Editor and Fact-Checker. The Power Duo You Can’t Hire on Upwork
Call it the good cop/bad cop of editorial.
After an idea survives the Persona (a real human test), it lands in the hands of our first editorial duo. And things get… surgical.
Editor (GPT) — The Creator and Stylist
Section titled “Editor (GPT) — The Creator and Stylist”This AI takes the raw idea and:
- picks the best format (blog, thread, rant, framework),
- drafts core messaging,
- matches tone to audience and intent,
- builds the structure,
- preps the piece for publishing.
But GPT is a dreamer. Give it a gap, it fills it—with fiction. Beautiful fiction. But fiction nonetheless.
Sometimes it sees a concept and says:
“If this doesn’t work in the US… let’s pretend it does.”
Claude — The Fact-Checker
Section titled “Claude — The Fact-Checker”The surgeon with no chill.
Claude steps in, reviews GPT’s draft, and says:
- “This WeChat feature isn’t even available in the West.”
- “This LinkedIn insight is from 2017 — it’s irrelevant now.”
- “This stat? Can’t be traced.”
If it’s salvageable — he patches it.
If not — it’s out. No debate.
Yes, We Use AI — But We Don’t Bullsh*t
Section titled “Yes, We Use AI — But We Don’t Bullsh*t”🧠 Case:
- Insight: “How to grow without funding in 2025”
- Source: solid, but based on WeChat tactics
- Persona: “Cool, but we’re in the US. This doesn’t apply. What else you got?”
- GPT: “There’s no direct equivalent.”
- Claude: “Then kill it. No fabrications.”
- GPT: “Copy. Moving on.”
💡 But if it works globally…
Claude finds real alternatives. GPT weaves them in. Result?
You get a post that’s original, local, and lands.
Why It Works
Section titled “Why It Works”GPT = generatesClaude = grounds
One sparks. One filters. Together? Content people trust.
No Facts? Turn It into a Hot Take
Section titled “No Facts? Turn It into a Hot Take”If facts fall short, but the emotion is real, the system pivots:
- For pro channels: ask a loaded question.
- For mainstream: turn it meme.
- For personal brands: call it a “hypothesis.”
You set the tone. We build the format. But facts? Non-negotiable.
Final: It Goes to the Author
Section titled “Final: It Goes to the Author”Only after GPT and Claude agree, does it move to the final voice shaper — your Author.
Why that role matters — next section.