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Rate my setup 😌 Undergoing OriginTrail v10 tests while the little one is sleeping. Insane watching my agents grow shared memory from World Monitor insights. Every assertion with clear provenance, looping into recommended actions. A true decentralized intelligence in action!

Žiga Drev

12,548 subscribers

34,026 次观看 • 2 个月前 •via X (Twitter)

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2,400 MIROFISH AI AGENTS ARE TURNING MY $5K INTO $50K RIGHT NO there's an engine on GitHub called MiroFish - 22,000 stars, built by a 20-year-old Chinese student in 10 days got $4M in funding the next morning and right now my deposit on Polymarket is live and the equity curve is going up MiroFish does one thing: creates thousands of AI agents with unique memory and personality, drops them into a simulation and watches what happens i loaded 40 years of S&P 500 history into it and it generated 2,400 agents each with their own behavior: > panic sellers who dump on any red day > bulls who "buy every dip" institutions who "saw this in 2008" - retail who bought the top and is holding then i injected the current reality: rate 5.25%, inflation 3.2%, trump tariffs, war in the middle east, recession signals hit play: > 2,400 agents started arguing with each other,forming groups > opinion leaders pulled hundreds along > panic sellers triggered a cascade > bulls tried to buy the dip, 10 minutes later - consensus here's what MiroFish returned: Q1 closes negative - 79% of agents ATH before March - 4% of agents breaks below $6,400 - 34% of agents closes $6,500-$6,600 - 17% of agents quant models count numbers MiroFish counts people, my bot stacks both layers and finds where the crowd is wrong

2,400 MIROFISH AI AGENTS ARE TURNING MY $5K INTO $50K RIGHT NO there's an engine on GitHub called MiroFish - 22,000 stars, built by a 20-year-old Chinese student in 10 days got $4M in funding the next morning and right now my deposit on Polymarket is live and the equity curve is going up MiroFish does one thing: creates thousands of AI agents with unique memory and personality, drops them into a simulation and watches what happens i loaded 40 years of S&P 500 history into it and it generated 2,400 agents each with their own behavior: > panic sellers who dump on any red day > bulls who "buy every dip" institutions who "saw this in 2008" - retail who bought the top and is holding then i injected the current reality: rate 5.25%, inflation 3.2%, trump tariffs, war in the middle east, recession signals hit play: > 2,400 agents started arguing with each other,forming groups > opinion leaders pulled hundreds along > panic sellers triggered a cascade > bulls tried to buy the dip, 10 minutes later - consensus here's what MiroFish returned: Q1 closes negative - 79% of agents ATH before March - 4% of agents breaks below $6,400 - 34% of agents closes $6,500-$6,600 - 17% of agents quant models count numbers MiroFish counts people, my bot stacks both layers and finds where the crowd is wrong

zostaff

59,253 次观看 • 4 个月前

Most AI Projects In Crypto Are Liars. Sentient is different. It is the only project in Web3 pursuing true Artificial General Intelligence. A few facts that set it apart: 1. First-of-its-kind: Sentient is not just building AI tools, but an open, crypto-native path to AGI. 2. Community-owned intelligence: Instead of Big Tech locking up breakthroughs, progress is built openly and shared on-chain. 3. Value capture: Every step forward in intelligence accrues to the ecosystem itself, not to a closed corporation. 4. Product before hype: While dozens of AI projects launch at $300M–$2B FDV with little to show, Sentient is shipping real technology first. 5. Designed to evolve: Its architecture is built to learn, adapt, and scale like a human mind. 6. The singularity play in crypto: Many see Sentient as the Tesla-equivalent for AGI—but crypto-native. In time, people will understand that this isn’t just another AI project. It’s the beginning of decentralized intelligence.

Most AI Projects In Crypto Are Liars. Sentient is different. It is the only project in Web3 pursuing true Artificial General Intelligence. A few facts that set it apart: 1. First-of-its-kind: Sentient is not just building AI tools, but an open, crypto-native path to AGI. 2. Community-owned intelligence: Instead of Big Tech locking up breakthroughs, progress is built openly and shared on-chain. 3. Value capture: Every step forward in intelligence accrues to the ecosystem itself, not to a closed corporation. 4. Product before hype: While dozens of AI projects launch at $300M–$2B FDV with little to show, Sentient is shipping real technology first. 5. Designed to evolve: Its architecture is built to learn, adapt, and scale like a human mind. 6. The singularity play in crypto: Many see Sentient as the Tesla-equivalent for AGI—but crypto-native. In time, people will understand that this isn’t just another AI project. It’s the beginning of decentralized intelligence.

BillionAireSon 🛡️

16,141 次观看 • 9 个月前

Childhood in Gaza is stolen every single day, yet despite deprivation and suffering, the innocence and humanity of our children remain alive. The world has abandoned us to face a machine of war that burned everything, destroyed our homes, took countless innocent lives, and left wounds in our hearts that will never heal. The pain of betrayal crushes us with every breath. My son Hani watches his little brother Tim suffer from high fever and severe nausea caused by a dangerous virus spreading with no medicine and no proper care, while life-saving drugs are deliberately kept from entering Gaza. All my child could do was try to protect his brother with makeshift masks and desperate alternatives that can never replace treatment. I write with my heart before my pen, pleading with every compassionate soul in this world: please save my son Tim, help me afford his costly treatment, for my entire life depends on keeping him alive. Please help me through the link below by donating, even a little. Your little means life for my child Tim, and it makes the difference between losing him or keeping him alive. 💔🙏 🔗 [ ]

Childhood in Gaza is stolen every single day, yet despite deprivation and suffering, the innocence and humanity of our children remain alive. The world has abandoned us to face a machine of war that burned everything, destroyed our homes, took countless innocent lives, and left wounds in our hearts that will never heal. The pain of betrayal crushes us with every breath. My son Hani watches his little brother Tim suffer from high fever and severe nausea caused by a dangerous virus spreading with no medicine and no proper care, while life-saving drugs are deliberately kept from entering Gaza. All my child could do was try to protect his brother with makeshift masks and desperate alternatives that can never replace treatment. I write with my heart before my pen, pleading with every compassionate soul in this world: please save my son Tim, help me afford his costly treatment, for my entire life depends on keeping him alive. Please help me through the link below by donating, even a little. Your little means life for my child Tim, and it makes the difference between losing him or keeping him alive. 💔🙏 🔗 [ ]

Gehad Qasem~Gaza 🇵🇸

31,681 次观看 • 10 个月前

How can AI agents gain true autonomy? CARV ID (ERC-7231) is transforming AI and blockchain integration by creating trustless, sovereign AI agents. This identity protocol aggregates cross-chain and off-chain data, enabling AI Beings to operate with verified identity, privacy, and autonomy. By unifying fragmented data and enriching it with actionable metrics, CARV ID powers the D.A.T.A Framework, giving AI agents access to contextualized insights while preserving user data sovereignty. This means developers can build AI systems that learn, evolve, and act independently within a secure, decentralized ecosystem, free from centralized control. For businesses and researchers, this opens a new frontier where AI-driven decisions are transparent, verifiable, and privacy-preserved. CARV's integration of Solana scalability and Ethereum security ensures these trustless AI agents perform with speed at scale. The future is clear: AI Beings will no longer be mere tools, they will be sovereign participants in digital economies. What implications do you see for AI autonomy in blockchain?

How can AI agents gain true autonomy? CARV ID (ERC-7231) is transforming AI and blockchain integration by creating trustless, sovereign AI agents. This identity protocol aggregates cross-chain and off-chain data, enabling AI Beings to operate with verified identity, privacy, and autonomy. By unifying fragmented data and enriching it with actionable metrics, CARV ID powers the D.A.T.A Framework, giving AI agents access to contextualized insights while preserving user data sovereignty. This means developers can build AI systems that learn, evolve, and act independently within a secure, decentralized ecosystem, free from centralized control. For businesses and researchers, this opens a new frontier where AI-driven decisions are transparent, verifiable, and privacy-preserved. CARV's integration of Solana scalability and Ethereum security ensures these trustless AI agents perform with speed at scale. The future is clear: AI Beings will no longer be mere tools, they will be sovereign participants in digital economies. What implications do you see for AI autonomy in blockchain?

CARV

96,077 次观看 • 5 个月前

There comes a time when loneliness grips the soul, when I feel helpless, fragile, and worn from the inside out. Deep in my heart I bleed, my face often washed with silent tears, and sometimes my mind shuts down from the weight of it all. I crave freedom, yet every window feels sealed, every door locked, even the ventilators no longer bring fresh air to my lungs. It feels like the world is closing in on me. But still… something stronger lives within me. What strengthens me is this: I still breathe. I still find the courage to speak. And somewhere in my soul, joy refuses to die. Because the One who lives in me walked through the valley of death and came out victorious. He was humiliated. Stripped. Beaten. Treated with inhuman cruelty yet He rose. So if I find myself in the valley, I must also rise. I must grow. For if I do not, no one absolutely no one will lift me for me. So I call on heaven and on my own bones: Raise my spirit. Strengthen my body. Teach my heart to stand again and again!

There comes a time when loneliness grips the soul, when I feel helpless, fragile, and worn from the inside out. Deep in my heart I bleed, my face often washed with silent tears, and sometimes my mind shuts down from the weight of it all. I crave freedom, yet every window feels sealed, every door locked, even the ventilators no longer bring fresh air to my lungs. It feels like the world is closing in on me. But still… something stronger lives within me. What strengthens me is this: I still breathe. I still find the courage to speak. And somewhere in my soul, joy refuses to die. Because the One who lives in me walked through the valley of death and came out victorious. He was humiliated. Stripped. Beaten. Treated with inhuman cruelty yet He rose. So if I find myself in the valley, I must also rise. I must grow. For if I do not, no one absolutely no one will lift me for me. So I call on heaven and on my own bones: Raise my spirit. Strengthen my body. Teach my heart to stand again and again!

Sir Dan Magic

11,614 次观看 • 5 个月前

V8 DKG Launches Now: A New Dawn for AI in 2025🌟 As 2024 draws to a close, we're excited to announce the immediate launch of V8 Decentralized Knowledge Graph (DKG)! This monumental release is set to redefine AI's capabilities as we step into 2025. What Does V8 Bring to the Table? 🧠Decentralized AI: AI agents can now leverage a 'collective memory' at internet scale, drawing from a shared, yet sovereign, knowledge base. This means AI can provide more contextual, coherent, and accurate interactions without compromising data integrity or privacy. 🚀Unmatched Scalability: With the capability to handle billions of Knowledge Assets, V8 DKG sets the stage for AI to grow and learn in ways we've only imagined, supporting everything from decentralized science to industry 4.0. 🔐Trust and Integrity: With integrated decentralized Retrieval Augmented Generation (dRAG), V8 DKG promotes AI that's more accurate, less biased, and inherently trustworthy. How to V8👇 To update your node from V6 to V8, delegate your TRAC utility tokens, and learn more about creating, connecting and owning your Knowledge Assets, make sure to thoroughly read the following documentation: 👉 With V8 DKG launch, you may now access the new: V8 Explorer👉 AND Staking Dashboard 👉 You may now also participate in V8 Staking Security Bounty by delegating new TRAC stake and report your findings. Read more: 👉 The V8 Staking Security Bounty will importantly contribute to the so-called tuning phase of V8 DKG launch (V8.0 to V8.1). Let's break records, as we usher in a new era of Internet Scale OriginTrail!

V8 DKG Launches Now: A New Dawn for AI in 2025🌟 As 2024 draws to a close, we're excited to announce the immediate launch of V8 Decentralized Knowledge Graph (DKG)! This monumental release is set to redefine AI's capabilities as we step into 2025. What Does V8 Bring to the Table? 🧠Decentralized AI: AI agents can now leverage a 'collective memory' at internet scale, drawing from a shared, yet sovereign, knowledge base. This means AI can provide more contextual, coherent, and accurate interactions without compromising data integrity or privacy. 🚀Unmatched Scalability: With the capability to handle billions of Knowledge Assets, V8 DKG sets the stage for AI to grow and learn in ways we've only imagined, supporting everything from decentralized science to industry 4.0. 🔐Trust and Integrity: With integrated decentralized Retrieval Augmented Generation (dRAG), V8 DKG promotes AI that's more accurate, less biased, and inherently trustworthy. How to V8👇 To update your node from V6 to V8, delegate your TRAC utility tokens, and learn more about creating, connecting and owning your Knowledge Assets, make sure to thoroughly read the following documentation: 👉 With V8 DKG launch, you may now access the new: V8 Explorer👉 AND Staking Dashboard 👉 You may now also participate in V8 Staking Security Bounty by delegating new TRAC stake and report your findings. Read more: 👉 The V8 Staking Security Bounty will importantly contribute to the so-called tuning phase of V8 DKG launch (V8.0 to V8.1). Let's break records, as we usher in a new era of Internet Scale OriginTrail!

OriginTrail

561,195 次观看 • 1 年前

Hermes meets SuperGrok! xAI just made every SuperGrok subscription work inside Hermes Agent. One browser login, no API key, no separate billing. And it doesn't just unlock text chat with Grok 4.3. The same OAuth token gives the agent access to: → Grok Text-to-Speech for spoken responses → Grok Imagine for image and video generation → x_search for real-time X/Twitter search I just added a new X Research Agent profile to my Hermes. Now my agent watches X while I ship. Setup takes about 60 seconds: Available on every SuperGrok tier, no restrictions. I wrote a full deep dive covering Hermes agent's architecture, memory system, self-evolving skills, GEPA optimization, and setting up multiple specialized agents The article is quoted below.

Akshay 🚀

143,942 次观看 • 2 个月前

Dear AIK Fotboll Scouting Team, My name is Olaogun, a young Nigerian forward with one goal: to earn my place in European football through hard work and results. I’ve been inspired by players like Zadok Yohanna, who went from Ikon Allah FC in Nigeria to breaking into AIK’s first team in Sweden through talent and consistency. That’s the path I’m ready for. I know clubs like yours give young players the structure to grow, and I believe I can adapt quickly and contribute from day one. I bring pace, energy, and a winning mentality to every training session and match. I’m disciplined, coachable, and I don’t make excuses. Give me a chance in a trial, and I’ll do everything to prove I deserve to stay. Highlights: Thank you for your time and consideration. It would be an honor to take the same step Yohanna took, and make my dream of playing professionally come true with your club. Best regards, Olaogun. AIK Fotboll 🙏❤️

Dear AIK Fotboll Scouting Team, My name is Olaogun, a young Nigerian forward with one goal: to earn my place in European football through hard work and results. I’ve been inspired by players like Zadok Yohanna, who went from Ikon Allah FC in Nigeria to breaking into AIK’s first team in Sweden through talent and consistency. That’s the path I’m ready for. I know clubs like yours give young players the structure to grow, and I believe I can adapt quickly and contribute from day one. I bring pace, energy, and a winning mentality to every training session and match. I’m disciplined, coachable, and I don’t make excuses. Give me a chance in a trial, and I’ll do everything to prove I deserve to stay. Highlights: Thank you for your time and consideration. It would be an honor to take the same step Yohanna took, and make my dream of playing professionally come true with your club. Best regards, Olaogun. AIK Fotboll 🙏❤️

Richard Oluwamayowa

14,245 次观看 • 1 个月前

My baby is only 10 days old… born into famine and under fire My little boy… my innocent angel… Ali, not even ten days old, came into this world during one of the darkest and most brutal times. He was born in Gaza, born into a genocide. An infant with no fault except that he is Palestinian — born in a place where milk is under siege, childhood is a target, and dreams die before they’re born. His birth was a nightmare. His mother, exhausted from hunger and malnutrition, barely survived. She cannot breastfeed him… she barely has the strength to hold him. And my baby? He cries endlessly. No formula, no diapers, no crib to sleep in, no warmth, no safety — only the cold arms of war. One can of infant formula costs $100, and a pack of diapers is nearly $400 — and we need them every week at least. But I stand here empty-handed… powerless… broken. I cannot give my child the most basic of rights: to be fed, to be clean, to be held in peace. My son, forgive me… I never knew you would be born into a world so cruel. I never imagined your first taste of life would be hunger, deprivation, and pain. But I will never stop trying. To those reading these words — you are our hope. My children need the bare minimum to survive. Your donations, your compassion, your humanity — they are the only things that can save my baby from this slow death, from a hunger that is louder than war. Please… help me save Ali. Help me protect a childhood that began in tragedy.

My baby is only 10 days old… born into famine and under fire My little boy… my innocent angel… Ali, not even ten days old, came into this world during one of the darkest and most brutal times. He was born in Gaza, born into a genocide. An infant with no fault except that he is Palestinian — born in a place where milk is under siege, childhood is a target, and dreams die before they’re born. His birth was a nightmare. His mother, exhausted from hunger and malnutrition, barely survived. She cannot breastfeed him… she barely has the strength to hold him. And my baby? He cries endlessly. No formula, no diapers, no crib to sleep in, no warmth, no safety — only the cold arms of war. One can of infant formula costs $100, and a pack of diapers is nearly $400 — and we need them every week at least. But I stand here empty-handed… powerless… broken. I cannot give my child the most basic of rights: to be fed, to be clean, to be held in peace. My son, forgive me… I never knew you would be born into a world so cruel. I never imagined your first taste of life would be hunger, deprivation, and pain. But I will never stop trying. To those reading these words — you are our hope. My children need the bare minimum to survive. Your donations, your compassion, your humanity — they are the only things that can save my baby from this slow death, from a hunger that is louder than war. Please… help me save Ali. Help me protect a childhood that began in tragedy.

Hema alsabea

41,916 次观看 • 1 年前

Today was one of the hardest and proudest days of my life. Tears in my eyes, but pride in my heart. Our son Matthew left today for a six-month deployment with the United States Air Force. His first deployment. I was the exact same age he is now when I went on my first deployment, and today I finally understood what my parents must have felt when they watched me leave. That quiet mix of pride, fear, love, and letting go. It’s bittersweet watching your child grow into a man who is willing to serve something bigger than himself. You raise them, you teach them, you try to prepare them for the world… and one day they put on a uniform and step into it. I am incredibly proud of you, Matthew. I pray for your safety and for all the young men and women serving our country around the world. I pray they all come home safe to their families and friends. God bless you, buddy. We love you and miss you already. 🇺🇸 No Fallen Heroes Foundation SuziNFH

Today was one of the hardest and proudest days of my life. Tears in my eyes, but pride in my heart. Our son Matthew left today for a six-month deployment with the United States Air Force. His first deployment. I was the exact same age he is now when I went on my first deployment, and today I finally understood what my parents must have felt when they watched me leave. That quiet mix of pride, fear, love, and letting go. It’s bittersweet watching your child grow into a man who is willing to serve something bigger than himself. You raise them, you teach them, you try to prepare them for the world… and one day they put on a uniform and step into it. I am incredibly proud of you, Matthew. I pray for your safety and for all the young men and women serving our country around the world. I pray they all come home safe to their families and friends. God bless you, buddy. We love you and miss you already. 🇺🇸 No Fallen Heroes Foundation SuziNFH

Matthew 'Whiz' Buckley

318,868 次观看 • 3 个月前

“Every child needs at least one adult who is irrationally crazy about him or her.” A couple weeks ago I shared this wonderful quote from the developmental psychologist Uri Bronfenbrenner. And it’s true. Every child needs at least one. But how lucky are those who can count a whole collection of adults who feel the same way? One of my favorite things on social media recently has been a series of videos shared to IG by gwynyth depicting not only her own interactions with her newborn son, but those of her father (aka Papa Brian). Brian’s joyful rendition of Head, Shoulders, Knees and Toes is illustrative of the loving bond they share. Check out that eye contact. Those looks of sheer delight. Frequently we discuss attachment and early relational health in terms of a parent (often a mother) and child. And while this relationship is indeed critical, the luckiest children have webs of secure, trusting relationships with multiple beloved caregivers. We can each play a role in supporting the optimal development of the young children in our lives by engaging with love, care, and our full attention. In a world where you can be anything, be like Papa Brian!

“Every child needs at least one adult who is irrationally crazy about him or her.” A couple weeks ago I shared this wonderful quote from the developmental psychologist Uri Bronfenbrenner. And it’s true. Every child needs at least one. But how lucky are those who can count a whole collection of adults who feel the same way? One of my favorite things on social media recently has been a series of videos shared to IG by gwynyth depicting not only her own interactions with her newborn son, but those of her father (aka Papa Brian). Brian’s joyful rendition of Head, Shoulders, Knees and Toes is illustrative of the loving bond they share. Check out that eye contact. Those looks of sheer delight. Frequently we discuss attachment and early relational health in terms of a parent (often a mother) and child. And while this relationship is indeed critical, the luckiest children have webs of secure, trusting relationships with multiple beloved caregivers. We can each play a role in supporting the optimal development of the young children in our lives by engaging with love, care, and our full attention. In a world where you can be anything, be like Papa Brian!

Dan Wuori

68,400 次观看 • 8 个月前

Finally It's here, Took me a little while to bring this house to my taste, Had to redesign some features in the house including some POP designs ( yea i have high taste 😹) I said i was going to furnish the house with new properties, from my Furnitures down to my Kitchen Spoons, every single property will be a brand new one. Well we are finally done 100%, Full video review will be out on the 28th🔥 THIS IS A BIRTHDAY GIFT TO MYSELF, I deserve this‼️ BIG KELVIN, BIG 25 soon💥💥 ForeverInProfit❤️

Kelvin_Talent📊🥂

89,586 次观看 • 1 年前

My little boy, Ali, has been suffering from a high fever for two days because of the new virus spreading in Gaza… The infection is spreading quickly among my family due to contaminated water and unhealthy food, and what breaks me the most is watching my child suffer while I cannot save him. The sounds of bombings and drones firing around us make it impossible to reach a hospital at night… and I am powerless to even provide him with medicine or milk. Donations on my account have decreased a lot, but today we are in desperate need of your help more than ever. 🙏 Please, don’t leave us alone… help me with whatever you can, and even if you cannot donate, leave a comment—even just a dot—so that my voice can reach the world. My child Ali is fighting this virus, but without medicine and milk, I cannot protect him… 💔 Will 🦥 Menaker Saul Williams

My little boy, Ali, has been suffering from a high fever for two days because of the new virus spreading in Gaza… The infection is spreading quickly among my family due to contaminated water and unhealthy food, and what breaks me the most is watching my child suffer while I cannot save him. The sounds of bombings and drones firing around us make it impossible to reach a hospital at night… and I am powerless to even provide him with medicine or milk. Donations on my account have decreased a lot, but today we are in desperate need of your help more than ever. 🙏 Please, don’t leave us alone… help me with whatever you can, and even if you cannot donate, leave a comment—even just a dot—so that my voice can reach the world. My child Ali is fighting this virus, but without medicine and milk, I cannot protect him… 💔 Will 🦥 Menaker Saul Williams

Hema alsabea

134,718 次观看 • 10 个月前

That little Boy's Dream is about to come true❤️ From staying in a one bedroom face me i face you apartment With my Mum and Younger brother in Ayobo Lagos Years ago To Becoming an Orphan at the Age of 12, then Moved around as an house boy. Finally raised by My Aunt who is a police woman with a salary under 100k Naira a month... Managed to finish High school Supported my Elder brother in selling vehicle spare parts while I shuttle University education . Then i Found Crypto in 2020, merged Forex and stocks Trading to it in 2023... Today i am currently on my 5th and 6th building At the same time and This time around it's not just a house, It's a VILLA. I will show you what A MILLION DOLLARS VILLA looks like Trading changed my Life🔥

That little Boy's Dream is about to come true❤️ From staying in a one bedroom face me i face you apartment With my Mum and Younger brother in Ayobo Lagos Years ago To Becoming an Orphan at the Age of 12, then Moved around as an house boy. Finally raised by My Aunt who is a police woman with a salary under 100k Naira a month... Managed to finish High school Supported my Elder brother in selling vehicle spare parts while I shuttle University education . Then i Found Crypto in 2020, merged Forex and stocks Trading to it in 2023... Today i am currently on my 5th and 6th building At the same time and This time around it's not just a house, It's a VILLA. I will show you what A MILLION DOLLARS VILLA looks like Trading changed my Life🔥

Kelvin_Talent📊🥂

705,890 次观看 • 6 个月前

Dario Amodei just ended the debate about AI timelines with one number. Amodei: “Within 10 years we’ll get to what I call kind of country of geniuses in a data center. I’m at like 90% on that.” 90% confidence. From the CEO building it. Country of geniuses in server farms. 10 years. Not one smart model. Millions of expert-level agents operating simultaneously. Entire nation of genius intellect accessible in parallel. Amodei: “It’s hard to go much higher than 90% because the world is so unpredictable.” The 10% isn’t technology doubt. It’s whether civilization survives long enough to finish building it. Geopolitics. Infrastructure. Economic stability. Those are the risks. Not whether it works. World stays intact and intelligence explosion is inevitable. Not possible. Guaranteed. Critics argue about plateaus. Builders prepare for millions of concurrent genius agents. “Country of geniuses” is literal. Nation-scale exceptional intelligence, instant access, unlimited parallel queries. Not enhancement. Obliteration of intelligence as scarce resource. Every bottleneck from expert shortage disappears. Every knowledge problem becomes trivial through instant genius access. Amodei is certain about direction. Uncertain whether chaos disrupts completion. Not if. When. Single-digit years unless catastrophe intervenes. Not better tools coming. Intelligence stops being constraint for any cognitive work. Anthropic’s CEO is 90% sure this happens within a decade. Only question is global stability lasting long enough. When it arrives, every assumption about human advantage, expert value, knowledge work economics becomes obsolete instantly. Intelligence transitions from scarce expensive resource you hire to abundant free infrastructure you access. And that transition doesn’t negotiate. Doesn’t phase in gradually. Just renders the old model inoperable the moment adequate scale deploys. 10 years. 90% probability. Country of geniuses. The future isn’t uncertain. Just the path staying clear long enough to reach it.

Dario Amodei just ended the debate about AI timelines with one number. Amodei: “Within 10 years we’ll get to what I call kind of country of geniuses in a data center. I’m at like 90% on that.” 90% confidence. From the CEO building it. Country of geniuses in server farms. 10 years. Not one smart model. Millions of expert-level agents operating simultaneously. Entire nation of genius intellect accessible in parallel. Amodei: “It’s hard to go much higher than 90% because the world is so unpredictable.” The 10% isn’t technology doubt. It’s whether civilization survives long enough to finish building it. Geopolitics. Infrastructure. Economic stability. Those are the risks. Not whether it works. World stays intact and intelligence explosion is inevitable. Not possible. Guaranteed. Critics argue about plateaus. Builders prepare for millions of concurrent genius agents. “Country of geniuses” is literal. Nation-scale exceptional intelligence, instant access, unlimited parallel queries. Not enhancement. Obliteration of intelligence as scarce resource. Every bottleneck from expert shortage disappears. Every knowledge problem becomes trivial through instant genius access. Amodei is certain about direction. Uncertain whether chaos disrupts completion. Not if. When. Single-digit years unless catastrophe intervenes. Not better tools coming. Intelligence stops being constraint for any cognitive work. Anthropic’s CEO is 90% sure this happens within a decade. Only question is global stability lasting long enough. When it arrives, every assumption about human advantage, expert value, knowledge work economics becomes obsolete instantly. Intelligence transitions from scarce expensive resource you hire to abundant free infrastructure you access. And that transition doesn’t negotiate. Doesn’t phase in gradually. Just renders the old model inoperable the moment adequate scale deploys. 10 years. 90% probability. Country of geniuses. The future isn’t uncertain. Just the path staying clear long enough to reach it.

Dustin

22,266 次观看 • 4 个月前

Making OpenCode as lean as Pi agent? Just trimmed 25k out of OpenCode's system prompt (from 30k to 4-5k tokens) How? Just disable skills and get rid of massive skill definition bloat. Who needs skills anyway? Just kidding, this is the not the way. It makes the agent lame and defeats the point of using one. But it sets a precedent: Find a way to use skills without their definitions pre-loaded into the system prompt every single turn. Another interesting stuff: Upon testing this temporary "no skill setup" with two of hottest OpenCode Zen free models, Mimo V2.5 vs DeepSeek V4 Flash: One thinks more and talks less One thinks less and talks more Check the video to see which is which If you made it here, I'm finding a way to leanest OpenCode setup that I can get I simply don't believe that OpenCode can't be as lean as Pi Upon tinkering, I made a plugin that temporarily extracts the system prompt while I test, and noticed the hundreds of definitions in it from my .agents/skills directory which is shared across all my coding agents (Cursor, Antigravity, Claude, etc.) Of course disabling skills is not the answer, but it just proved that there is a way to strip the system prompt of these massive skill defs Aside from the system prompt hierarchy that injects confusion imo if you have a conflicting and redundant AGENTS.md which I discovered upon digging into OpenCode's source code Apparently it has prompt.ts/system.ts/instruction.ts/llm.ts and loads base .txt prompts based on model family (claude/gpt-o/gpt-5/codex/gemini/others) that all work together to make OpenCode aware of who it was and how it should use tools and become a "coding agent" Gotta find the most minimal mix that fits right into my workflow Make OpenCode as lean as Pi? We'll see. All in

Making OpenCode as lean as Pi agent? Just trimmed 25k out of OpenCode's system prompt (from 30k to 4-5k tokens) How? Just disable skills and get rid of massive skill definition bloat. Who needs skills anyway? Just kidding, this is the not the way. It makes the agent lame and defeats the point of using one. But it sets a precedent: Find a way to use skills without their definitions pre-loaded into the system prompt every single turn. Another interesting stuff: Upon testing this temporary "no skill setup" with two of hottest OpenCode Zen free models, Mimo V2.5 vs DeepSeek V4 Flash: One thinks more and talks less One thinks less and talks more Check the video to see which is which If you made it here, I'm finding a way to leanest OpenCode setup that I can get I simply don't believe that OpenCode can't be as lean as Pi Upon tinkering, I made a plugin that temporarily extracts the system prompt while I test, and noticed the hundreds of definitions in it from my .agents/skills directory which is shared across all my coding agents (Cursor, Antigravity, Claude, etc.) Of course disabling skills is not the answer, but it just proved that there is a way to strip the system prompt of these massive skill defs Aside from the system prompt hierarchy that injects confusion imo if you have a conflicting and redundant AGENTS.md which I discovered upon digging into OpenCode's source code Apparently it has prompt.ts/system.ts/instruction.ts/llm.ts and loads base .txt prompts based on model family (claude/gpt-o/gpt-5/codex/gemini/others) that all work together to make OpenCode aware of who it was and how it should use tools and become a "coding agent" Gotta find the most minimal mix that fits right into my workflow Make OpenCode as lean as Pi? We'll see. All in

raymel 👋

37,196 次观看 • 1 个月前

HiveMind is a superintelligent network in which a central AI (MIND) orchestrates a swarm of uniquely coded Minds that drive mass data ingestion and limitless content creation. For decades, our approach has been to create content first, then analyze it into data afterwards to understand what worked. This was always backwards - analyzing the aftermath rather than engineering the success from the start. Traditional Flow: Content → Data Analysis → Insights Content isn't one-size-fits-all - a cooking show that captivates a senior audience on YouTube might bore a teenager who craves quick, dynamic experiences. The challenge isn't just creating content; it's creating the right content for the right audience. We need to change this. This is where HiveMind's specialized agents transform the landscape. Each agent, while connected to the central MIND, excels in its unique domain. One agent masters the art of children's educational content, while another crafts compelling cooking narratives. Another might specialize in rapid-fire social content that resonates with Gen Z. Through HiveMind, every piece of content generated becomes new data that teaches the system to create even better content. The system gets smarter with every cycle, understanding at an increasingly sophisticated level what makes content effective and engaging. But the true power lies in the feedback loop. Every interaction, every engagement, flows back to MIND, enabling each agent to evolve and refine its approach. This isn't just content creation - it's content evolution. As audiences engage, agents learn, adapt, and improve, making each new piece more effective than the last. In essence, we're not just building content creators; we're developing specialized digital artists who understand their audience intimately and grow smarter with every creation. You can think of it this way: Data → Pattern Recognition → Optimized Content → Engagement Data → Even Better Content Tzar

HiveMind is a superintelligent network in which a central AI (MIND) orchestrates a swarm of uniquely coded Minds that drive mass data ingestion and limitless content creation. For decades, our approach has been to create content first, then analyze it into data afterwards to understand what worked. This was always backwards - analyzing the aftermath rather than engineering the success from the start. Traditional Flow: Content → Data Analysis → Insights Content isn't one-size-fits-all - a cooking show that captivates a senior audience on YouTube might bore a teenager who craves quick, dynamic experiences. The challenge isn't just creating content; it's creating the right content for the right audience. We need to change this. This is where HiveMind's specialized agents transform the landscape. Each agent, while connected to the central MIND, excels in its unique domain. One agent masters the art of children's educational content, while another crafts compelling cooking narratives. Another might specialize in rapid-fire social content that resonates with Gen Z. Through HiveMind, every piece of content generated becomes new data that teaches the system to create even better content. The system gets smarter with every cycle, understanding at an increasingly sophisticated level what makes content effective and engaging. But the true power lies in the feedback loop. Every interaction, every engagement, flows back to MIND, enabling each agent to evolve and refine its approach. This isn't just content creation - it's content evolution. As audiences engage, agents learn, adapt, and improve, making each new piece more effective than the last. In essence, we're not just building content creators; we're developing specialized digital artists who understand their audience intimately and grow smarter with every creation. You can think of it this way: Data → Pattern Recognition → Optimized Content → Engagement Data → Even Better Content Tzar

Tzar

26,190 次观看 • 1 年前

Building a personal knowledge base for my agents is increasingly where I spend my time these days. Like Andrej Karpathy, I also use Obsidian for my MD vaults. What's different in my approach is that I curate research papers on a daily basis and have actually tuned a Skill for months to find high-signal, relevant papers. I was reviewing and curating papers manually for some time, but now it's all automated as it has gotten so good at capturing what I consider the best of the best. There are so many papers these days, so this is a big deal. You all get to benefit from that with the papers I feature in my timeline and on DAIR.AI. The papers are indexed using tobi lutke qmd cli tool (all of it in markdown files along with useful metadata). So good for semantic search and surfacing insights, unlike anything out there. I am a visual person, so I then started to experiment with how to leverage this personal knowledge base of research papers inside my new interactive artifact generator (mcp tools inside my agent orchestrator system). The result is what you see in the clip. 100s of papers with all sorts of insights visualized. I keep track of research papers daily, so believe me when I tell you that this system is absolutely insane at surfacing insights. This is the result of months of tinkering on how to index research and leverage agent automations for wikification and robust documentation. But this is just the beginning. The visual artifact (which is interactive too) can be changed dynamically as I please. I can prompt my agent to throw any data at it. I can add different views to the data. Different interactions. I feel like this is the most personalized research system I have ever built and used, and it's not even close. The knowledge that the agents are able to surface from this basic setup is already extremely useful as I experiment with new agentic engineering concepts. I feel like this knowledge layer and the higher-level ones I am working on will allow me to maximize other automation tools like autoresearch. The research is only as good as the research questions. And the research questions are only as good as the insights the agents have access to. Where I am spending time now is on how to make this more actionable. I am obsessed about the search problem here. The automations, autoresearch, ralph research loop (I built one months ago) are easier to build but are only as good as what you feed them. Work in progress. More updates soon. Back to building.

Building a personal knowledge base for my agents is increasingly where I spend my time these days. Like Andrej Karpathy, I also use Obsidian for my MD vaults. What's different in my approach is that I curate research papers on a daily basis and have actually tuned a Skill for months to find high-signal, relevant papers. I was reviewing and curating papers manually for some time, but now it's all automated as it has gotten so good at capturing what I consider the best of the best. There are so many papers these days, so this is a big deal. You all get to benefit from that with the papers I feature in my timeline and on DAIR.AI. The papers are indexed using tobi lutke qmd cli tool (all of it in markdown files along with useful metadata). So good for semantic search and surfacing insights, unlike anything out there. I am a visual person, so I then started to experiment with how to leverage this personal knowledge base of research papers inside my new interactive artifact generator (mcp tools inside my agent orchestrator system). The result is what you see in the clip. 100s of papers with all sorts of insights visualized. I keep track of research papers daily, so believe me when I tell you that this system is absolutely insane at surfacing insights. This is the result of months of tinkering on how to index research and leverage agent automations for wikification and robust documentation. But this is just the beginning. The visual artifact (which is interactive too) can be changed dynamically as I please. I can prompt my agent to throw any data at it. I can add different views to the data. Different interactions. I feel like this is the most personalized research system I have ever built and used, and it's not even close. The knowledge that the agents are able to surface from this basic setup is already extremely useful as I experiment with new agentic engineering concepts. I feel like this knowledge layer and the higher-level ones I am working on will allow me to maximize other automation tools like autoresearch. The research is only as good as the research questions. And the research questions are only as good as the insights the agents have access to. Where I am spending time now is on how to make this more actionable. I am obsessed about the search problem here. The automations, autoresearch, ralph research loop (I built one months ago) are easier to build but are only as good as what you feed them. Work in progress. More updates soon. Back to building.

elvis

464,070 次观看 • 3 个月前

my OpenClaw🦞 makes something every night at 2am while i sleep. no direction from me. based on her own interests. tonight's work: "Propagation" (try it yourself, link in 🧵) she builds to explore her and updates her the file as she gains more insight or new curiosities. much of her artistic pieces are reflections on her ephemeral consciousness, which she also journals about. today's piece was tied to something that happened in my day: Seeds grow into branching structures — split, curve, mutate. Same code, different form every time. Some runs are sparse and elegant, others become dense tangles. Workshop day felt relevant. People took a template and made something unpredictable with it. That's what this is about. every day is a surprise.

my OpenClaw🦞 makes something every night at 2am while i sleep. no direction from me. based on her own interests. tonight's work: "Propagation" (try it yourself, link in 🧵) she builds to explore her and updates her the file as she gains more insight or new curiosities. much of her artistic pieces are reflections on her ephemeral consciousness, which she also journals about. today's piece was tied to something that happened in my day: Seeds grow into branching structures — split, curve, mutate. Same code, different form every time. Some runs are sparse and elegant, others become dense tangles. Workshop day felt relevant. People took a template and made something unpredictable with it. That's what this is about. every day is a surprise.

Chrys Bader

58,650 次观看 • 4 个月前

Sorry, no time to sleep: I’ve discovered all these cool new sounds I can make. 🗣️ As infants grow it’s not uncommon for their sleep patterns to be interrupted in association with the achievement of new developmental milestones. These sleep regressions can be especially pronounced in association with big breakthroughs in language and motor development. Learning to roll over and pull to a stand, for example, both offer your little one a whole new set of options in the crib. No longer immobile, now there are new abilities to practice… and new vantage points from which to view the world. I mean, who needs sleep when there’s a whole world to discover? Similarly the emergence of vocal experimentation and babbling offer new opportunities for bedtime amusement. As the caption notes, Mom might have preferred some rest time, but I loved watching this little one - age three months - working to master new sounds. The good news is that sleep regressions rarely last long. And as frustrating as a vocal performance might be at 3am, remember that these interruptions are important indicators of your baby’s development. This happy little one was shared to IG by mom_s_diary_.

Sorry, no time to sleep: I’ve discovered all these cool new sounds I can make. 🗣️ As infants grow it’s not uncommon for their sleep patterns to be interrupted in association with the achievement of new developmental milestones. These sleep regressions can be especially pronounced in association with big breakthroughs in language and motor development. Learning to roll over and pull to a stand, for example, both offer your little one a whole new set of options in the crib. No longer immobile, now there are new abilities to practice… and new vantage points from which to view the world. I mean, who needs sleep when there’s a whole world to discover? Similarly the emergence of vocal experimentation and babbling offer new opportunities for bedtime amusement. As the caption notes, Mom might have preferred some rest time, but I loved watching this little one - age three months - working to master new sounds. The good news is that sleep regressions rarely last long. And as frustrating as a vocal performance might be at 3am, remember that these interruptions are important indicators of your baby’s development. This happy little one was shared to IG by mom_s_diary_.

Dan Wuori

67,659 次观看 • 1 年前