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Ever wondered if GPT-4 knows who you are?
A new tool called 'In the Weights' just made it possible to find out by scanning AI models to see if your name is baked into their training data.
It's like Googling yourself, but for the robot brains that might replace us.
But wait, there's more:
AI doctors are now outdiagnosing human physicians in head-to-head studies
A new Mac video editor lets you generate and edit AI footage in one place
I'm Alex. Welcome to L8R by Innov8.
Let's dive deep ๐ฐ
In today's post:
A tool that tells you if AI knows who you are
AI doctors now beat humans at diagnosing patients
Mac gets a video editor built for the AI era
Are You Famous to AI? Find Out Now
You can finally see if AI models actually know who you are.
A new site called 'In the Weights' checks if your name is baked right into their brains.
It proves if you are truly famous in the age of AI.
The details:
The site launched on June 18, 2026. It was built by Joey Flynn and Thomas Dimson, the guy who made Instagram's old recommendation algorithm.
It asks multiple AI models about you and gives you a 'strength score' based on how well they remember you.
The tool forces models to use only their training data. They cannot cheat by using live web searches.
Your results show up as cool retro pixel-art profile cards.
Having a common name ruins your score, and smaller models are much harder to impress.
Why it matters:
Fame used to be about follower counts or Google search results.
Now, it is about being permanently written into AI memory.
As AI models become our main way to find information, being 'in the weights' is the ultimate flex for creators and brands.
If the AI knows you without searching the web, you have made a real digital footprint.
๐ก L8R's Take:
This tool exposes how much these models actually memorize.
Do not feel bad if you get a low score, especially if you have a common name.
Most of us are just noise to the AI right now, and that is honestly a good thing for privacy.
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AI Agents Are Beating Doctors at Their Own Game
Two new AI agents just proved they can diagnose patients better than human doctors.
Researchers tested MIRA and AMIE in simulated clinics, and the results are wild.
These bots aren't just guessing a sickness; they are managing entire patient workflows.
The details:
MIRA, built by German researchers, hit 88% diagnostic accuracy compared to 78% for human doctors on 574 emergency cases.
Google's AMIE agent matched or beat 21 primary care doctors in 100 multi-visit patient scenarios.
These agents can do it all, from ordering lab tests and prescribing meds to scheduling surgeries.
Both studies were published in the journal Nature on June 17, 2026.
The tests ran in simulated environments, so the AI did not have to deal with real physical exams or messy human behavior yet.
Why it matters:
We are moving past basic AI symptom checkers.
These are full-blown medical agents making complex, multi-step decisions.
If they can safely move from simulations to real hospitals, they will fix massive doctor shortages.
But they still need to prove they can handle real-world patients first.
๐ก L8R's Take:
Doctors should not panic about losing their jobs, but they should get ready for a massive upgrade.
An AI agent will soon be the smartest assistant in the room.
If a doctor refuses to use it, they are putting their patients at risk.
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Say Goodbye to Bouncing Between AI Video Tools
Video editing just got a massive upgrade for the AI era.
Palmier Pro is a new Mac-native editor that lets you generate and edit AI clips right on your timeline.
It fixes the annoying process of jumping between web tools and desktop software.
The details:
You can generate video, audio, and images directly in the app using models like Kling V3, Seedance 2.0, Veo 3.1, and Grok Imagine.
The app ships with a local server so AI agents like Claude and Cursor can actually trim, reorder, and edit your footage for you.
Every clip keeps its prompt history and reference images attached, so you never lose track of how you made it.
Projects export easily to Adobe Premiere Pro and DaVinci Resolve if you need to finish them elsewhere.
The base software is free and open-source, while AI generation credits start at $29 a month.
Why it matters:
Making AI videos used to be a huge mess.
You had to generate a clip on a website, download it, and drag it into your editor.
Palmier changes the game by putting everything in one place.
It turns AI agents into active co-editors instead of just passive tools.
๐ก L8R's Take:
This is exactly what the creator economy needs right now.
Web-based AI tools are clunky and slow down real work.
Palmier Pro is going to steal a ton of users from Adobe if they do not catch up fast.
๐ Quick L8R Summary
In the Weights: New tool shows if AI models actually know who you are by checking their internal memory.
AI Doctors: Two new AI agents beat human doctors at diagnosing patients in controlled tests.
Palmier Pro: Mac video editor lets you generate and edit AI footage without leaving the app.
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