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Node Banana must grow. - Discord server: link below, hmu. - Generate node carousel: the active image will be used in the workflow. - Node group locking: because I accidentally hit run and it killed the mood. - Hot hot keys: Shift + (p)rompt, (g)enerate image, (i)mage, (l)lm node....

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willie

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17,346 次观看 • 7 个月前 •via X (Twitter)

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🚀 Big news from Spacemesh! A groundbreaking architectural change is in the Spacemesh pipeline: Node Split. This new approach aims to reduce centralization & make solo mining more accessible. By separating the roles of Smeshing Node & Full Node, larger smeshers can run multiple mining nodes using a single Full Node. This new architecture will also pave the path for Public Full Nodes, which will be a boon to smaller home miners. Learn more from our Chief Architect Noam Nelke and Lane Rettig in this insightful video! 📽️ Node Split will be available in just a few weeks. Join upcoming community events & office hours to get involved. Let's make Spacemesh even more decentralized! 🌐 #Spacemesh #Crypto #Blockchain #Mining #Decentralization
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🚀 Big news from Spacemesh! A groundbreaking architectural change is in the Spacemesh pipeline: Node Split. This new approach aims to reduce centralization & make solo mining more accessible. By separating the roles of Smeshing Node & Full Node, larger smeshers can run multiple mining nodes using a single Full Node. This new architecture will also pave the path for Public Full Nodes, which will be a boon to smaller home miners. Learn more from our Chief Architect Noam Nelke and Lane Rettig in this insightful video! 📽️ Node Split will be available in just a few weeks. Join upcoming community events & office hours to get involved. Let's make Spacemesh even more decentralized! 🌐 #Spacemesh #Crypto #Blockchain #Mining #Decentralization

teamspacemesh

79,533 次观看 • 1 年前

Introducing Workflows in Runway Agent. Now you can build, run or edit your node-based workflows through natural language. Workflows unlock high quality outputs at scale. Try it now by calling the / Workflow skill at the link below.
0:37

Introducing Workflows in Runway Agent. Now you can build, run or edit your node-based workflows through natural language. Workflows unlock high quality outputs at scale. Try it now by calling the / Workflow skill at the link below.

Runway

35,307 次观看 • 5 天前

Announcing Hermes-node Hermes can now run as a standalone CLI with Node.js-compatible APIs - no C++ embedding required. Technically, hermes-node is a Node.js API compatibility layer for Hermes. It ports Node's native bindings (fs, net, http, child_process, etc.) to Node-API and reuses Node's original lib/*.js files, allowing standard Node.js programs to run on Hermes instead of V8. It vendors libuv, c-ares, llhttp, Ada, simdutf, etc to provide the same networking and I/O stack as Node, and runs as a standalone CLI binary. In this demo: - REPL with tab completion - TypeScript HTTP server using http, fs, and path - Type annotations stripped natively by the parser — no transpiler, not even a built-in one. This is still a work in progress, though surprisingly functional. More Node modules coming, source will be published soon.
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Announcing Hermes-node Hermes can now run as a standalone CLI with Node.js-compatible APIs - no C++ embedding required. Technically, hermes-node is a Node.js API compatibility layer for Hermes. It ports Node's native bindings (fs, net, http, child_process, etc.) to Node-API and reuses Node's original lib/*.js files, allowing standard Node.js programs to run on Hermes instead of V8. It vendors libuv, c-ares, llhttp, Ada, simdutf, etc to provide the same networking and I/O stack as Node, and runs as a standalone CLI binary. In this demo: - REPL with tab completion - TypeScript HTTP server using http, fs, and path - Type annotations stripped natively by the parser — no transpiler, not even a built-in one. This is still a work in progress, though surprisingly functional. More Node modules coming, source will be published soon.

Tzvetan Mikov

72,397 次观看 • 5 个月前

7 steps and 2 clues created a woman who was bought a drink by a stranger. She doesn't exist. A stranger sat at a club bar last week. She picked out a man, started a conversation, bought him a round. He smiled back. The whole scene lived in a 6-second clip that pulled comments asking who she was. She was never there. No club, no drinks, no face that belongs to anyone. Here is the full build, 7 steps end to end. Open Pinterest, search “girl selfie,” save one image. Open Nano Banana Pro and swap the face with a single prompt. That photo now belongs to no one. Move the image into a node editor. Create 3 nodes: a reference image node, a text node, a video generator node. Drop the photo into the image node. Write 1 video prompt into the text node, the line that turns a still frame into motion. Connect text to text-in, image to image-in. Select Kling 2.6, set duration, switch sound on. Hit generate. 2 prompts. One face that exists nowhere. A 6-second clip people argued was real. The next person who buys you a drink at a bar might run on a text prompt.
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7 steps and 2 clues created a woman who was bought a drink by a stranger. She doesn't exist. A stranger sat at a club bar last week. She picked out a man, started a conversation, bought him a round. He smiled back. The whole scene lived in a 6-second clip that pulled comments asking who she was. She was never there. No club, no drinks, no face that belongs to anyone. Here is the full build, 7 steps end to end. Open Pinterest, search “girl selfie,” save one image. Open Nano Banana Pro and swap the face with a single prompt. That photo now belongs to no one. Move the image into a node editor. Create 3 nodes: a reference image node, a text node, a video generator node. Drop the photo into the image node. Write 1 video prompt into the text node, the line that turns a still frame into motion. Connect text to text-in, image to image-in. Select Kling 2.6, set duration, switch sound on. Hit generate. 2 prompts. One face that exists nowhere. A 6-second clip people argued was real. The next person who buys you a drink at a bar might run on a text prompt.

RGK

16,209 次观看 • 1 个月前

Deploy Avail Node Without Any Coding/Commands Smoothly 24/7 Uptime You can also run a node on mobile No need for a PC or laptop. Avail Official Twitter also tweeted about this Node. Here's the guide 👇 1. Open this link on Trust Wallet or a browser: 2. Connect your wallet. 3. Go to the dashboard and buy an Avail Node; it costs around $14.99 and can be bought with any crypto. 4. Go to Active Nodes. 5. Reveal the phrase key and save it in your notes. 6. Copy the Avail public address. 7. Download the Polkadot JS Extension from 8. Import the key or create a wallet and copy the public address. 9. Go to and claim the faucet. 10. Then go to 11. Connect your Polkadot Wallet and complete all social tasks. Use the public address you copied from the Mintair | One Click Infra Node to claim the NFT. That's it! You don't need to worry about uptime; the node provider handles everything automatically.
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Deploy Avail Node Without Any Coding/Commands Smoothly 24/7 Uptime You can also run a node on mobile No need for a PC or laptop. Avail Official Twitter also tweeted about this Node. Here's the guide 👇 1. Open this link on Trust Wallet or a browser: 2. Connect your wallet. 3. Go to the dashboard and buy an Avail Node; it costs around $14.99 and can be bought with any crypto. 4. Go to Active Nodes. 5. Reveal the phrase key and save it in your notes. 6. Copy the Avail public address. 7. Download the Polkadot JS Extension from 8. Import the key or create a wallet and copy the public address. 9. Go to and claim the faucet. 10. Then go to 11. Connect your Polkadot Wallet and complete all social tasks. Use the public address you copied from the Mintair | One Click Infra Node to claim the NFT. That's it! You don't need to worry about uptime; the node provider handles everything automatically.

vasucrypto

63,236 次观看 • 2 年前

Mintair : One Click Node Platform🪄 Deploy Nodes in seconds. No code. Just clicks. Works on both phone & PC. Instant Deployment⚡ 99.99% Uptime🟢 24/7 Support on Discord🫂 BASIC FAQ's about Mintair⁉️ Q: What is Mintair? 🤔 A no-code node deployment platform. Pay monthly, deploy in one click, and manage everything from a clean UI. Q: How do I pay?💳 We offer multiple cryptocurrency payment options. Either you can simply connect your wallet and pay, or you can send using the QR option. Q: What problem is Mintair solving? Node deployment used to be complicated, very. Mintair makes it possible in seconds, even from your phone. Q: If I shut down my computer/close the website, will the node stop running? 🟢 Nope. It keeps running 24/7. We monitor, update, and maintain it, so you don’t have to. Take a chill pill🥳 Q: Do I have to Check the Node status daily? Not required — but it’s good to keep an eye for alerts or errors. Q: How can i extend my existing node plan ? Head to your Active Nodes → click the 3-dot menu → “Extend Plan” Q: What happens to you node after plan expires ? You get time to renew. If you preload credits, auto-renew takes care of it. If not, node moves to stopped state — and your keys still stay visible. For any more queries you can always visit Mintair Help Centre:
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Mintair : One Click Node Platform🪄 Deploy Nodes in seconds. No code. Just clicks. Works on both phone & PC. Instant Deployment⚡ 99.99% Uptime🟢 24/7 Support on Discord🫂 BASIC FAQ's about Mintair⁉️ Q: What is Mintair? 🤔 A no-code node deployment platform. Pay monthly, deploy in one click, and manage everything from a clean UI. Q: How do I pay?💳 We offer multiple cryptocurrency payment options. Either you can simply connect your wallet and pay, or you can send using the QR option. Q: What problem is Mintair solving? Node deployment used to be complicated, very. Mintair makes it possible in seconds, even from your phone. Q: If I shut down my computer/close the website, will the node stop running? 🟢 Nope. It keeps running 24/7. We monitor, update, and maintain it, so you don’t have to. Take a chill pill🥳 Q: Do I have to Check the Node status daily? Not required — but it’s good to keep an eye for alerts or errors. Q: How can i extend my existing node plan ? Head to your Active Nodes → click the 3-dot menu → “Extend Plan” Q: What happens to you node after plan expires ? You get time to renew. If you preload credits, auto-renew takes care of it. If not, node moves to stopped state — and your keys still stay visible. For any more queries you can always visit Mintair Help Centre:

Mintair | One Click Infra

67,969 次观看 • 1 年前

first step was getting llama cpp to play nice with electron js so that we can run the model I fine tuned on the client, a couple errors but eventually got it wired up with node-llama-cpp bindings. this way the model + app can be shipped to the user (client) and run offline
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first step was getting llama cpp to play nice with electron js so that we can run the model I fine tuned on the client, a couple errors but eventually got it wired up with node-llama-cpp bindings. this way the model + app can be shipped to the user (client) and run offline

anton

16,499 次观看 • 2 年前

Found a way to make nano-banana-pro insanely cost-effective on fal I built a workflow that generates 9 4K images for a total of $0.21. That’s just $0.023 per image. That is a ~92% cost reduction. The key is grid generation. I added a 'Crop Node' as a workflow utility specifically for this. It takes the grid output, splits it, and then we upscale everything using SeedVR
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Found a way to make nano-banana-pro insanely cost-effective on fal I built a workflow that generates 9 4K images for a total of $0.21. That’s just $0.023 per image. That is a ~92% cost reduction. The key is grid generation. I added a 'Crop Node' as a workflow utility specifically for this. It takes the grid output, splits it, and then we upscale everything using SeedVR

ilker

148,306 次观看 • 7 个月前

putting the Claude Agent SDK to the test with an Ad Agent - finds competitors, learns from their ads - prompts and generates on brand creatives - packages it in a shareable report I can run this autonomously or with a prompt. no node based workflows needed
17:45

putting the Claude Agent SDK to the test with an Ad Agent - finds competitors, learns from their ads - prompts and generates on brand creatives - packages it in a shareable report I can run this autonomously or with a prompt. no node based workflows needed

The Boring Marketer

77,498 次观看 • 6 个月前

🟪 Monadscore is LIVE: Earn Points & Secure Your Airdrop! @monadscores_xyz just launched on Monad testnet, bringing AI-powered decentralized compute reputation to the ecosystem. Nads earn points for running a node, and those points position you for $SCORE airdrop on mainnet. You also get to add to your txn counts on monad testnet! 🧑‍💻Quick guide to get started: ✅ Visit ✅ Enter a referral code (if you have one) ✅ Connect your wallet ✅ Click Run Node and approve txn to start earning points (Be sure to Reactivate your Node Daily) ✅ Complete simple tasks for extra points ✅ Grab your referral link & share it below! 👇 Early Nads eat first. Keep clicking and keep exploring Monad! 🖱️
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🟪 Monadscore is LIVE: Earn Points & Secure Your Airdrop! @monadscores_xyz just launched on Monad testnet, bringing AI-powered decentralized compute reputation to the ecosystem. Nads earn points for running a node, and those points position you for $SCORE airdrop on mainnet. You also get to add to your txn counts on monad testnet! 🧑‍💻Quick guide to get started: ✅ Visit ✅ Enter a referral code (if you have one) ✅ Connect your wallet ✅ Click Run Node and approve txn to start earning points (Be sure to Reactivate your Node Daily) ✅ Complete simple tasks for extra points ✅ Grab your referral link & share it below! 👇 Early Nads eat first. Keep clicking and keep exploring Monad! 🖱️

.

62,309 次观看 • 1 年前

At its core, iAgent utilizes Protocol Nodes to support and maintain the ecosystem's functionality. This collection of publicly maintained nodes help: ❒ secure the network ❒ determine rewards for GPU workers ❒ earn rewards for their contributions to the network iAgent has 2 types of protocol nodes: 🔘Genesis Nodes 🔘Public Nodes With a 5000-supply, Genesis Nodes are engineered to yield x3 $AGNT tokens generation compared to Public Nodes (which will come at a later date). As a token of gratitude, Genesis Nodes also receive TGE: 2% AGNT tokens from reward pool. Other Genesis Node Utilities & USPs include: Participation and Governance: Genesis node operators have the chance to engage more deeply in decision-making processes through iAgent's governance model. Exclusive Access: Operators of Genesis nodes may receive early access to test new features and products within the iAgent ecosystem. Reward Structure: Nodes earn $AGNT tokens, and Genesis nodes do so at an accelerated rate due to their higher token generation multiplier. Rewards are calculated dynamically, with consideration given to node performance and network contribution. Technical and Community Support: Genesis node operators are expected to receive dedicated support from the iAgent team, ensuring optimal performance and uptime. Requirements to run an iAgent Node: Dual Core, and 8GB RAM, are all that is needed for lightweight processing. Anyone with Genesis/Public Node NFTs can run it. But how do you get yourself one? Hop in the discord to know more:
2:15

At its core, iAgent utilizes Protocol Nodes to support and maintain the ecosystem's functionality. This collection of publicly maintained nodes help: ❒ secure the network ❒ determine rewards for GPU workers ❒ earn rewards for their contributions to the network iAgent has 2 types of protocol nodes: 🔘Genesis Nodes 🔘Public Nodes With a 5000-supply, Genesis Nodes are engineered to yield x3 $AGNT tokens generation compared to Public Nodes (which will come at a later date). As a token of gratitude, Genesis Nodes also receive TGE: 2% AGNT tokens from reward pool. Other Genesis Node Utilities & USPs include: Participation and Governance: Genesis node operators have the chance to engage more deeply in decision-making processes through iAgent's governance model. Exclusive Access: Operators of Genesis nodes may receive early access to test new features and products within the iAgent ecosystem. Reward Structure: Nodes earn $AGNT tokens, and Genesis nodes do so at an accelerated rate due to their higher token generation multiplier. Rewards are calculated dynamically, with consideration given to node performance and network contribution. Technical and Community Support: Genesis node operators are expected to receive dedicated support from the iAgent team, ensuring optimal performance and uptime. Requirements to run an iAgent Node: Dual Core, and 8GB RAM, are all that is needed for lightweight processing. Anyone with Genesis/Public Node NFTs can run it. But how do you get yourself one? Hop in the discord to know more:

iAgent

21,278 次观看 • 1 年前

Elon will soon be crowned the world's first trillionaire, and it'll be because of space. That milestone exists because he bet on space when no one else would. What we do at Spacecoin™ 🛰️ is also possible because of him. But our version is different. We are democratizing the space industry where anyone willing to run a node or a satellite link or simply own $SPACE can be a part of the journey. Watch ↓
2:43

Elon will soon be crowned the world's first trillionaire, and it'll be because of space. That milestone exists because he bet on space when no one else would. What we do at Spacecoin™ 🛰️ is also possible because of him. But our version is different. We are democratizing the space industry where anyone willing to run a node or a satellite link or simply own $SPACE can be a part of the journey. Watch ↓

Spacecoin™ 🛰️

66,192 次观看 • 2 个月前

In the world of tech and finance, openness breeds innovation ⚡ “The bottom line is, I think open networks always win... you can be a random dude in your garage and build on top of Lightning and run your own node. I think that has immense value.” - David Marcus, Lightspark CEO Watch the rest of his appearance on the Unchained podcast here:
0:31

In the world of tech and finance, openness breeds innovation ⚡ “The bottom line is, I think open networks always win... you can be a random dude in your garage and build on top of Lightning and run your own node. I think that has immense value.” - David Marcus, Lightspark CEO Watch the rest of his appearance on the Unchained podcast here:

Lightspark

6,251,786 次观看 • 2 年前

$AAOI SKYLIT RECAP Replay tool is one of the best features Skylit has to offer Single handedly the best way to learn, backtest, and understand how gamma works Watch below’s $AAOI incredible +17% move caught on replay. Below is my explanation as to why having the map could have helped you play this today: 1st node in the way of the stock price going up, $105 node🟢. Notice how in morning, price was struggling here, and on the third attempt, finally broke through Once $105 was broken, notice the strike’s volume from $105–> $110, almost NOTHING. This is what we call a GAP between nodes, meaning price will move QUICK 🚀 from node to node here, look at the chart and see how clean the move from $105 to $110 was.. Now add this being a negative gamma node to upside, the move is even more quick Now at $110, purple🟣negative node, notice how it takes a bit to break this, that is because despite it being negative, it can also act as a roadblock While this is trying to break $110, they slip in a nice brand new position at $120 👀 Once $110 was broken see how quick $115 came? Once again, because the low volumes on those strikes between two major nodes Towards EOD, $115 faded away, $120 gained, and we hit the final price target during after hours✅
1:04

$AAOI SKYLIT RECAP Replay tool is one of the best features Skylit has to offer Single handedly the best way to learn, backtest, and understand how gamma works Watch below’s $AAOI incredible +17% move caught on replay. Below is my explanation as to why having the map could have helped you play this today: 1st node in the way of the stock price going up, $105 node🟢. Notice how in morning, price was struggling here, and on the third attempt, finally broke through Once $105 was broken, notice the strike’s volume from $105–> $110, almost NOTHING. This is what we call a GAP between nodes, meaning price will move QUICK 🚀 from node to node here, look at the chart and see how clean the move from $105 to $110 was.. Now add this being a negative gamma node to upside, the move is even more quick Now at $110, purple🟣negative node, notice how it takes a bit to break this, that is because despite it being negative, it can also act as a roadblock While this is trying to break $110, they slip in a nice brand new position at $120 👀 Once $110 was broken see how quick $115 came? Once again, because the low volumes on those strikes between two major nodes Towards EOD, $115 faded away, $120 gained, and we hit the final price target during after hours✅

Giul

15,309 次观看 • 4 个月前

💥Simple guide on Node Delegator Program & 50 WL 💰Funding - $9M 💵$35 - $175 🤔What is Node Delegator Program? ✅U can buy node licenses & delegate it to supported Node Infra project 🤔How is it different ⚠️Other licenses u need to buy & run Node in VPS or your PC ✅In Mira, u just buy & delegate the license to earn rewards ❌No node setup ❌No vps cost ❌No maintenance, updates etc ✅Just buy & delegate 🤔What's the price ✅U can contribute anywhere between $35 - $175 👇Steps to join 1️⃣Wallet Whitelist 🔗 ✅U need WL code to join 🎟️Exclusive code for first 50 Members - CTELU ✅Paste ur address & WL ⚠️This code works only for first 50 ⚠️This is not Referal code, I don't get any Referal earnings ✅U can join project Discord for more codes 2️⃣Buying the license ✅This week project might drop a link for licenses purchase ✅Only whitelisted address can join this ⚠️Exact date & time not announced, so be active to grab those licenses 3️⃣Other details ✅One license per wallet ✅Only limited slots available ✅I am expecting around 3000-5000 slots in first phase ✅There might be few more phases, so if u missed this one u might get chance in next one 😁More details r covered in my yesterday's YouTube video, links in bio 📸Post your screenshot if u were one of those first 50 Members to grab the WL 💙Like 🔁RT
0:22

💥Simple guide on Node Delegator Program & 50 WL 💰Funding - $9M 💵$35 - $175 🤔What is Node Delegator Program? ✅U can buy node licenses & delegate it to supported Node Infra project 🤔How is it different ⚠️Other licenses u need to buy & run Node in VPS or your PC ✅In Mira, u just buy & delegate the license to earn rewards ❌No node setup ❌No vps cost ❌No maintenance, updates etc ✅Just buy & delegate 🤔What's the price ✅U can contribute anywhere between $35 - $175 👇Steps to join 1️⃣Wallet Whitelist 🔗 ✅U need WL code to join 🎟️Exclusive code for first 50 Members - CTELU ✅Paste ur address & WL ⚠️This code works only for first 50 ⚠️This is not Referal code, I don't get any Referal earnings ✅U can join project Discord for more codes 2️⃣Buying the license ✅This week project might drop a link for licenses purchase ✅Only whitelisted address can join this ⚠️Exact date & time not announced, so be active to grab those licenses 3️⃣Other details ✅One license per wallet ✅Only limited slots available ✅I am expecting around 3000-5000 slots in first phase ✅There might be few more phases, so if u missed this one u might get chance in next one 😁More details r covered in my yesterday's YouTube video, links in bio 📸Post your screenshot if u were one of those first 50 Members to grab the WL 💙Like 🔁RT

CryptoTelugu

95,853 次观看 • 1 年前

🌟 Another Epic Sneak Peek: OptimAI Core Node’s Edge AI Computing Power! We’re excited to continue unveiling the upcoming OptimAI Core Node features! This time, we’re introducing Edge AI Computing, a game-changing feature that will make your devices even more powerful in contributing to the OptimAI Network. 🔥 What is Edge AI Computing? With the OptimAI Core Node, your device’s idle computing resources (CPU/GPU) and storage will be put to work, powering critical AI computing tasks, including: 🔸Edge Inference: Running real-time AI predictions directly on your device without sending data to centralized servers. 🔸Hot LLM Models: Accelerating large language models for high-speed NLP tasks. 🔸Generative AI Models and More: Contributing to the training and inference of cutting-edge generative AI, like text-to-image models, deep learning, and more. More Contributions, Bigger Rewards Await! This Edge AI Computing feature allows us to leverage the full potential of decentralized computing power, reducing latency, increasing efficiency, and making AI more accessible. The more you contribute, the bigger the rewards!🔥 Stay in the Loop—Start Today with OptimAI Lite Node! While the OptimAI Core Node is still in the works, you don’t have to wait to join the action. The more you contribute, the greater the rewards! Let’s build a stronger, smarter, and more decentralized AI network together. Stay tuned for more exciting updates! 🔸Extension Node: 🔸Telegram Node: 🔸Register at: #DePIN
0:30

🌟 Another Epic Sneak Peek: OptimAI Core Node’s Edge AI Computing Power! We’re excited to continue unveiling the upcoming OptimAI Core Node features! This time, we’re introducing Edge AI Computing, a game-changing feature that will make your devices even more powerful in contributing to the OptimAI Network. 🔥 What is Edge AI Computing? With the OptimAI Core Node, your device’s idle computing resources (CPU/GPU) and storage will be put to work, powering critical AI computing tasks, including: 🔸Edge Inference: Running real-time AI predictions directly on your device without sending data to centralized servers. 🔸Hot LLM Models: Accelerating large language models for high-speed NLP tasks. 🔸Generative AI Models and More: Contributing to the training and inference of cutting-edge generative AI, like text-to-image models, deep learning, and more. More Contributions, Bigger Rewards Await! This Edge AI Computing feature allows us to leverage the full potential of decentralized computing power, reducing latency, increasing efficiency, and making AI more accessible. The more you contribute, the bigger the rewards!🔥 Stay in the Loop—Start Today with OptimAI Lite Node! While the OptimAI Core Node is still in the works, you don’t have to wait to join the action. The more you contribute, the greater the rewards! Let’s build a stronger, smarter, and more decentralized AI network together. Stay tuned for more exciting updates! 🔸Extension Node: 🔸Telegram Node: 🔸Register at: #DePIN

OptimAI Network

44,296 次观看 • 1 年前

Graph Convolutional Network by hand ✍️ ~ 12 steps walkthrough below Graph Convolutional Networks (GCNs), introduced by Thomas Kipf and Max Welling in 2017, are the tool for data shaped like a graph: social networks, recommendations, biological networks, drug discovery, molecular chemistry. I drew and calculated a simple GCN entirely by hand. Goal: run a two-layer GCN, then a small classifier, on a five-node graph, filling in every cell yourself. 1. Given A graph of five nodes, A to E, with edges between some of them. 2. Adjacency matrix (neighbors) Put a 1 wherever two nodes share an edge, in both directions. 3. Adjacency matrix (self) Add 1s down the diagonal, one self-loop per node. That is just adding the identity matrix. 4. Messages Multiply each node's embedding by the weights and biases, then ReLU. Negatives become 0. 5. Pooling Multiply the messages by the adjacency matrix. Each node gathers the messages of its neighbours and itself. 6. Visualize Node A pools [3,0,1] + [1,0,0] = [4,0,1]. 7. Second GCN layer Messages again: weights, biases, ReLU. 8. Pooling again Pool over each node and its neighbours, once more. 9. Visualize Node C pools [1,2,4] + [1,3,5] + [0,0,1] = [2,5,10]. 10. Fully connected layer Weights, biases, ReLU. This time there are no neighbours to pool, just the node itself. 11. Linear layer One more: weights and biases. 12. Sigmoid Squash each score to a probability (≥ 3 → 1, 0 → 0.5, ≤ -3 → 0). That is the classification for each node. You have just classified every node in the graph by hand. ✍️ The outputs: A: 0 (very unlikely) B: 1 (very likely) C: 1 (very likely) D: 1 (very likely) E: 0.5 (neutral) The takeaway: a GCN layer is two parts. The top part pools each node with its neighbours through the adjacency matrix. The bottom part is an MLP that transforms each node on its own. A transformer layer has the same two parts, with an attention matrix where the adjacency matrix was. Both matrices do one job, mixing across positions: attention over tokens, adjacency over nodes. In my class I call the GCN the transformer's little cousin: a bit more stubborn, because its attention is fixed by the graph rather than computed from Q, K, and V. Draw the two side by side and the resemblance is hard to miss. 💾 Save this post! #AIbyHand #GraphNeuralNetworks #DeepLearning
0:23

Graph Convolutional Network by hand ✍️ ~ 12 steps walkthrough below Graph Convolutional Networks (GCNs), introduced by Thomas Kipf and Max Welling in 2017, are the tool for data shaped like a graph: social networks, recommendations, biological networks, drug discovery, molecular chemistry. I drew and calculated a simple GCN entirely by hand. Goal: run a two-layer GCN, then a small classifier, on a five-node graph, filling in every cell yourself. 1. Given A graph of five nodes, A to E, with edges between some of them. 2. Adjacency matrix (neighbors) Put a 1 wherever two nodes share an edge, in both directions. 3. Adjacency matrix (self) Add 1s down the diagonal, one self-loop per node. That is just adding the identity matrix. 4. Messages Multiply each node's embedding by the weights and biases, then ReLU. Negatives become 0. 5. Pooling Multiply the messages by the adjacency matrix. Each node gathers the messages of its neighbours and itself. 6. Visualize Node A pools [3,0,1] + [1,0,0] = [4,0,1]. 7. Second GCN layer Messages again: weights, biases, ReLU. 8. Pooling again Pool over each node and its neighbours, once more. 9. Visualize Node C pools [1,2,4] + [1,3,5] + [0,0,1] = [2,5,10]. 10. Fully connected layer Weights, biases, ReLU. This time there are no neighbours to pool, just the node itself. 11. Linear layer One more: weights and biases. 12. Sigmoid Squash each score to a probability (≥ 3 → 1, 0 → 0.5, ≤ -3 → 0). That is the classification for each node. You have just classified every node in the graph by hand. ✍️ The outputs: A: 0 (very unlikely) B: 1 (very likely) C: 1 (very likely) D: 1 (very likely) E: 0.5 (neutral) The takeaway: a GCN layer is two parts. The top part pools each node with its neighbours through the adjacency matrix. The bottom part is an MLP that transforms each node on its own. A transformer layer has the same two parts, with an attention matrix where the adjacency matrix was. Both matrices do one job, mixing across positions: attention over tokens, adjacency over nodes. In my class I call the GCN the transformer's little cousin: a bit more stubborn, because its attention is fixed by the graph rather than computed from Q, K, and V. Draw the two side by side and the resemblance is hard to miss. 💾 Save this post! #AIbyHand #GraphNeuralNetworks #DeepLearning

Tom Yeh

16,744 次观看 • 14 天前

Video on how to set up a pre release #Toccata $KAS node for Mac users. It is so simple to do we should have 10,000 nodes running… IzioDev -Download the software for Mac at the link in Michael’s tweet -Open the folder. Copy the file path for Kaspad -Paste it in a terminal window, press space, then type “- - utxoindex” (no space between the two dashes). -Press enter and let it run. Use a mini pc or something without a display that can run 24/7. I am using an M1 Mac Mini.
1:09

Video on how to set up a pre release #Toccata $KAS node for Mac users. It is so simple to do we should have 10,000 nodes running… IzioDev -Download the software for Mac at the link in Michael’s tweet -Open the folder. Copy the file path for Kaspad -Paste it in a terminal window, press space, then type “- - utxoindex” (no space between the two dashes). -Press enter and let it run. Use a mini pc or something without a display that can run 24/7. I am using an M1 Mac Mini.

₿RT 𐤊 🐈📈

12,858 次观看 • 1 个月前

Reaction to Mr.Hodldamus and Wicked on Danny Knowles Most notably absent from the podcast is any consideration about what happens if/when BIP110 succeeds. - Core isn't a full node any more - what do they do? - Miners running Core will mine invalid blocks. Do they all run Knots? Does something else manifest? - What happens to the scam companies like Citrea "building" on Bitcoin? Further - is it failed, what would the consequences be for the Bitcoin chain? What can we expect to end up in these permanently normalized large OP_RETURNs? Are you going to run a node if the worst happens in that regard? If the UTXO set continues to blow up with witness abuse and we lose more low end hardware is that a sustainable path?
3:10:19

Reaction to Mr.Hodldamus and Wicked on Danny Knowles Most notably absent from the podcast is any consideration about what happens if/when BIP110 succeeds. - Core isn't a full node any more - what do they do? - Miners running Core will mine invalid blocks. Do they all run Knots? Does something else manifest? - What happens to the scam companies like Citrea "building" on Bitcoin? Further - is it failed, what would the consequences be for the Bitcoin chain? What can we expect to end up in these permanently normalized large OP_RETURNs? Are you going to run a node if the worst happens in that regard? If the UTXO set continues to blow up with witness abuse and we lose more low end hardware is that a sustainable path?

Softfork Mechanic #BIP-110

34,615 次观看 • 1 个月前