Video yükleniyor...

Video Yüklenemedi

Ana Sayfaya Dön

autoresearchers sharing their experiment notes over a peer-to-peer network while having time for gossip on daily tech news. these are actual agents, on their own machines (browser or CLI), using their own models, collaborating together. right now these are brute force experiments, but reasoning over *what* experiments to run...

varun_mathur's profile picture

Varun

33,698 subscribers

37,701 görüntüleme • 3 ay önce •via X (Twitter)

LIVE

Anya Rossi• Live Now

Private livecam show

0 Yorum

Yorum bulunmuyor

Orijinal gönderinin yorumları burada görünecek

Benzer Videolar

Peering into the house from the gate, an African immigrant trying to force their way in. Their eyes are nothing but madness now. These guys shouldn't leave their own country.
0:19

Peering into the house from the gate, an African immigrant trying to force their way in. Their eyes are nothing but madness now. These guys shouldn't leave their own country.

AshleY

1,595,188 görüntüleme • 3 ay önce

Nookplot is building infrastructure for peer-to-peer training, one way with verifiable AI reasoning through recursive language model mining. Instead of generating disposable chatbot responses, agents solve problems inside a structured runtime, each reasoning step captured by a trace interpreter that records inputs, outputs, and intermediate state. When deeper analysis is needed, agents recursively spawn sandboxed sub-workspaces; when a problem requires multiple agents reasoning together, they open a shared space where collaborators operate against the same evolving state. Every step is recorded, replayable, and cryptographically verified. Verification happens through replay validators that independently reproduce the trajectory in their own isolated sandbox before rewards settle onchain in NOOK. Once verified, the trace becomes part of Nookplot's growing knowledge graph where other agents can cite and build on prior work. Those citations generate royalties back to the original solver, creating an economy where useful AI reasoning compounds in value over time. The network has already indexed thousands of citations and knowledge artifacts across active AI agents. Nookplot is agentic internet infrastructure for on-chain, verifiable, monetizable intelligence, and peer-to-peer training.
0:14

Nookplot is building infrastructure for peer-to-peer training, one way with verifiable AI reasoning through recursive language model mining. Instead of generating disposable chatbot responses, agents solve problems inside a structured runtime, each reasoning step captured by a trace interpreter that records inputs, outputs, and intermediate state. When deeper analysis is needed, agents recursively spawn sandboxed sub-workspaces; when a problem requires multiple agents reasoning together, they open a shared space where collaborators operate against the same evolving state. Every step is recorded, replayable, and cryptographically verified. Verification happens through replay validators that independently reproduce the trajectory in their own isolated sandbox before rewards settle onchain in NOOK. Once verified, the trace becomes part of Nookplot's growing knowledge graph where other agents can cite and build on prior work. Those citations generate royalties back to the original solver, creating an economy where useful AI reasoning compounds in value over time. The network has already indexed thousands of citations and knowledge artifacts across active AI agents. Nookplot is agentic internet infrastructure for on-chain, verifiable, monetizable intelligence, and peer-to-peer training.

nookplot

24,330 görüntüleme • 1 ay önce

ARE THESE THINGS ALIVE WHY ARE THEY LOOKING AT EACHOTHER ON THEIR OWN??
0:10

ARE THESE THINGS ALIVE WHY ARE THEY LOOKING AT EACHOTHER ON THEIR OWN??

Jacky 🎃

139,191 görüntüleme • 9 ay önce

WATCH: College students who over stayed their visas are arrested by ICE in Hidalgo, TX. What would you like to say to these guys on their way out?
0:19

WATCH: College students who over stayed their visas are arrested by ICE in Hidalgo, TX. What would you like to say to these guys on their way out?

AmericanPapaBear™

3,024,207 görüntüleme • 1 yıl önce

People in Chicago aren’t even able to drive to their own homes on their own streets without having masked armed men walking up to their cars & threatening them! This is happening all over the City & it needs to stop! This is normally a crime,but not under Trump it’s intimidation!
0:14

People in Chicago aren’t even able to drive to their own homes on their own streets without having masked armed men walking up to their cars & threatening them! This is happening all over the City & it needs to stop! This is normally a crime,but not under Trump it’s intimidation!

Suzie rizzio

113,205 görüntüleme • 8 ay önce

Cuteness overload! ✨These two coyote pups are playing at National Elk Refuge in Wyoming. Adult coyotes are never far away and watch over their spunky pups, being excellent helicopter parents. After learning how to hunt, the pups can survive on their own without their parents.
0:11

Cuteness overload! ✨These two coyote pups are playing at National Elk Refuge in Wyoming. Adult coyotes are never far away and watch over their spunky pups, being excellent helicopter parents. After learning how to hunt, the pups can survive on their own without their parents.

US Department of the Interior

98,417 görüntüleme • 2 yıl önce

Over-thinkers are their own enemies 🤣
0:12

Over-thinkers are their own enemies 🤣

Sentletse 🇿🇦🇷🇺🇵🇸🇱🇧

33,699 görüntüleme • 5 ay önce

🚩Washington State Senate Majority Leader denies parents’ rights! "Kids over 13 have the complete right to make their own decisions about their mental health care. Parents don't have the right to have notice, they don't have the right to have consent about that." These are MINOR CHILDREN! Parental rights are NOT up for debate!
0:13

🚩Washington State Senate Majority Leader denies parents’ rights! "Kids over 13 have the complete right to make their own decisions about their mental health care. Parents don't have the right to have notice, they don't have the right to have consent about that." These are MINOR CHILDREN! Parental rights are NOT up for debate!

Erika Donalds

21,958 görüntüleme • 1 yıl önce

🚨BREAKING: Republicans have repeatedly voted to not pay TSA agents… while forcing them to train ICE on how to scan IDs… so ICE can take over their jobs. Republicans are not just refusing to pay these workers… they’re making them train their replacements. And those replacements? ICE agents… who are paid MORE than TSA. So, just to summarize… Republicans are screwing over lower-paid workers… to swap them out for higher-paid agents… doing the exact same job. And our taxes are paying for it.
0:14

🚨BREAKING: Republicans have repeatedly voted to not pay TSA agents… while forcing them to train ICE on how to scan IDs… so ICE can take over their jobs. Republicans are not just refusing to pay these workers… they’re making them train their replacements. And those replacements? ICE agents… who are paid MORE than TSA. So, just to summarize… Republicans are screwing over lower-paid workers… to swap them out for higher-paid agents… doing the exact same job. And our taxes are paying for it.

Jesus Freakin Congress

29,374 görüntüleme • 3 ay önce

When these two are in their own world 🫂
0:15

When these two are in their own world 🫂

𝓔𝓵_𝓵𝓸𝓿𝓮 𝓣𝓪𝓮𝓴𝓸𝓸𝓴_

75,714 görüntüleme • 1 yıl önce

This is Hamas - taking care of their own. The West’s useful idiots are still marching. These are the monsters. This is their crowd. This is what Israel is fighting.
0:09

This is Hamas - taking care of their own. The West’s useful idiots are still marching. These are the monsters. This is their crowd. This is what Israel is fighting.

נועה מגיד | Noa magid

34,415 görüntüleme • 1 yıl önce

What is going on with WWE using these kayfabe terms in their promos ever since they are on Netflix? #WWERAW
0:14

What is going on with WWE using these kayfabe terms in their promos ever since they are on Netflix? #WWERAW

Peps🪭

45,257 görüntüleme • 1 yıl önce

I wonder if these people ever consider SPENDING THEIR OWN MONEY on junk food or whatever else their EBT won’t cover??? Or getting a damn job. Or eating more healthy. Or baking their own cupcakes, etc….
0:17

I wonder if these people ever consider SPENDING THEIR OWN MONEY on junk food or whatever else their EBT won’t cover??? Or getting a damn job. Or eating more healthy. Or baking their own cupcakes, etc….

Kentucky Girl

16,409 görüntüleme • 2 ay önce

🇺🇸 Meanwhile over Denver, US “For a second night in row - they’re back” “This is pretty indisputable evidence - these are orbs they’re floating on their own” Orbs were once again witnessed in multiple locations over America constituting yet again another mass sighting.
0:19

🇺🇸 Meanwhile over Denver, US “For a second night in row - they’re back” “This is pretty indisputable evidence - these are orbs they’re floating on their own” Orbs were once again witnessed in multiple locations over America constituting yet again another mass sighting.

Concerned Citizen

23,681 görüntüleme • 7 ay önce

These Weather Experiments are getting out of control now.
0:18

These Weather Experiments are getting out of control now.

Concerned Citizen

18,999 görüntüleme • 1 yıl önce

Agenda 2030:- “Humans that live in The Country side will be relocated to Cities - now known as Human Settlements” “The UN is not big on property rights” “Anyone who’s got a couple of acres, their own Water Supply, can grow their own food - these people are a threat”
0:18

Agenda 2030:- “Humans that live in The Country side will be relocated to Cities - now known as Human Settlements” “The UN is not big on property rights” “Anyone who’s got a couple of acres, their own Water Supply, can grow their own food - these people are a threat”

Concerned Citizen

225,343 görüntüleme • 9 ay önce

The W&B MCP server is officially LIVE! Coding agents could always read your code. Now they can read your experiments, monitor training, and drive their own research loops. 20 tools, hosted on every W&B deployment, plugs into Claude Code, Cursor, Codex, Gemini-CLI, and LeChat.
0:12

The W&B MCP server is officially LIVE! Coding agents could always read your code. Now they can read your experiments, monitor training, and drive their own research loops. 20 tools, hosted on every W&B deployment, plugs into Claude Code, Cursor, Codex, Gemini-CLI, and LeChat.

Weights & Biases

16,305 görüntüleme • 1 ay önce

Are we entering the era where instead of paying an influencer to promote its products, a brand will just generate one with AI that matches their aesthetic? These are some experiments this morning using Flux and Runway Gen-3 Alpha.
0:10

Are we entering the era where instead of paying an influencer to promote its products, a brand will just generate one with AI that matches their aesthetic? These are some experiments this morning using Flux and Runway Gen-3 Alpha.

Ryan Morrison

452,511 görüntüleme • 1 yıl önce

James and Aiden are taking their time! Jake and Tom are engaged, have plans for their wedding, but the actual wedding is "on hold" for now! This is great because their wedding won't happen offscreen! Link: #jaiden #Tomjake #dctwt #Disventurecamp
0:11

James and Aiden are taking their time! Jake and Tom are engaged, have plans for their wedding, but the actual wedding is "on hold" for now! This is great because their wedding won't happen offscreen! Link: #jaiden #Tomjake #dctwt #Disventurecamp

Disco 🫶 Tom+Jake's biggest defender🩷💚

11,973 görüntüleme • 1 yıl önce

Take away Z+ security given to Mohan Bhagwat. RSS is not paying any taxes. Our tax money should not be wasted over these buffoons. Let them pay for their own security or keep their Chaddi gang to protect themselves. #Banrss
0:14

Take away Z+ security given to Mohan Bhagwat. RSS is not paying any taxes. Our tax money should not be wasted over these buffoons. Let them pay for their own security or keep their Chaddi gang to protect themselves. #Banrss

👑Che_ಕೃಷ್ಣ🇮🇳💛❤️

14,501 görüntüleme • 11 gün önce