Check the Facts, Then Refine the Tone
In post-generation editing, if fact-checking still comes after polishing the sentences, the result is often smooth prose that carries unverified facts out the door with it.

When generation rules only describe desired style, the result is often that boundary-crossing personas and tones aren't blocked. The safer approach: write prohibited personas and tones first, then lock this choice in with prohibitions.

Persona and tone in a document doesn't mean they've reached generation rules. The first step of translation is writing prohibited personas and tones.
If translation only shortens desired-style descriptions, field teams still encounter: boundary-crossing personas and tones aren't blocked.
Write prohibited personas and tones first. Without this, persona and tone remain as just desired style.
Persona and tone most often shift when tasks are divided up. Each department takes a palatable statement but leaves behind the corresponding rejection.
Result: outwardly, only desired style appears. Inwardly, no one can explain why boundary-crossing personas and tones weren't blocked.
The minimum unit of persona and tone isn't a whole manual—it's a judgment usable on the spot. Prohibitions should be that unit.
Field teams receive persona and tone without needing to guess what the brand team will think.
Before publishing rules, check one instance: Have prohibitions reverted to just desired style?
Rewriting isn't necessarily bad. Bad is rewriting without acknowledging that persona and tone have changed.
Leave judgment with those who use it. Brand lead, and give the field authority to reject based on prohibitions.
Training passes with one test: Can prohibitions directly reject an edge-case output?
From what cannot be delegated to on-the-ground tools: each layer answers one question only. Avoid restating persona and tone as only desired style.
This layer defines what in persona and tone cannot be transferred.
This layer distills persona and tone into verifiable conditions.
This layer specifies how persona and tone can vary across contexts.
This layer hands persona and tone to those who use it, with exceptions noted.
Note: This diagram is a conceptual framework. It explains a way of thinking and is not statistical data. Source: Qingmei Future Insights.
In generation rules, map where persona and tone are actually invoked. Don't start by restating desired style.
Use prohibitions instead of longer descriptions. Keep only content that supports 'write prohibited personas and tones first.'
Before publishing rules, ask only: Can prohibitions directly reject an edge-case output? If you can't answer, it's not yet a decision.
Owned by the brand lead. Persona and tone without an owner will be quietly altered in conflicts.
In post-generation editing, if fact-checking still comes after polishing the sentences, the result is often smooth prose that carries unverified facts out the door with it.
When adding assets to a library, using them first and clarifying ownership later often leaves no one able to explain their source when asked.
Treating an error as resolved once a single output is corrected leaves the same mistake free to recur in the next round.