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Network School
Joined November 2025
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Market sizing for "physical AI" varies wildly by definition from ~$7B (2026) growing at ~37% CAGR on a narrow definition, to ~$81B (2025) on a broad one that includes all industrial and humanoid robot procurement. The disagreement is about scope, not direction. The consistent signals: 2026 is widely described as the transition year where model capability, edge compute, and hardware converge sufficiently for deployment beyond controlled demos. Humanoids are the fastest-growing category from a small base; manufacturing costs dropped ~40% between 2023 and 2024. Amazon operates a fleet of over one million robots. China's AgiBot shipped ~5,100 humanoid units. Figure, Tesla Optimus, and Boston Dynamics Electric Atlas are in commercial pilots. Robot foundation models are expected to hit a "GPT-3 moment" for generalisation around 2027–2028. The relevant fact for this brief is not the absolute number. It is that fleet scale is arriving before fleet governance.
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Physical AI changes what "compliance" even means. It's not "did the model hallucinate." It's "did the robot make the right call, in the right place, and can you prove it after the fact." That's the bar we're building SecureRob to. Powered by @compliledger
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𝙃𝙚𝙡𝙡𝙤 𝘼𝙄, 𝙝𝙤𝙬 𝙙𝙤𝙚𝙨 𝙞𝙩 𝙛𝙚𝙚𝙡 𝙩𝙤 𝙝𝙖𝙫𝙚 𝙖 𝙗𝙤𝙙𝙮? Most AI agents live in a chat window. Ours is learning to stand in a rig. This is what “Giving an AI a body!” Actually looks like! @secure_rob is improving everyday! #physicalAI #physics #virtuals #robotics
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It never sleeps. Never blinks. Never has a bad day. Enforces the same rule the same way at 3am as it does at 3pm. SecureRob does the tireless part, so people don’t have to. 🤖
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Security shouldn’t just detect what happened. It should perceive the environment Perceive → Verify → Act → Prove Every patrol logged. Every action accountable. Every outcome built on trust. Patrol mode is active. 🤖🔵 #SecureRob #Robotics #AutonomousAI #PhysicalAI #SecurityTech #AIAgents #HumanoidRobots #OnChainVerification
🤖 Made with AI
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Engineering Marvel it is!🔥
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CompliFlow evaluates trade intents and generates compliance receipts before execution. @KStefanovych @Yellow
Excited to be building in the @Yellow ecosystem. I’m building CompliFlow, a programmable governance layer for tokenized markets that evaluates trade intents and generates cryptographic compliance receipts before execution. This enables governance-aware trading infrastructure on Yellow’s high-speed execution network. Looking forward to pushing this further in the accelerator. @KStefanovych
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Here’s why you should build with ginie
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DApps & on-chain games… deployed faster than instant noodles 🍜⚡ No more weeks of setup. No more DevOps chaos. Let’s change how Web3 games are built. 🧵👇
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Is this my charter waiting for me 💅✨
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That’s how your mornings looks when you build on @base with support of @BasedIndia @innercircle_so @saxenasaheb 😎
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Money shouldn’t wait. It should flow. This is what we’re building at GrowStreams with @VaraNetwork real-time money streaming infrastructure.
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Internet speed: 5G Payments speed: 30 days later 💀
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Most payment systems assume: work happens first → money comes later.🤡 Money streaming flips this. Work happens. Payment happens at the same time. Real-time work deserves real-time money.😎 #MoneyStreaming #VaraNetwork
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Lump-sum payments are broken You work for 30 days You get paid once If something goes wrong → everything breaks With money streaming: • You start earning instantly • Real Money flow per second • Work stops → payments stop • No trust required The future of on-chain payment
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GrowStreams is evolving. We’re moving from a bounty-only product to a Vara-native money streaming protocol. • Stream USDC per second • Pause, resume, withdraw anytime • Built for bounties, payroll, subscriptions, grants & more Core infra is live. Now building the ecosystem
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Clean Workspace + Coffee = Dollars💲💸😗
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Best Scene of Stranger things 5
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"OmniSweep" = Fixes wallet "dust" (those annoying $0.50 balances you can't move). Using @CoinbaseDev Smart Wallet (Gasless) @LayerZero_Labs (Cross-chain messaging) Built by @sahilxdev Day 355: Becoming the Most Famous Content Creator, Designer and Animator in the Web3 Space.
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