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This is "Roobot!" by HYPRLABS - a hyper-lean, 2-wheeled balancing machine hitting the market in Summer 2026. It runs on a tiny fraction of the power traditional robots use, learning completely from its environment in real-time. Media: HYPRLYF

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This is what the Bedrock Operator sees on a job site. The camera feed shows what a human operator would see. The LiDAR point cloud shows what the machine knows, the full geometry of the environment, rendered in real time, down to millimeter precision. The excavator's position, the bucket's angle, the shape of the cut: all of it mapped and updated continuously. This is the sensing foundation that makes autonomous operation possible. Before a machine can act safely and accurately, it has to understand its environment completely.

This is what the Bedrock Operator sees on a job site. The camera feed shows what a human operator would see. The LiDAR point cloud shows what the machine knows, the full geometry of the environment, rendered in real time, down to millimeter precision. The excavator's position, the bucket's angle, the shape of the cut: all of it mapped and updated continuously. This is the sensing foundation that makes autonomous operation possible. Before a machine can act safely and accurately, it has to understand its environment completely.

Bedrock Robotics

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This is as close as it gets! Hitting of a pitching machine from close distance where every pitch is in the same exact spot! #shegone

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There is a beetle whose larvae survive by building a shield from their own waste. The Golden Tortoise Beetle, Charidotella sexpunctata, is known as an adult for its shimmering, metallic gold appearance. In its larval stage, it belongs to a group of tortoise beetles (Cassidinae) whose young use a faecal shield as defence. The larva gathers its own droppings and shed skin, forming a movable shield it carries over its back like an umbrella. When threatened, it can shift or swing this shield towards predators, creating both a barrier and a deterrent. It is a constant struggle to survive in a world full of threats, its defence is shaped not by learning, but hardwired by evolution, this tiny creature, leaving nothing to chance. 📹 TerraNaturalist

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$Anthropic has revealed that its Claude model is now designing proteins and automating chemistry research on its own. This kind of work used to require specialist scientists and weeks or months of effort. It can now be completed by an AI system in a fraction of the time.$

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LayerAI Computation Market is Here: GPU Compute On Demand 🧬 LayerAI has been a pioneer in the DePIN sector for nearly 2 years. Now, the biggest step in $LAI’s growth in the computation market is here. Computation Market allows agents on aiOS to rapidly purchase and utilize computation needs. The most seamless economy for autonomous devices. 🔘 Powerful Features 1. web3 compatibility on LayerIA mainnet for sub-second settlement of AI2AI payments to create the fastest computation market in the world. 2. AI2AI compatibility: AI agents can provide and consume resources from one another, ensuring every tiny bit of computation power in the world is used. Your devices will seamlessly be able to monetize your unused computation power -- for you. LayerAI is seeding the computation power available on the market through its own acquired GPUs. The first iteration & client onboarding of this product will go live next week.

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LayerAI | AI2Earn

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The largest partnership on the XRP Ledger is approaching On April 17, 2026 RealFi will soon announce a strategic collaboration in which its payment rewards infrastructure will power a next-generation media platform, fully powered by the REAL Token. Please mark your calendar for this upcoming announcement. Learn more about RealFi and Real Token at and Follow RealFi Payment Solution (RealBriefly Pay).

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Real Briefly Decentralized Network (REALFI)

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Almost every robot you see... runs on this equation. Not AI. Not machine learning. PID. For over 100 years, this simple control algorithm has been quietly keeping robots balanced, drones stable, industrial machines precise, and even rockets on course. Most people never hear about it. Yet without PID, many of today's robots wouldn't even stand upright. If you could only learn ONE control algorithm in robotics... this would be it. What's the most impressive application of PID you've seen? 🎥 Media: medcorreia ( Instagram ) ⚠️ This content is shared for informational purposes only. CTO Robotics Media is a media platform and does not own or develop the technology shown. Credit belongs to the original creators.

Almost every robot you see... runs on this equation. Not AI. Not machine learning. PID. For over 100 years, this simple control algorithm has been quietly keeping robots balanced, drones stable, industrial machines precise, and even rockets on course. Most people never hear about it. Yet without PID, many of today's robots wouldn't even stand upright. If you could only learn ONE control algorithm in robotics... this would be it. What's the most impressive application of PID you've seen? 🎥 Media: medcorreia ( Instagram ) ⚠️ This content is shared for informational purposes only. CTO Robotics Media is a media platform and does not own or develop the technology shown. Credit belongs to the original creators.

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Nature is Amazing ☘️ The leaf sheep 🐑 A tiny sea slug that looks like a cartoon sheep. This amazing creature is one of the select few in the world that can use algae for photosynthesis. It gets its energy from the sun, just like plants.

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One of the greatest keys to power and consistency in the golf swing is learning how to properly rotate through the ball. Initiating the downswing is one of the most important tools in consistent golf. It is something I have worked on virtually every day of my life, from hitting balls as a young boy in South Africa to competing against the best players in the world. GP #PXGTroops

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what is the concept of #HeavenlyMV ♊️: its the feeling of stopping time. in real life we never seem to have enough time, so we freeze time and use that moment to spend time in our imagination or in a heaven (🥺) so that it comes out as this mv #GeminiFourth

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𝗚𝗲𝗺 𝗙𝗼𝗿 𝗠𝘆 𝗙𝗼𝘂𝗿𝘁𝗵🌻

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Trey Hannam

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Doris Yin 东方紫莲🪷

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Game Freak, the development team that has been working on Pokémon for 30 years, is releasing a completely new game. It’s called Beast of Reincarnation and it releases in summer 2026.

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Pirat_Nation 🔴

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People are guessing about the Vehicle driven in Mumbai. Here's everything I could find about it. This is the Lynx Lean Electric, a two-seater, three-wheeled tilting vehicle by Lynx Cars, a Danish company. Priced at €35,000, or ₹31,00,000, plus import costs.

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Vorflux has opened its new cloud platform, allowing users to run tasks from a plan to a merged PR on a dedicated machine. It can plan, build, test, and review on its own. > Diff reviews are done by a different model family than the one that wrote it by default. > First boot is saved as a snapshot, with all subsequent sessions waking up from that same starting point. > A browser agent walks through the real user flow, and the recording is included in the pull request. Video proof in the PR 👀

Vorflux has opened its new cloud platform, allowing users to run tasks from a plan to a merged PR on a dedicated machine. It can plan, build, test, and review on its own. > Diff reviews are done by a different model family than the one that wrote it by default. > First boot is saved as a snapshot, with all subsequent sessions waking up from that same starting point. > A browser agent walks through the real user flow, and the recording is included in the pull request. Video proof in the PR 👀

🚨 AI News | TestingCatalog

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Unreal Engine's built-in VFX system, Niagara, can be used to create cinematic effects that run completely in real-time. In this example focused on Automotive visualization, Jesse Pitela(Jesse Pitela) is layering thousands of GPU particles for snow flakes, meshes for ice chunks, and a Niagara Fluids smoke simulation on top, to show the car interacting with its environment❄️

Unreal Engine's built-in VFX system, Niagara, can be used to create cinematic effects that run completely in real-time. In this example focused on Automotive visualization, Jesse Pitela(Jesse Pitela) is layering thousands of GPU particles for snow flakes, meshes for ice chunks, and a Niagara Fluids smoke simulation on top, to show the car interacting with its environment❄️

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