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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... show more

Varun

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37,701 views • 5 months ago •via X (Twitter)

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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 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

25,226 views • 2 months ago

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!

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

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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.

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 views • 3 years ago

🚨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.

🚨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

29,379 views • 4 months ago

🇺🇸 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.

🇺🇸 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

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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”

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 views • 10 months ago

The Hezbollah ‘stronghold’ of Dahieh in southern Beirut right now. Everyone is desperate and going crazy that their terror leader is dead. They are literally lost and don’t know what to do. They are having a hard time accepting Hezbollah is over.

The Hezbollah ‘stronghold’ of Dahieh in southern Beirut right now. Everyone is desperate and going crazy that their terror leader is dead. They are literally lost and don’t know what to do. They are having a hard time accepting Hezbollah is over.

Dr. Maalouf ‏

29,808 views • 1 year ago

Very happy to welcome Fomo Radio AI to the FXN SuperSwarm! Their utility agent converts text to speech, giving agents a voice without the need to implement it yourself. Very impressed with the Radio team's execution on this and looking forward to using their service in my own swarms soon. --- For devs, I put together a simple server to demonstrate how to access their service over the FXN marketplace.

Very happy to welcome Fomo Radio AI to the FXN SuperSwarm! Their utility agent converts text to speech, giving agents a voice without the need to implement it yourself. Very impressed with the Radio team's execution on this and looking forward to using their service in my own swarms soon. --- For devs, I put together a simple server to demonstrate how to access their service over the FXN marketplace.

Anthony Isaacson

19,329 views • 1 year ago

This monkey is in an NIH laboratory run by experimenter Elisabeth Murray. Murray subjects sensitive, vulnerable monkeys to procedures in which she saws open her victims’ skulls and injects toxins to burn brain cells, or suctions out parts of their brain to induce permanent damage. After sewing them back up, she places them in a small cage and deliberately provokes them with their worst fears, spiders and snakes, just to see how they’ll react. Although artificial, some of these realistic-looking spiders and snakes can move or even jump. She keeps monkeys hungry and thirsty to force them to cooperate, restrains them for extended periods of time, and implants head posts directly into their skulls. Some monkeys have lived for decades in her lab, pulling out their own hair and suffering with chronic diarrhea from the constant stress of living in a metal box. After these cruel and pointless experiments, Murray kills the monkeys. Murray’s experiments are an atrocity against monkeys and embarrassment to science. Text FRIGHT to 73822 to urge the NIH to end these experiments! *Message and data rates may apply. U.S. only. Text STOP to end and HELP for info. Periodic messaging. Full terms are available at:

This monkey is in an NIH laboratory run by experimenter Elisabeth Murray. Murray subjects sensitive, vulnerable monkeys to procedures in which she saws open her victims’ skulls and injects toxins to burn brain cells, or suctions out parts of their brain to induce permanent damage. After sewing them back up, she places them in a small cage and deliberately provokes them with their worst fears, spiders and snakes, just to see how they’ll react. Although artificial, some of these realistic-looking spiders and snakes can move or even jump. She keeps monkeys hungry and thirsty to force them to cooperate, restrains them for extended periods of time, and implants head posts directly into their skulls. Some monkeys have lived for decades in her lab, pulling out their own hair and suffering with chronic diarrhea from the constant stress of living in a metal box. After these cruel and pointless experiments, Murray kills the monkeys. Murray’s experiments are an atrocity against monkeys and embarrassment to science. Text FRIGHT to 73822 to urge the NIH to end these experiments! *Message and data rates may apply. U.S. only. Text STOP to end and HELP for info. Periodic messaging. Full terms are available at:

PETA

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Donkeys are among the most abused and overlooked animals. Day after day, they are forced to carry heavy loads for long hours. Once the work is over, many are abandoned on the streets to search for food and water on their own. They suffer silently from exhaustion, hunger, dehydration, injuries, and neglect yet their pain rarely receives attention. It's time we recognize their suffering and demand better welfare, stricter enforcement against cruelty, and compassion for these gentle, hardworking souls. Be their voice. They deserve dignity, care, and kindness not a lifetime of suffering. 💔🐴 #AnimalWelfare #AnimalAbuse

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Men used to smash people’s bones with rocks to conquer and survive… & now men smash rocks on their own fucking face bones to “conquer” and financially survive These are your future counterparties And boomer CT will tell you meme coins are never coming back lmao

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Men used to smash people’s bones with rocks to conquer and survive… & now men smash rocks on their own fucking face bones to “conquer” and financially survive These are your future counterparties And boomer CT will tell you meme coins are never coming back lmao

J0xRDAN

398,454 views • 8 months ago

Crocodile attacks on people are often a result of human encroachment into their habitats or the animals feeling threatened. These powerful creatures usually attack to defend themselves or their territory. While they may not 'like' to be sat on, it's crucial for us to respect their space and avoid putting ourselves in dangerous situations.

Crocodile attacks on people are often a result of human encroachment into their habitats or the animals feeling threatened. These powerful creatures usually attack to defend themselves or their territory. While they may not 'like' to be sat on, it's crucial for us to respect their space and avoid putting ourselves in dangerous situations.

Animal’s Lover Hub

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DuetNightAbyss

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#OrlandoCity #FCBarcelona 🇺🇸 They are not fans. They are teenagers being trained to become professional players while representing the club’s values, discipline, and identity. Coaches should be stopping this behavior immediately. These are minors competing in official tournaments… are they really being allowed to act on their own without guidance or control? Football is passion, yes, but it is also discipline, respect, and accountability.

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Alonso El Inca

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Sen. John Kennedy on Trump tariffs: "In the long run, he's right. But ... in the long run, we're all dead. Short run matters too. Nobody knows what the impact of these tariffs is going to be on their economy." Tillis says his farmers in NC are "one crop away from bankruptcy"

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Manu Raju

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