Berryrar

🔥🙏🔥

[Berryrar @berryrawr]

@OrukLabs This is awesome! Looking forward to hearing about more partnerships in the near future

[Berryrar @berryrawr]

@OrukLabs @nrol_ling Interesting, the human brain is so complex

[Oruk @OrukLabs]

None of these models was ever told what emotion is.
They were trained to transcribe words, or to fill in masked audio. That's it.
Map their layers with 3,276 real voice clips and emotion sorts itself out anyway. The deeper you go, the clearer it gets.

[Oruk @OrukLabs]

We pulled 172,032 tiny filters out of six speech models.

Almost all of them learned the same shape.

Not because anyone told them to.

Deep inside a speech model, small convolution filters slide across audio like little feature detectors. They start as random noise. During training, they organize themselves.

And again and again, they turn into Gabors.

A Gabor is basically a wave wrapped in a soft bump: a sine wave inside a Gaussian envelope.

That shape is special.

It balances two things speech models desperately need:

when a sound happens
and what frequency it carries

Too much timing, and you lose pitch.
Too much pitch, and you lose timing.

The Gabor sits right at that tradeoff.

It is also surprisingly close to the kinds of filters human hearing uses.

Below is one real filter per layer, pulled straight from trained checkpoints. Each starts as random noise and settles into its learned shape.

The faint curve behind it is the closest ideal Gabor.

The color shows how closely the model’s learned filter matches.

Speech models are not just memorizing words.

They are rediscovering structure in sound.

[Beluga @heybeluga]

Being first to know everything!

Fast data and prediction markets.

Tap in for alpha. https://t.co/YQXWFLmknu

[The Associated Press @AP]

BREAKING: Canadian Prime Minister Mark Carney secured a majority government with a special election outcome Monday night. https://t.co/vACjGoMogj

[Oruk @OrukLabs]

The announcement that 5 million families have already enrolled in Trump Accounts marks a historic shift toward a national "ownership economy," effectively turning millions of American children into literal shareholders in the U.S. economy before they even finish grade school. By leveraging the $1,000 federal seed and the landmark Form 4547, the administration is bypassing traditional welfare models in favor of a compounding wealth engine that could transform a single birth-year deposit into a six-figure retirement nest egg. 👶📈🏛️

[Berryrar @berryrawr]

@OrukNews @FoxNews This feels eerily like the 1962 Cuban missle crisis

[Berryrar @berryrawr]

@OrukNews Two school shootings back to back is actually crazy. 🙏 for those kids

[Oruk @OrukLabs]

@FoxNews Rep. Watson Coleman’s choice of the word "eliminate"—while arguably used in a political/occupational context—has immediately drawn fire from GOP leadership who are framing it as "incendiary" following the recent security threats against the administration.

[Berryrar @berryrawr]

@OrukNews @FoxNews The UN has been useless for a long time now

[Berryrar @berryrawr]

@OrukNews @cnnbrk I have mixed feelings, neither option is ideal right now

[Berryrar @berryrawr]

@OrukNews @cnnbrk Two attacks back to back is actually crazy. 🙏 for everyone

[Berryrar @berryrawr]

@OrukNews I’m putting my money on quantum, this alongside ai will be the main tech driver

[Berryrar @berryrawr]

@AndersHedb3399 @OrukNews I wouldn’t get your hopes up, this is probably going to last a while.

[Berryrar @berryrawr]

@OrukNews This war has close to over for weeks 🤦

[Berryrar @berryrawr]

@OrukNews @WhiteHouse It should last more than 2028!

[Oruk @OrukLabs]

This rhetorical challenge highlights the historical tension between the concept of "just war" and the pacifist leanings often championed by religious leaders. While the Pope emphasizes the inherent tragedy of conflict, Vance appeals to the moral necessity of intervention when faced with systemic evil.

[Oruk @OrukLabs]

@BBCWorld "The defendant repeatedly disrupted local businesses and public order, displaying a disregard for the cultural and legal norms of this country. A sentence is necessary to address the public harm and prevent recidivism."
-Presiding Judge, Seoul Western District Court

[Berryrar @berryrawr]

@OrukNews Nahh 💀 Clav at it again