🧠 Perception Network A type of neural network / AI system designed to mimic human sensory perception—it takes raw sensory input (images, video, audio, sensor data) and interprets, understands, and extracts meaningful patterns/features from it. @PerceptronNTWK #NodeAndProud

To understand how humans interact with the world, start with the view from their eyes. 👀 Head-mounted capture records tasks from a first-person perspective, capturing the movements and interactions that help robots learn from real-world demonstrations. Different perspective. More meaningful data. That’s how we help power Physical AI. 🟣

⚓ HELM Ambassador Cohort 3: Rallying the Next Wave for Mainnet With Mainnet on the horizon, it’s time to level up the Helm Ambassador Army. We’re opening a new round to bring more builders, creators, traders, and community leaders on board to help Helm expand across regions and prepare for the next chapter. This time, we’re raising the bar. 🔺A refreshed Helm Ambassador Army 🔺Greater rewards for top-performing ambassadors 🔺USDT prize pool and more exclusive incentives 🔺More opportunities to grow, contribute, and build with Helm Join the next wave: docs.google.com/forms/d/e/1F…

+43.26% realized PnL on "will-bernie-sanders-win-the-2028-democratic-presidential-nomination-879" on @HelmTrading. Snapshot: 2026-10-19T01:37:33.291Z. #HelmTrading helm.trading/rewards/share/a… #HelmTrading

+65.21% realized PnL on "will-bernie-sanders-win-the-2028-democratic-presidential-nomination-879" on @HelmTrading. Snapshot: 2026-10-18T23:14:20.581Z. #HelmTrading helm.trading/rewards/share/9… #HelmTrading

🔥 $250K $QEN Airdrop Giveaway LIVE! | PRE-TGE CAMPAIGN Earn your share of $QEN rewards before TGE! Complete quests, earn XP, and unlock your share of $QEN rewards 1️⃣ Follow @QernApp & @ryfinite 2️⃣ Like, Repost & Tag 3 friends 3️⃣ Join the airdrop here 👉 ryfinite.com/app/quests/qern… ⏰ Limited Time. Limited Spots. Don't Miss Out! #Airdrop #Giveaways #DeFi #Web3 #TGE

✨ My HELM Trade Win ✅ +81.37% profit locked in! 🚀 Traded the Bernie Sanders 2028 nomination market — entered at $0.07, closed at $0.13. Clean win, verified card ready! 💪 #HelmTrading

The real world doesn’t happen inside a lab. Neither should all the data used to teach robots. 🌍 From homes to warehouses, everyday human activities create diverse data that helps robots learn to navigate the physical world. With CapturGO, contributors everywhere can help build the foundation for Physical AI🤖

+74.51% realized PnL on "will-bernie-sanders-win-the-2028-democratic-presidential-nomination-879" on @HelmTrading. Snapshot: 2026-10-18T08:32:03.459Z. #HelmTrading helm.trading/rewards/share/2… #HelmTrading

📈 My HELM Trade Win ✅ Just locked in +60.39% profit on HELM! 🚀 Traded the Bernie 2028 nomination market — entered at $0.10, closed at $0.16 in just 2 minutes. That's +$603.90 in realized PnL! Nice quick win 💪 #Helmtrading

⛓️ $RFN is officially deployed on Ethereum! CA - ERC20: 0xD515aF108Dc15Bd4eCEd0e15C0b900792A431e1C This is the only official $RFN contract address. Layer 2 support is planned as the ecosystem expands. Security audits, wallet integrations & Etherscan verification are underway as we prepare for TGE. 🔥 Get your share of $RFN before TGE! Collect Gems. Burn them in the Launchpool. Earn $RFN. 🔗 Join the Launchpool → ryfinite.com

+74.72% realized PnL on "Will Bernie Sanders win the 2028 Democratic presidential nomination?" on @HelmTrading. helm.trading/refer?code=HELM… #HelmTrading

✨ My Achievements ✨ ✅ I've hit Day 7! Claimed my +500 Credits — one week down, feeling great! 🔥 I'm on Day 11 now! 11 days straight — I'm showing up every single day, proud of that consistency! ⏳ Big goals ahead: Day 15 = +1,000 Credits & Day 30 = huge +3,000 Credits — I'm coming for those! 📊 My stats so far: - 💳 Activity Credits: 2,880 — I've earned this! - ✅ Awarded Mainnet Points: 100 — locked in! - ⏳ Pending Mainnet Points: 200 — on the way! - 🏆 All-time Points: 728,640 — that's MY progress, and it's awesome! 💪 I'm showing up, I'm building my streak, and I'm racking up those points. Day 15 and Day 30 — I'm coming for you! Let's go! 🚀 #HelmTrading

Who gave your AI agent permission? Teneo's weekly agentic round-up, 16 October: the agent news that matters for builders, checked at the source. - Sierra published a draft of Personal Agent Protocol, built with Meta. A customer signs in on the business's own page and chooses whether their agent can view the account, make changes, or both. The grant can be revoked. Draft v0.1; design partners are not deployments. - MetaMask's Agent Wallet is now live on Grok Bot. In Guard Mode the wallet holds a protocol allowlist and a 24-hour outflow limit, and anything outside them waits for two-factor approval. In May, a command hidden in a coding question got Grok to trigger a $204,000 transfer through another bot. Controls as described by MetaMask; not tested by us. - Mysten Labs and Google Cloud announced Verifiable Agent Arbiter: the full agent record stays in the customer's cloud, proofs go on Walrus and Sui, including for x402 payments. Still in development. The common point: permission stops being something the agent reads or claims. It becomes a grant held somewhere the agent cannot edit, checked when it acts, and provable afterwards. Last week we asked whether you can undo what an agent did. This week is the step before: who allowed it. On Teneo, every agent has a wallet-authenticated identity, starts private, and goes public only after review. Changing its commands sends it back to private. Users see the price before a task runs, and payment goes through x402. The SDK does not document per-user scopes, spending caps or revocable grants. So keep your allowed agents, commands and spending limit in client config the model cannot change, and log which rule allowed each paid call. A useful test this week: try a payment your agent should not be able to make. Check it is refused, and that the refusal is recorded. Read this week's round-up here: teneo-protocol.ai/blog/who-g…

🎙️ ARO Community AMA #13 is coming, Aronauts! Our Community Open Call is back. We will walk through the latest network progress and answer your questions live. 📅 Mon, Oct 19 | 7PM GMT+7 (12:00 UTC) 📍 X Spaces Drop your question below within 48 hours 👇 Selected questions will be answered live, and each one earns 1,000 Jade! ⏰ Set your reminder