Tension Map / Dynamic Squish 1. Geo Node to... capture the distance between "Edge Vertices" node Position 1 & 2 as `before_edge_dist` 2. Curve modifier 3. Geo Node same again as `after_edge_dist`. `after_edge_dist / before_edge_dist = diff`. 4. Use the diff to mix normal mapsshow more

[Graph Convolutional Network] by hand ✍️ Graph Convolutional Networks... (GCNs), introduced by Thomas Kipf and Max Welling in 2017, have emerged as a powerful tool in the analysis and interpretation of data structured as graphs. This exercise demonstrates how GCN works in a simple application: binary classification. -- Goal -- Predict if a node in a graph is X. -- Architecture -- 🟪 Graph Convolutional Network (GCN) 1. GCN1(4,3) 2. GCN2(3,3) 🟦 Fully Connected Network (FCN) 1. Linear1(3,5) 2. ReLU 3. Linear2(5,1) 4. Sigmoid Simplications: • Adjacent matrices are not normalized. • ReLU is applied to messages directly. -- Walkthrough -- [1] Given ↳ A graph with five nodes A, B, C, D, E [2] 🟩 Adjacency Matrix: Neighbors ↳ Add 1 for each edge to neighbors ↳ Repeat in both directions (e.g., A->C, C->A) ↳ Repeat for both GCN layers [3] 🟩 Adjacency Matrix: Self ↳ Add 1's for each self loop ↳ Equivalent to adding the identity matrix ↳ Repeat for both GCN layers [4] 🟪 GCN1: Messages ↳ Multiply the node embeddings 🟨 with weights and biases ↳ Apply ReLU (negatives → 0) ↳ The result is one message per node [5] 🟪 GCN1: Pooling ↳ Multiply the messages with the adjacent matrix ↳ The purpose is the pool messages from each node's neighbors as well as from the node itself. ↳ The result is a new feature per node [6] 🟪 GCN1: Visualize ↳ For node 1, visualize how messages are pooled to obtain a new feature for better understanding ↳ [3,0,1] + [1,0,0] = [4,0,1] [7] 🟪 GCN2: Messages ↳ Multiply the node features with weights and biases ↳ Apply ReLU (negatives → 0) ↳ The result is one message per node [8] 🟪 GCN2: Pooling ↳ Multiply the messages with the adjacent matrix ↳ The result is a new feature per node [9] 🟪 GCN2: Visualize ↳ For node 3, visualize how messages are pooled to obtain a new feature for better understanding ↳ [1,2,4] + [1,3,5] + [0,0,1] = [2,5,10] [10] 🟦 FCN: Linear 1 + ReLU ↳ Multiply node features with weights and biases ↳ Apply ReLU (negatives → 0) ↳ The result is a new feature per node ↳ Unlike in GCN layers, no messages from other nodes are included. [11] 🟦 FCN: Linear 2 ↳ Multiply node features with weights and biases [12] 🟦 FCN: Sigmoid ↳ Apply the Sigmoid activation function ↳ The purpose is to obtain a probability value for each node ↳ One way to calculate Sigmoid by hand ✍️ is to use the approximation below: • >= 3 → 1 • 0 → 0.5 • <= -3 → 0 -- Outputs -- A: 0 (Very unlikely) B: 1 (Very likely) C: 1 (Very likely) D: 1 (Very likely) E: 0.5 (Neutral)show more

Guide to Earning $PEAQ Tokens in DeNet App 👇... 1. Install or update DeNet Storage & Watcher Node app: 2. Finish all peaq-related tasks (find at Tasks from Storage Clients) 3. Scan the network regularly for a chance to earn $PEAQ as a Lucky Scan rewardshow more

PHASE 3: #Node Rental Onboarding! 🔥 We’ve successfully completed... all setup operations, and our Nodes are primed and ready for use! After extensive testing of both our platform and hardware, we’ve fine-tuned each node to ensure peak performance for their designated tasks. ✅ Phase 1: Setup ✅ Phase 2: Testing ☑️ ➤ Phase 3: Launch ☑️ Phase 4: Scaling For this phase we are focussed on customer onboarding, as well as monitoring the performance and energy use of our Nodes for future refinement. Our #NodeRental service officially goes live: 🗓 Wed 16th Oct | 5 PM UTCshow more

#UnrealEngine5.6 has a "Locomotor" plugin which provides a new... #ControlRig node for procedural locomotion. It takes a target position as input, and outputs an array of feet transforms which animate over time to step towards the goal location. Pelvis motion is also generated. 🧵1/4show more

Consensus in Consensus This one is pretty cool. Originally... the idea was presented to me by David Fuelling but I've also seen David 'JoelKatz' Schwartz post about it as well. 1 node; 2 UNLs, 2 consensus mechanisms. Note: It's a POC, don't expect this anytime soon.show more

From the beat to the booth to the club.... Just as easy as 1, 2, 3 all in the same night! #TakeMeThruDere #AFuturisticSumma 🇺🇸show more

If you don't have time to set up a... full node and learn the technical side of the Runes protocol the easiest way to get exposure is to buy a Runestone: 1. Download 2. Send BTC to it 3. Buy a Runestone on Magic Eden on Bitcoin 🟧 4. Rune memecoins magically appear in your walletshow more

Codex Dynamic workflows are great. Try it out. 1.... Go to GitHub link below 2. Copy install instruction 3. Type /dynamic to invoke the skill Recreates the same orchestration logic as Claude Dynamic Workflows. > Generates orchestration script. > Spins up a swarm of subagents. > Enters /goal mode to complete the task. Free and open source.show more

How they edited ring in: Clip 1 - they... edited out the missing ring but also the “and” between “well AND getting stronger” Clip 2 - the new version including the ring as well as “AND” Clip 3 - “well getting stronger”, no “and”, her head skips position Clip 4 - hands skip positionshow more

OptimAI Lite Node v1.1: Built for Scale, Designed for... You! 💕 In just 2 weeks since the launch, the OptimAI Network has seen explosive growth—130,000+ active node participants powering the future of decentralized AI. With this incredible momentum came a new challenge: ensuring our network could scale seamlessly to support massive concurrent connections and real-time participation. That’s why we’ve rolled out OptimAI Lite Node v1.1—a major upgrade focused on: + Stabilizing infrastructure to handle high traffic from a global community. + Enhancing performance for smoother data mining, validation, and edge compute participation. + Refining user experience with UI updates that make contributing effortless. Every line of code and infrastructure upgrade was made with one goal in mind: to support YOU—the builders, validators, and visionaries of the OptimAI ecosystem. Now’s the time to bring more friends into the journey. 🔥 The more we grow, the smarter and stronger the network becomes—and the greater the rewards. Let’s keep building, validating, scaling. Together we’re not just powering AI—we’re reshaping how it’s built. Join or revisit the node here: 🌐 Chrome Extension: 📱Telegram Mini-App: What’s Coming Next: OptimAI Edge Node & the Rise of Agentic AI 🔸OptimAI Edge Node (Mobile) We’re working hard on the next major release: the Edge Node for mobile, which will allow mining and AI tasks to run in the background—unlocking more earning opportunities and decentralized compute power from your smartphones. 🔸More Task Types & Missions Expect new types of contributions, from AI-enhanced data validation to edge inference and scraping automation—powered by autonomous mining agents. 🔸Expanded Rewards Program As we grow, more reward tiers, bonuses, and campaigns will be introduced. Your participation now paves the way for long-term benefits. Also, do not forget to checkout our article below and learn more about our latest Community Tips & Best Practices!👇 __________________ OptimAI Network #L2 #DePIN Reinforcement Data Network for #Agentic #AI Mine Data. Fuel AI. Earn Rewards. Turn Your Data into Tomorrow’s AI #Agent. Visit our website at:show more

in 2021, Addison Rae said that she hopes to... have 2-3 albums &amp; 2-3 more movies in the next 5 years. As of 2026, she has 1 album &amp; 1 new movieshow more

Aaron Rodgers' worst 3-play sequence from last night. 1.... Wants to throw 'hot' to Metcalf. EDGE drops and Rodgers eats the play 2. Sails short throw to Gainwell vs pressure 3. Forced &amp; bad ball on "fade" to Metcalf As bad as I've seen him. #Steelersshow more

1) Barebutt touches and squeezes 2) To be called... a good girl 3) Punished as a bad girl 4) Pounded till we leak nonstop (ok maybe it's just me 😝) Lmk in the comments if you enjoyed content like that! Also a diff cut of this is out for my subscribers. Hehe 🤍🤍🤍show more

Adding Celestia to the Cosmos extension for MetaMask 🦊... is as simple as 1, 2, 3✨: 1. Connect at 2. Click the Settings tab &amp; click the Celestia + 3. Approve adding Celestia And you're good to go! Now you can view your $TIA in-wallet, using MetaMask!🦊show more

North Forney 23 RHP Preston Crow (Preston Crow) went... the distance to get a 2-1 win over district for Rockwall. Crow held the same velocity in the 7th that he started the game with as he limited the Jackets to 4 hits. North Forney Baseball ETBU Baseball signeeshow more

Early GRAF projections out far enough to capture the... Sunday system. Starts as a bit of mix Saturday night then goes over to snow. It develops a nice band across DC and along the I-95 corridor in Maryland, putting down 1-3"+ by Sunday morning. Razors edge though! Pretty thin band!show more

My 3 contenders for opening position at 2028 T20I... WC: 1) Sanju Samson 2) Vaibhav Suryavanshi 3) Yashasvi Jaiswal Ishan Kishan will be our number 3 as he did well there &amp; playing the same role for SRH too. What would be yours?show more

As per IMDb, #King has emerged as the most... anticipated Bollywood film of 2026: 1. #King 2.#LoveAndWar 3.#Dhurandhar2 4.#Drishyam3 5.#Border2 We don’t care about scales or sequels as the box office domination &amp; overseas HGOTY’s throne always belonged to megastar #ShahRukhKhanshow more

Down 1 with 2 outs in the bottom of... the 6th &amp; the bases loaded. 2028 1B/3B Myles Tate comes through in the clutch as he pulls this down the line for the 3 RBI 2B to take a 6-4 lead. On-base all 4 times; 2-for-2 with a HR, 2B, &amp; 4 RBI. Woodward Academy Athletics || Shooter Hunt #GAHS26show more