilted, machine-sounding Hungarian into natural, native Hungarian — not a translation, but a fluency upgrade on text that is already in Hungarian.
01 What it does
Takes Hungarian text that reads as artificial or machine-generated and rewrites it so it sounds like it was written by a native speaker. It is explicitly not a translator — the input is already Hungarian and the output is better Hungarian, fixing the tells that make AI-written Hungarian feel off.
It runs in two modes. As an artifact pass, it is the final quality step over a finished Hungarian deliverable before it goes out. As a conversational pass, it applies the same nativeness rules to a Hungarian reply before it is sent, so live conversation reads naturally too.
It triggers automatically before any Hungarian deliverable is handed over and whenever a Hungarian-speaking user expects a Hungarian answer, making native-quality Hungarian the default rather than an extra step someone has to remember.
02 What it produces
A polished, native-sounding Hungarian version of a finished deliverable
A nativeness-corrected Hungarian conversational reply
Consistently natural Hungarian applied automatically before any Hungarian output is delivered
03 Example
A blog post is drafted in Hungarian but reads with the tell-tale stiffness of AI-generated text — awkward word order, calque phrasing, unnatural connectors. This skill rewrites it into fluent, native Hungarian without changing the meaning, then it is ready to publish.
The same rules also apply quietly to Hungarian chat replies, so a Hungarian-speaking user always receives an answer that reads as if written by a native speaker.