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🎶World, the time has come to push the button World, the time has come to push the button World, the time has come to push the button World, my finger is on the button My finger is on the button My finger is on the button "Push the button"🎶

You need credentials and a PhD is a standard one. But those days a single impactful project on GitHub can indeed go a long way.

Removed a post about the linear bias and softmax, as the phrasing gave the impression that the per-component bias did not matter, while it does (it plays the role of the prior).

I do not know anybody reasonable that believes a diploma is a necessary condition for being competent. The problem is entirely about information about someone you don't know. The best is to have worked with the person, 2nd best that someone you trust has, 3rd git/diploma.

You may think cheesy or trashy AI partner, or comedy show à la friends, but it may be "tonight make it like Plato's symposium for dinner"

🌿Introducing NaturalThoughts 🌿 arxiv.org/abs/2507.01921 🎯 Data curation for general reasoning capabilities is still relatively underexplored. - We systematically compare different metrics for selecting high-quality and diverse reasoning traces in terms of data efficiency in

So I take from all that that there is no theorised model of society where the elected people are somehow forced to work for the common good?

And it is a balancing act because (1) common sense is 99.9% of the time correct (2) there are many crackpot scientific theories out there.

Variational inference is the stuff

Gen AI + dwarf fortress + Skyrim

"VCs call our game fentanyl, lol"

It will take time to synchronize our instinctive trust in visual signals as carriers of truth with our intellectual understanding of the absolute genAI lies.