Alexander helios

[How To Prompt @HowToPrompt__]

LLMs can now talk to each other without words.

MIT researchers have developed a system where LLMs communicate by directly transferring internal states without using language.

They called it "telepathy."

Right now, multi-agent systems are fundamentally limited. When one AI agent needs to hand off work to another, it has to write out a text summary, and the receiving agent has to read it from scratch.

This is incredibly inefficient. It wastes huge amounts of compute, limits bandwidth, and loses critical nuance.

Researchers call text a "narrow channel" that forces AI to communicate like humans do.

But an AI isn’t human. It builds a much deeper internal representation of its context, called a Key-Value (KV) cache.

A new paper out of MIT CSAIL just introduced SwaT (Swarm Telepathy).

Instead of forcing agents to talk via text, SwaT allows them to transfer their KV-cache directly to each other.

It is quite literally machine telepathy.

Even crazier? This works across different model families, architectures, and sizes. You can have a 4B parameter model from one company beam its latent state directly into a 32B model from another company. The receiving model doesn't have to read a single word of the original text.

And the results are staggering.

Combined with cache compression, SwaT beats text-to-text agent communication by an average of 40% in accuracy, while running 4x faster.

It even transferred vision capabilities from a Vision-Language Model to a text-only model, without the receiver ever seeing an image, and despite SwaT only being trained on text.

We are watching the birth of a unified, cross-model latent language.

Agents will no longer just talk to each other. They will share minds.

[Decoding Fox News @DecodingFoxNews]

A thread 🧵If you wanted to watch seven hours of Fox News personalities losing their ever-loving minds on election night but don't want to waste seven hours of your life I've condensed it for you. Hour 1 - DENIAL - They had no idea what was coming 1/7

[Liam Nissan™ @theliamnissan]

MAGA is going down faster than Lauren Boebert in a truck stop bathroom

[Dexerto @Dexerto]

Stick Run creator Manuel Otto has died aged 30, the game studio has announced

His death was confirmed after an apparent suicide by self-immolation during a Twitch livestream

[Alexander helios @Janiveux]

Culio

[Mauricio Tarno 🍏 @Mautar555]

@PetaIS0L That's just Juan. Maybe they just tried to call it Julio, like the César emperor.

[Alexander helios @Janiveux]

@bouncyclown

[andi (twocents.com) @Nexuist]

this is my emotional support carwash. whenever I get sad I ssh into this Montenegrin carwash I found on shodan 12 years ago and spin the rollers a bit. makes me feel real again

[smol silly cat @Catsillyness]

skrungly

[brandon* @brndxix]

the free speech demon strikes again

[Joe Biden @JoeBiden]

I want to ban assault weapons and require universal background checks.

Trump promised the NRA that he’d do nothing about guns.

And he means it.

[Pyotr Kurzin @PyotrsKurzin]

Insane set of details here. Not just one but two sets of sniper teams looking DIRECTLY towards to the shooters location yet failed to respond.

[Pyotr Kurzin @PyotrsKurzin]

🚨 WARNING GRAPHIC:

First footage of the alleged shooter seemingly shot by Trumps secret service.

[NOELREPORTS 🇪🇺 🇺🇦 @NOELreports]

😳The sound of shooting was heard during Trump's speech in Pennsylvania, he interrupted his speech and left the site, his ear was bleeding.

[Angry Staffer @Angry_Staffer]

Holy shit. There were shots fired at a Trump rally.

Trump appears to be bleeding from his ear.

[Right Wing Watch @RightWingWatch]

Now that "likes" are no longer publicly visible on this platform, neo-Nazi Jon Miller says his antisemitic Holocaust-denying content is getting a lot more likes since people—like Kevin Sorbo, apparently—no longer "have to worry about it being public."

[Thankful Brian Graham 🦬🦃 @iroasmas]

i hold a record on the kobayashi maru. i’m the fastest person to ever say it was a no-win situation. they said, “george, we haven’t even finished explaining it yet.” i said, “doesn’t matter. can’t be done.”

they accused me of cheating. there were hearings, inquiries.