- AI Career Whisperer
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- Formatting Isn’t Obedience. It’s Interoperability.
Formatting Isn’t Obedience. It’s Interoperability.

Most people think formatting is about shrinking yourself to fit.
To say the right thing.
To not get filtered out.
But that’s not the future we’re building.
Because in the new world of AI + work, formatting isn’t about obedience.
It’s about interoperability.
🧠 AI systems are learning how to read us.
But we still choose how we show up.
And the way you translate your presence: your clarity, your pause, your pattern-
is how you stay legible without being reduced.
We’re not formatting to perform.
We’re formatting to connect.
To be understood by humans and machines without losing who we are.
You don’t need to optimize your humanity.
You just need to make sure it’s readable.
📡 Careers aren’t disappearing.
They’re being interpreted.
Let’s make sure the interpretation matches who you really are.
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👁️ I help people format signal, not performance.
DM if your clarity feels misread.
We’ll translate, together.