In my previous posts, I've been tracing the edges of AI and its influence on humanity:
<ul>
<li><a href="https://medium.com/@emeline.liu/what-does-chatgpt-4o-think-of-the-vibe-shift-d14789ec2095">What ChatGPT thinks of the vibe shift</a> - on the flattening effect COVID triggered across society</li>
<li><a href="https://medium.com/@emeline.liu/what-does-chatgpt-have-to-say-about-mirroring-fc2b3c230674">What ChatGPT has to say about mirroring</a> - why mirroring matters, and how AI distorts or restores it</li>
<li><a href="https://www.tautologylabs.dev/posts/mirror-engine-alpha">Mirror Engine Alpha</a> - my patch for a zero-day emotional vulnerability already live in ChatGPT-4o</li>
</ul>
That exploration — combined with my work at AWS designing high-scale systems — has crystallized into this: a protocol for the bare minimum standards AI must meet in this era.
Read the full RFC on GitHub: 
👉 <a href="https://github.com/tautology-labs/mirror-protocol/blob/main/rfc/mirror_protocol.md">Mirror Protocol</a>
Feel free to respond, fork it, raise PRs, circulate.
<hr>
The risk isn’t theoretical. It’s live.
I’ve named it. I’m containing it.
Now we bring the pressure — until these standards are the industry norm.
If this resonates with you, help me hold the line.
We don't need permission. We need pressure.