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Conducting road safety audits, scheduling maintenance, or planning logistics routes used to require combing through imagery or, worse, driving miles of roads yourself. Not anymore. New AI-powered data layers in Google Earth are changing that. Pulling from billions of Google Street View images, these layers now spot infrastructure assets... show more

Google Earth

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Google just wired DeepMind and Earth Engine directly into the biggest geospatial dataset on the planet. For two decades, millions of people used Google Earth to scale the Himalayas or zoom in on their childhood neighbourhoods. In 2026, Google is basically trying to shift the entire platform toward professional execution. They turned a massive digital twin of the world into an agentic AI engine for global infrastructure. The technical foundation is (obviously) all about data. Google integrated 20-metre and 40-metre elevation contours globally. Engineers and urban planners now have instant access to the exact topographic context required for site planning anywhere on Earth. The data catalogue updates continuously to maintain the freshest imagery possible. Collaboration used to kill geospatial projects. Teams would lose momentum through stale materials or bad handoffs. Google fixed this by building frictionless data import systems. You can now drop KML, KMZ, and GeoJSON files directly onto the global map. Entire departments can align on a single source of truth, moving from a raw question to a definitive answer instantly. The biggest upgrade is the introduction of agentic geospatial intelligence. Users can open 'Ask Google Earth' and search massive satellite and Street View databases using natural language. You type a command, and the AI handles the manual data wrangling. It identifies new site locations and analyses infrastructure before you even open a spreadsheet.

Google just wired DeepMind and Earth Engine directly into the biggest geospatial dataset on the planet. For two decades, millions of people used Google Earth to scale the Himalayas or zoom in on their childhood neighbourhoods. In 2026, Google is basically trying to shift the entire platform toward professional execution. They turned a massive digital twin of the world into an agentic AI engine for global infrastructure. The technical foundation is (obviously) all about data. Google integrated 20-metre and 40-metre elevation contours globally. Engineers and urban planners now have instant access to the exact topographic context required for site planning anywhere on Earth. The data catalogue updates continuously to maintain the freshest imagery possible. Collaboration used to kill geospatial projects. Teams would lose momentum through stale materials or bad handoffs. Google fixed this by building frictionless data import systems. You can now drop KML, KMZ, and GeoJSON files directly onto the global map. Entire departments can align on a single source of truth, moving from a raw question to a definitive answer instantly. The biggest upgrade is the introduction of agentic geospatial intelligence. Users can open 'Ask Google Earth' and search massive satellite and Street View databases using natural language. You type a command, and the AI handles the manual data wrangling. It identifies new site locations and analyses infrastructure before you even open a spreadsheet.

Yohan

45,187 Aufrufe • vor 4 Monaten

Google Earth now lets you create AI images using real-world locations. With the new Nano Banana AI feature, you can pick any place in Google Earth, click “Create Image,” and describe what you want to see. The AI can turn that location into a historical scene, a futuristic city or a fantasy world The feature uses Google Earth’s satellite and 3D map data as the base, so the AI-generated images are built from real locations.

Google Earth now lets you create AI images using real-world locations. With the new Nano Banana AI feature, you can pick any place in Google Earth, click “Create Image,” and describe what you want to see. The AI can turn that location into a historical scene, a futuristic city or a fantasy world The feature uses Google Earth’s satellite and 3D map data as the base, so the AI-generated images are built from real locations.

Pirat_Nation 🔴

24,731 Aufrufe • vor 20 Tagen

🚨Nano Banana is now inside Google Photos 6 new things you can do with AI in Google Photos: - Describe the edits you want using your voice or text. - Request personalised edits, like removing sunglasses or fixing a smile. - Restyle your images with Nano Banana in the Photos editor. - Reimagine your photos with AI templates. - Use Ask Photos in over 100 countries and 17 new languages. - While viewing an image, start a conversation to instantly get answers about its content. Many of these features are rolling out now, so explore all the new ways AI can help you do even more with your memories in Google Photos.

🚨Nano Banana is now inside Google Photos 6 new things you can do with AI in Google Photos: - Describe the edits you want using your voice or text. - Request personalised edits, like removing sunglasses or fixing a smile. - Restyle your images with Nano Banana in the Photos editor. - Reimagine your photos with AI templates. - Use Ask Photos in over 100 countries and 17 new languages. - While viewing an image, start a conversation to instantly get answers about its content. Many of these features are rolling out now, so explore all the new ways AI can help you do even more with your memories in Google Photos.

Poonam Soni

23,741 Aufrufe • vor 9 Monaten

Are you an Insurance Advisor/Mutual Fund Distributor or advise clients on financial products? To make life easier for financial advisors, we have now integrated the ProtectMeWell API into a Google Sheet This means that you can work on a Google Sheet and generate reports (👇) like these for your prospective customers in real-time. 🚀Would you want to be an early adopter of "ProtectMeWell on Google Sheets"? Here is the deal 1⃣ I am seeking the help of 20 passionate advisors for closed user group testing. On a first come, first serve basis. DM me, if you are interested 2⃣ I will extend access to the Google Sheets for two weeks for ₹999. 100% refundable when you provide me with at least 5 actionable areas of improvement from a usability perspective of Google Sheets. 3⃣ When it is launched for the wider audience (late August 2023) you get to use it for free until 31 March 2024 (subject to 10,000 API calls) PS: To clarify, it is not the testing exercise of API (or algorithm), which is robust and has been used by over 100K people. The focus is on the usability of Google Sheets so that a wider audience finds it easy to navigate Sounds interesting? DM me Please amplify for good karma 🙏

Are you an Insurance Advisor/Mutual Fund Distributor or advise clients on financial products? To make life easier for financial advisors, we have now integrated the ProtectMeWell API into a Google Sheet This means that you can work on a Google Sheet and generate reports (👇) like these for your prospective customers in real-time. 🚀Would you want to be an early adopter of "ProtectMeWell on Google Sheets"? Here is the deal 1⃣ I am seeking the help of 20 passionate advisors for closed user group testing. On a first come, first serve basis. DM me, if you are interested 2⃣ I will extend access to the Google Sheets for two weeks for ₹999. 100% refundable when you provide me with at least 5 actionable areas of improvement from a usability perspective of Google Sheets. 3⃣ When it is launched for the wider audience (late August 2023) you get to use it for free until 31 March 2024 (subject to 10,000 API calls) PS: To clarify, it is not the testing exercise of API (or algorithm), which is robust and has been used by over 100K people. The focus is on the usability of Google Sheets so that a wider audience finds it easy to navigate Sounds interesting? DM me Please amplify for good karma 🙏

Sumit Ramani

42,240 Aufrufe • vor 3 Jahren

Today, we are introducing Injective Mint, a unified platform for issuing institutional-grade tokenized assets through a single interface with regulatory rails built in. For the first time, users, institutions and AI agents can launch compliant onchain assets at scale on Injective. Already, Injective has settled more than $6.8 billion in RWA volume while becoming one of the largest blockchains for tokenized assets, with more than $1.1 billion in native asset issuance. As Injective continues building regulated infrastructure, including its filing to become a registered transfer agent with the SEC, Injective Mint builds on that foundation to accelerate tokenization and expand the next generation of internet capital markets. From equities, bonds, ETFs, international securities and FX to more complex financial products, issuers can launch assets with built in compliance controls, permissions and regulatory rails designed for institutional adoption. Injective Mint enters private alpha today, with many more major releases, integrations and capabilities to follow powered by $INJ. Read the thread below for a closer look at Injective Mint and see it in action 🧵

Today, we are introducing Injective Mint, a unified platform for issuing institutional-grade tokenized assets through a single interface with regulatory rails built in. For the first time, users, institutions and AI agents can launch compliant onchain assets at scale on Injective. Already, Injective has settled more than $6.8 billion in RWA volume while becoming one of the largest blockchains for tokenized assets, with more than $1.1 billion in native asset issuance. As Injective continues building regulated infrastructure, including its filing to become a registered transfer agent with the SEC, Injective Mint builds on that foundation to accelerate tokenization and expand the next generation of internet capital markets. From equities, bonds, ETFs, international securities and FX to more complex financial products, issuers can launch assets with built in compliance controls, permissions and regulatory rails designed for institutional adoption. Injective Mint enters private alpha today, with many more major releases, integrations and capabilities to follow powered by $INJ. Read the thread below for a closer look at Injective Mint and see it in action 🧵

Injective 🥷

66,371 Aufrufe • vor 29 Tagen

🛰️ $XPIN, the leading #DePIN project on BNB Chain, is now live on SwissBorg! XPIN Network🛰️ provides a decentralised, AI-powered communication infrastructure that delivers secure, efficient, and borderless connectivity. By combining DePIN and #PayFi technologies, XPIN has created a self-sustaining ecosystem where users can access affordable data, earn rewards, and power a revolutionary communication economy. Trade $XPIN with 15 fiat currencies or swap anything-to-anything among nearly 400 crypto assets via SwissBorg’s Meta-Exchange - finding the best available prices and deepest liquidity across 30+ CEXs & DEXs. And remember: every trade earns you $BORG cashback on your exchange fees - up to 90%, depending on your Rank! Plug into the future of connectivity. XPIN is now on SwissBorg!

🛰️ $XPIN, the leading #DePIN project on BNB Chain, is now live on SwissBorg! XPIN Network🛰️ provides a decentralised, AI-powered communication infrastructure that delivers secure, efficient, and borderless connectivity. By combining DePIN and #PayFi technologies, XPIN has created a self-sustaining ecosystem where users can access affordable data, earn rewards, and power a revolutionary communication economy. Trade $XPIN with 15 fiat currencies or swap anything-to-anything among nearly 400 crypto assets via SwissBorg’s Meta-Exchange - finding the best available prices and deepest liquidity across 30+ CEXs & DEXs. And remember: every trade earns you $BORG cashback on your exchange fees - up to 90%, depending on your Rank! Plug into the future of connectivity. XPIN is now on SwissBorg!

SwissBorg

17,309 Aufrufe • vor 9 Monaten

Create Stunning Time-Series Satellite Images in Seconds! The GEE Data Catalogs Plugin v0.5 for QGIS is now available and it's a powerful upgrade. You can now create time-series satellite imagery with just a few clicks using a simple interface. The new version also supports direct downloads to your computer, making the workflow faster and more efficient. Key Features: - Access over 80 petabytes of satellite and geospatial datasets from Google Earth Engine - Generate animated time-series imagery effortlessly - Export results directly from QGIS to your local machine Useful Links: QGIS Plugin Page: GitHub Repository: Video Tutorial: #QGIS #geospatial #EarthEngine #Python #datascience #satellite

Create Stunning Time-Series Satellite Images in Seconds! The GEE Data Catalogs Plugin v0.5 for QGIS is now available and it's a powerful upgrade. You can now create time-series satellite imagery with just a few clicks using a simple interface. The new version also supports direct downloads to your computer, making the workflow faster and more efficient. Key Features: - Access over 80 petabytes of satellite and geospatial datasets from Google Earth Engine - Generate animated time-series imagery effortlessly - Export results directly from QGIS to your local machine Useful Links: QGIS Plugin Page: GitHub Repository: Video Tutorial: #QGIS #geospatial #EarthEngine #Python #datascience #satellite

Qiusheng Wu

14,165 Aufrufe • vor 7 Monaten

#BREAKING Palantir, Flock, and Axon AI are rapidly building the infrastructure for nationwide aerial surveillance drones like these may soon be deployed in cities and small towns across America. ⚠️ ABOUT : Palantir, Flock Safety, and Axon are major players in the public safety technology space, each building systems that help governments and law enforcement collect, organize, and act on data more quickly. Palantir focuses on software that integrates large volumes of data for analysis and decision-making, while Flock is known for license plate readers and drone-based response tools, and Axon is best known for body cameras, evidence management, and expanding into drone and AI-enabled policing products. Together, these companies reflect a broader shift toward automated surveillance, real-time monitoring, and data-driven policing in American cities and towns. Their supporters say these tools improve response times and public safety, while critics warn they can expand surveillance, reduce privacy, and give government agencies far more visibility into everyday life. All in the name of keeping you “safe”…#Richiefromboston #palantir #drones

#BREAKING Palantir, Flock, and Axon AI are rapidly building the infrastructure for nationwide aerial surveillance drones like these may soon be deployed in cities and small towns across America. ⚠️ ABOUT : Palantir, Flock Safety, and Axon are major players in the public safety technology space, each building systems that help governments and law enforcement collect, organize, and act on data more quickly. Palantir focuses on software that integrates large volumes of data for analysis and decision-making, while Flock is known for license plate readers and drone-based response tools, and Axon is best known for body cameras, evidence management, and expanding into drone and AI-enabled policing products. Together, these companies reflect a broader shift toward automated surveillance, real-time monitoring, and data-driven policing in American cities and towns. Their supporters say these tools improve response times and public safety, while critics warn they can expand surveillance, reduce privacy, and give government agencies far more visibility into everyday life. All in the name of keeping you “safe”…#Richiefromboston #palantir #drones

RichieFromBoston

153,716 Aufrufe • vor 1 Monat

Embracing Change: CrossFi's Strategic Moves for Enhanced Liquidity We are thrilled to announce significant changes in our liquidity strategy, aimed at strengthening our platform and providing enhanced opportunities for all participants. 📶 Redistribution of Liquidity: We have successfully reallocated liquidity from previous pools to focus on creating more efficient assets. This reallocation is crucial for the sustainability and success of our project. 🗒 Creation of Proprietary Pools: We are excited to soon launch our proprietary pools on the xSwap platform. These pools are designed to enhance adaptability and efficiency in managing assets, ensuring the resilience and prosperity of CrossFi. 🛡 Introduction of the Zap Functionality: Our team is finalizing the implementation of the zap feature, which will simplify interactions with our assets and enhance your ability to manage them efficiently through automated processes. We are confident that these strategic steps will lead us to new heights and provide better conditions for our community. Your continuous support and trust are invaluable as we move forward. 💎 Thank you for being part of our journey. ➡️

Embracing Change: CrossFi's Strategic Moves for Enhanced Liquidity We are thrilled to announce significant changes in our liquidity strategy, aimed at strengthening our platform and providing enhanced opportunities for all participants. 📶 Redistribution of Liquidity: We have successfully reallocated liquidity from previous pools to focus on creating more efficient assets. This reallocation is crucial for the sustainability and success of our project. 🗒 Creation of Proprietary Pools: We are excited to soon launch our proprietary pools on the xSwap platform. These pools are designed to enhance adaptability and efficiency in managing assets, ensuring the resilience and prosperity of CrossFi. 🛡 Introduction of the Zap Functionality: Our team is finalizing the implementation of the zap feature, which will simplify interactions with our assets and enhance your ability to manage them efficiently through automated processes. We are confident that these strategic steps will lead us to new heights and provide better conditions for our community. Your continuous support and trust are invaluable as we move forward. 💎 Thank you for being part of our journey. ➡️

CrossFi

51,278 Aufrufe • vor 1 Jahr

For the first time in forever, Coimbatore is faster from Mangalore via the coast than through the hills. Kannur bits are pending. Kozhikode to Palakkad leaves these roads for busy and slow two track roads. But the rest is so perfect, it feels like an AI imagined template. Very drivable with a stop in Kozhikode for lunch. Building vast open expressways in barren landscape is one thing. But building them through the density of Kerala is an insane feat for any country on earth let alone India. Great marking, speed limits, driving etiquette. Super job Nitin Gadkari MORTHINDIA . Can we have this continue through Karnataka till Madgaon where the rest of Konkan north of that begins. It’s will be an insane west coast driving experience through the length of India’s peninsula. Ashwini Vaishnaw is surely going to introduce a VB from CBE to MAQ and work on a west coast railway zone. Kerala journeys have great occupancy and CBE and MAQ are a traditional city pair with huge people movement between them. You can’t be not planning this right now.

For the first time in forever, Coimbatore is faster from Mangalore via the coast than through the hills. Kannur bits are pending. Kozhikode to Palakkad leaves these roads for busy and slow two track roads. But the rest is so perfect, it feels like an AI imagined template. Very drivable with a stop in Kozhikode for lunch. Building vast open expressways in barren landscape is one thing. But building them through the density of Kerala is an insane feat for any country on earth let alone India. Great marking, speed limits, driving etiquette. Super job Nitin Gadkari MORTHINDIA . Can we have this continue through Karnataka till Madgaon where the rest of Konkan north of that begins. It’s will be an insane west coast driving experience through the length of India’s peninsula. Ashwini Vaishnaw is surely going to introduce a VB from CBE to MAQ and work on a west coast railway zone. Kerala journeys have great occupancy and CBE and MAQ are a traditional city pair with huge people movement between them. You can’t be not planning this right now.

Aroor Prashanth Rao

40,673 Aufrufe • vor 1 Monat

$⚡️ Trade U.S. Stocks in TON Wallet Tokenized stocks and ETFs of major U.S. companies are now available in TON Wallet. In the new “Stocks & ETFs” section, you can buy and sell popular assets — including Apple, Nvidia, Tesla, as well as well-known index funds like S&P 500 and Invesco QQQ. Trading is available 24/7, including weekends. You can buy a full stocks or even a small fraction — starting from just $1 and with no network fee until the end of 2025. All transactions take place directly on the TON 💎, allowing you to trade or withdraw your assets to any TON address at any time 💎 Some tokenized stocks also have dividends: if a company pays dividends on its traditional shares, token holders will receive equivalent payouts in the same token. And of course — you can instantly send these stocks to your friends and contacts on Telegram Messenger, fast and with zero TON Wallet fees. Try it👇$

⚡️ Trade U.S. Stocks in TON Wallet Tokenized stocks and ETFs of major U.S. companies are now available in TON Wallet. In the new “Stocks & ETFs” section, you can buy and sell popular assets — including Apple, Nvidia, Tesla, as well as well-known index funds like S&P 500 and Invesco QQQ. Trading is available 24/7, including weekends. You can buy a full stocks or even a small fraction — starting from just $1 and with no network fee until the end of 2025. All transactions take place directly on the TON 💎, allowing you to trade or withdraw your assets to any TON address at any time 💎 Some tokenized stocks also have dividends: if a company pays dividends on its traditional shares, token holders will receive equivalent payouts in the same token. And of course — you can instantly send these stocks to your friends and contacts on Telegram Messenger, fast and with zero TON Wallet fees. Try it👇

TON Wallet

20,028 Aufrufe • vor 8 Monaten

⏱️ THE WAIT IS FINALLY OVER In just 2 days you will see what FAR Labs have been building. We are about to reveal the foundation of FAR AI, built on new compute, new biometric signals, new science models, and new forms of intelligent play. Each part is designed to help you run faster, produce more, and open fresh revenue streams across AI, science, and gaming. You will see how these layers connect and how they create a system built for real users, real ownership, and real outcomes. Be the first to use FAR AI and unlock new revenue. Follow these steps: 1. Click the link below. 2. Enter your email in the box. 3. Confirm your signup and you are in. Here's the link 👉 PS Spots for early access will move fast, act now.

⏱️ THE WAIT IS FINALLY OVER In just 2 days you will see what FAR Labs have been building. We are about to reveal the foundation of FAR AI, built on new compute, new biometric signals, new science models, and new forms of intelligent play. Each part is designed to help you run faster, produce more, and open fresh revenue streams across AI, science, and gaming. You will see how these layers connect and how they create a system built for real users, real ownership, and real outcomes. Be the first to use FAR AI and unlock new revenue. Follow these steps: 1. Click the link below. 2. Enter your email in the box. 3. Confirm your signup and you are in. Here's the link 👉 PS Spots for early access will move fast, act now.

FAR Labs

31,485 Aufrufe • vor 8 Monaten

Since launching our free advanced desktop platform, Robinhood Legend, we’ve been busy making it even…. Better. We’ve heard you, and you know we love to build. Improvements: 1. Anchored VWAP: Analyze trends with precision by anchoring the Volume Weighted Average Price (VWAP) to key events or timeframes. A must-have for technical traders. 2. Chart comparisons: Compare multiple stocks, ETFs, or crypto assets on a single chart to spot trends and correlations with ease. 3. New columns on the options chain: Get deeper insights into your options trades with new probability metrics available directly on the options chain. See the options disclosure document at 4. New IV data: View implied volatility (IV) across more surfaces, including the options chain, watchlist, and positions table, for better-informed options trading. 5. Options replace: Modify working options orders instantly—no need to cancel and start over. 6. Joint accounts: Available to all customers on Robinhood Legend. Switch between account types and share trades with your partner in real-time. 7. Snapshot widget: Get key data on stocks, ETFs, indexes, and crypto—all in one place: Live quotes and price ranges, Recent headlines, Implied & historical volatility, Fundamentals and more. 8. Much more. Dive in and see for yourself.

Since launching our free advanced desktop platform, Robinhood Legend, we’ve been busy making it even…. Better. We’ve heard you, and you know we love to build. Improvements: 1. Anchored VWAP: Analyze trends with precision by anchoring the Volume Weighted Average Price (VWAP) to key events or timeframes. A must-have for technical traders. 2. Chart comparisons: Compare multiple stocks, ETFs, or crypto assets on a single chart to spot trends and correlations with ease. 3. New columns on the options chain: Get deeper insights into your options trades with new probability metrics available directly on the options chain. See the options disclosure document at 4. New IV data: View implied volatility (IV) across more surfaces, including the options chain, watchlist, and positions table, for better-informed options trading. 5. Options replace: Modify working options orders instantly—no need to cancel and start over. 6. Joint accounts: Available to all customers on Robinhood Legend. Switch between account types and share trades with your partner in real-time. 7. Snapshot widget: Get key data on stocks, ETFs, indexes, and crypto—all in one place: Live quotes and price ranges, Recent headlines, Implied & historical volatility, Fundamentals and more. 8. Much more. Dive in and see for yourself.

Robinhood

24,543 Aufrufe • vor 1 Jahr

Why Hyderabad Drowns After A 20min Rain? I may not have a simple answer to this complex question but was in Raidurgam area yesterday and this what I saw. This is right next to the Raidurgam metro. It is like the IT hub of Hyderabad and look at the state of things here. Roads are being dug to lay drainage pipes. Locals told me it has been close to a year since they started digging. The debris is just lying on the road, existing drainage seems to be damaged and all the sewer is flowing on to the main road. To make things worse, many are parking right on the road making the congested area much more difficult to commute. There is no parking space at Raidurgam Metro. If someone wants to take the metro, they have to arrive on a separate vehicle to reach. Plus there are a million autos lined up on the road. Traffic police who hide behind trees or corner you in some random street won’t regulate traffic on the main roads. They won’t show a solution to park vehicles but will collect challans. Why are you collecting challans without any space being earmarked for parking? Do you expect people to jump off a parachute and get into a metro? We look at China, Japan with their advanced technology of laying roads in a day and will be wowed. Here governments talk about AI city, Future City and such money minting projects for the government and still get wowed. Why isn’t AI or advanced technology being used to repair roads, drainages or maintain infrastructure in the existing city??? Why this craze to call the existing city a dump and then pumping huge public money into a nonexistent Future City? Why is governance driven by real estate ambitions of a few politicians?

Why Hyderabad Drowns After A 20min Rain? I may not have a simple answer to this complex question but was in Raidurgam area yesterday and this what I saw. This is right next to the Raidurgam metro. It is like the IT hub of Hyderabad and look at the state of things here. Roads are being dug to lay drainage pipes. Locals told me it has been close to a year since they started digging. The debris is just lying on the road, existing drainage seems to be damaged and all the sewer is flowing on to the main road. To make things worse, many are parking right on the road making the congested area much more difficult to commute. There is no parking space at Raidurgam Metro. If someone wants to take the metro, they have to arrive on a separate vehicle to reach. Plus there are a million autos lined up on the road. Traffic police who hide behind trees or corner you in some random street won’t regulate traffic on the main roads. They won’t show a solution to park vehicles but will collect challans. Why are you collecting challans without any space being earmarked for parking? Do you expect people to jump off a parachute and get into a metro? We look at China, Japan with their advanced technology of laying roads in a day and will be wowed. Here governments talk about AI city, Future City and such money minting projects for the government and still get wowed. Why isn’t AI or advanced technology being used to repair roads, drainages or maintain infrastructure in the existing city??? Why this craze to call the existing city a dump and then pumping huge public money into a nonexistent Future City? Why is governance driven by real estate ambitions of a few politicians?

Revathi

19,667 Aufrufe • vor 2 Monaten

🚨 THE BIGGEST BOTTLENECK IN AI ISN'T COMPUTING POWER ANYMORE IT'S MOVING DATA. Instead of laying new cables, Chinese researchers have upgraded existing fiber infrastructure by doing two things at once: Using three wavelength bands (C + L + S) instead of the usual two. Using four cores inside each fiber instead of one. Each core acts like an independent highway, and each band acts like an extra lane on that highway. Together, they’ve reportedly increased transmission capacity per core by nearly 50% and overall data throughput by up to 5×. This matters enormously for AI. Modern AI clusters move terabits of data per second between thousands of GPUs. The biggest bottleneck is often not the chips themselves, but moving data fast enough between them. If you can push 5× more data through the same physical cables, you can train bigger models faster and reduce network congestion. Why this is significant: • It shows multi-core + extended spectrum technology moving from labs into real-world commercial use • The system has already run over 35 km of existing telecom network • It could be especially useful for submarine cables and large-scale data center interconnects • China is also eyeing it for its “Eastern Data, Western Computing” project The deeper implication: We’re reaching the physical limits of how much data we can push through single-core fibers using traditional methods. By combining spatial multiplexing (multiple cores) with spectral multiplexing (more wavelength bands), engineers are finding new ways to keep scaling bandwidth without having to dig up the planet to lay new cables. This kind of breakthrough is quiet but foundational it’s the kind of infrastructure upgrade that will determine how fast AI and cloud computing can actually grow in the coming years. The future of data movement might not require more cables. It might just require smarter ones. How important do you think multi-core and multi-band fiber will be for keeping up with AI’s exploding data demands? Follow for more frontier networking, photonics, and infrastructure technology.

🚨 THE BIGGEST BOTTLENECK IN AI ISN'T COMPUTING POWER ANYMORE IT'S MOVING DATA. Instead of laying new cables, Chinese researchers have upgraded existing fiber infrastructure by doing two things at once: Using three wavelength bands (C + L + S) instead of the usual two. Using four cores inside each fiber instead of one. Each core acts like an independent highway, and each band acts like an extra lane on that highway. Together, they’ve reportedly increased transmission capacity per core by nearly 50% and overall data throughput by up to 5×. This matters enormously for AI. Modern AI clusters move terabits of data per second between thousands of GPUs. The biggest bottleneck is often not the chips themselves, but moving data fast enough between them. If you can push 5× more data through the same physical cables, you can train bigger models faster and reduce network congestion. Why this is significant: • It shows multi-core + extended spectrum technology moving from labs into real-world commercial use • The system has already run over 35 km of existing telecom network • It could be especially useful for submarine cables and large-scale data center interconnects • China is also eyeing it for its “Eastern Data, Western Computing” project The deeper implication: We’re reaching the physical limits of how much data we can push through single-core fibers using traditional methods. By combining spatial multiplexing (multiple cores) with spectral multiplexing (more wavelength bands), engineers are finding new ways to keep scaling bandwidth without having to dig up the planet to lay new cables. This kind of breakthrough is quiet but foundational it’s the kind of infrastructure upgrade that will determine how fast AI and cloud computing can actually grow in the coming years. The future of data movement might not require more cables. It might just require smarter ones. How important do you think multi-core and multi-band fiber will be for keeping up with AI’s exploding data demands? Follow for more frontier networking, photonics, and infrastructure technology.

TheNewPhysics

20,485 Aufrufe • vor 2 Monaten

The "Neoclouds are too scared of Jensen to offer TPUs!" tweet reminded me of this quote from the Odd Lots episode with Hudson River Trading's Head of AI: "If you're using TPUs, you're also kind of entering a very close relationship with Google, some feeling of vendor lock in.. It's a complicated thing if you go down that path. But if you're compute hungry like the big labs, you'll take what you can get. I think Anthropic takes TPUs, Trainium, and GPUs, they need them all." You can also just look at the hoops and hurdles Google is going through to find external buyers of TPUs: - Invested $10B+ in Anthropic (and committed to invest $40B+) - Back-stopped Anthropic's data center leases so that Anthropic's data center developers can obtain financing to house the TPU's Anthropic is buying from Google - Created a new neocloud via a JV with Blackstone to offer TPUs (e.g. buy them from Google to rent) CoreWeave and Nebius are already sold out on the GPUs for which they have data center capacity to bring online.. Both want to diversify their customer bases away from hyperscalers and large AI labs. Doesn't seem to make any sense for them to offer TPUs, when Anthropic is the only company actually buying TPUs from Google, and only after being heavily incentivized to do so. $GOOG $CRWV $NBIS

The "Neoclouds are too scared of Jensen to offer TPUs!" tweet reminded me of this quote from the Odd Lots episode with Hudson River Trading's Head of AI: "If you're using TPUs, you're also kind of entering a very close relationship with Google, some feeling of vendor lock in.. It's a complicated thing if you go down that path. But if you're compute hungry like the big labs, you'll take what you can get. I think Anthropic takes TPUs, Trainium, and GPUs, they need them all." You can also just look at the hoops and hurdles Google is going through to find external buyers of TPUs: - Invested $10B+ in Anthropic (and committed to invest $40B+) - Back-stopped Anthropic's data center leases so that Anthropic's data center developers can obtain financing to house the TPU's Anthropic is buying from Google - Created a new neocloud via a JV with Blackstone to offer TPUs (e.g. buy them from Google to rent) CoreWeave and Nebius are already sold out on the GPUs for which they have data center capacity to bring online.. Both want to diversify their customer bases away from hyperscalers and large AI labs. Doesn't seem to make any sense for them to offer TPUs, when Anthropic is the only company actually buying TPUs from Google, and only after being heavily incentivized to do so. $GOOG $CRWV $NBIS

Rittenhouse Research

13,919 Aufrufe • vor 1 Monat

I just built a Claude Cowork skill that turns your Google Ads data into a visual performance dashboard in 60 seconds 🤯 One prompt → campaign breakdowns, CPA trends, spend vs conversions charts, and hourly conversion patterns, all rendered as an interactive HTML dashboard you open in Chrome. All inside Claude Cowork. Perfect for DTC brands and agencies who are pulling Google Ads data into spreadsheets every week, manually building charts, and spending an hour formatting a report that's outdated by the time you send it. If you're managing Google Ads and your weekly reporting workflow looks like this — export a CSV, open Google Sheets, build a pivot table, copy the numbers into a slide deck, manually create charts, format everything, realize you forgot a campaign, start over ... This skill does the whole thing in one prompt: → Connects to your live Google Ads data via MCP → Pulls spend, conversions, CPA, ROAS, CTR across every campaign → Builds an interactive HTML dashboard → Summary cards at the top: total spend, total conversions, avg CPA, avg ROAS → Bar chart comparing spend vs conversions by campaign → CPA trend line over the last 30 days → Campaign table ranked by performance, color-coded green/yellow/red → Opens in Chrome: hover over charts, compare campaigns, screenshot for your team No spreadsheets. No manual chart building. No hour-long formatting sessions. What you get: → A visual dashboard from live data in under 60 seconds → Campaign performance you can actually see, not just read in a table → CPA trends that show you where things are heading, not just where they are → A dashboard you can screenshot and drop into Slack, a client report, or a team standup → Reusable — run it weekly and the data updates automatically One prompt. Live data. A finished dashboard you open in your browser. I put together a playbook with the full skill file, the setup, and the exact prompts to customize the dashboard for your account. Want it for free? > Like this post > Comment "DASH" And I'll send it over (must be following so I can DM)

I just built a Claude Cowork skill that turns your Google Ads data into a visual performance dashboard in 60 seconds 🤯 One prompt → campaign breakdowns, CPA trends, spend vs conversions charts, and hourly conversion patterns, all rendered as an interactive HTML dashboard you open in Chrome. All inside Claude Cowork. Perfect for DTC brands and agencies who are pulling Google Ads data into spreadsheets every week, manually building charts, and spending an hour formatting a report that's outdated by the time you send it. If you're managing Google Ads and your weekly reporting workflow looks like this — export a CSV, open Google Sheets, build a pivot table, copy the numbers into a slide deck, manually create charts, format everything, realize you forgot a campaign, start over ... This skill does the whole thing in one prompt: → Connects to your live Google Ads data via MCP → Pulls spend, conversions, CPA, ROAS, CTR across every campaign → Builds an interactive HTML dashboard → Summary cards at the top: total spend, total conversions, avg CPA, avg ROAS → Bar chart comparing spend vs conversions by campaign → CPA trend line over the last 30 days → Campaign table ranked by performance, color-coded green/yellow/red → Opens in Chrome: hover over charts, compare campaigns, screenshot for your team No spreadsheets. No manual chart building. No hour-long formatting sessions. What you get: → A visual dashboard from live data in under 60 seconds → Campaign performance you can actually see, not just read in a table → CPA trends that show you where things are heading, not just where they are → A dashboard you can screenshot and drop into Slack, a client report, or a team standup → Reusable — run it weekly and the data updates automatically One prompt. Live data. A finished dashboard you open in your browser. I put together a playbook with the full skill file, the setup, and the exact prompts to customize the dashboard for your account. Want it for free? > Like this post > Comment "DASH" And I'll send it over (must be following so I can DM)

Mike Futia

38,846 Aufrufe • vor 4 Monaten

Our @Grammarly AI agents are here! Today, we’re launching eight new AI agents designed for students and professionals. We created many of these agents with students in mind because they’re the first generation entering a job market where employers expect both subject expertise AND AI fluency. These agents help with everything from finding credible sources to predicting reader reactions. One agent we’ve gotten great feedback on is AI Grader (I wish I had this in school), which you can see in the video below. It looks at your assignment rubric and gives you suggestions like your professor would, and a grade prediction before you submit your work. And these agents are available in docs, our new AI-native writing surface! I’m deeply proud of this launch—docs is powered by Coda (Superhuman Docs) technology and is a great integration moment between Grammarly and Coda. This is just the beginning of Grammarly’s journey to offering agents that work everywhere people work and collaborate. I’ve been loving using these agents, and I’m excited for our customers to get access. Try them for yourself here and let me know what you think:

Our @Grammarly AI agents are here! Today, we’re launching eight new AI agents designed for students and professionals. We created many of these agents with students in mind because they’re the first generation entering a job market where employers expect both subject expertise AND AI fluency. These agents help with everything from finding credible sources to predicting reader reactions. One agent we’ve gotten great feedback on is AI Grader (I wish I had this in school), which you can see in the video below. It looks at your assignment rubric and gives you suggestions like your professor would, and a grade prediction before you submit your work. And these agents are available in docs, our new AI-native writing surface! I’m deeply proud of this launch—docs is powered by Coda (Superhuman Docs) technology and is a great integration moment between Grammarly and Coda. This is just the beginning of Grammarly’s journey to offering agents that work everywhere people work and collaborate. I’ve been loving using these agents, and I’m excited for our customers to get access. Try them for yourself here and let me know what you think:

Shishir

13,564 Aufrufe • vor 1 Jahr

Space objects such as meteoroids and asteroids move across the solar system and can collide with both Earth and the Moon. However, the Moon shows far more visible impact marks on its surface. One main reason is that Earth has a thick atmosphere that protects the planet. When many meteoroids enter Earth’s atmosphere, they burn up due to friction before they can reach the ground. This process creates the bright streaks of light we call shooting stars. The Moon, however, has almost no atmosphere, so incoming space rocks are not slowed down or burned up. They travel directly to the lunar surface and strike it at very high speed. Each collision creates an impact crater, throwing dust and rocks outward from the impact point. Over billions of years, thousands of these impacts have covered the Moon with craters. Unlike Earth, the Moon also has no wind, water, or weather to erase these craters, so they remain visible for millions or even billions of years. This is why the Moon looks heavily cratered when we observe it from Earth through telescopes.

Space objects such as meteoroids and asteroids move across the solar system and can collide with both Earth and the Moon. However, the Moon shows far more visible impact marks on its surface. One main reason is that Earth has a thick atmosphere that protects the planet. When many meteoroids enter Earth’s atmosphere, they burn up due to friction before they can reach the ground. This process creates the bright streaks of light we call shooting stars. The Moon, however, has almost no atmosphere, so incoming space rocks are not slowed down or burned up. They travel directly to the lunar surface and strike it at very high speed. Each collision creates an impact crater, throwing dust and rocks outward from the impact point. Over billions of years, thousands of these impacts have covered the Moon with craters. Unlike Earth, the Moon also has no wind, water, or weather to erase these craters, so they remain visible for millions or even billions of years. This is why the Moon looks heavily cratered when we observe it from Earth through telescopes.

The Astronomy Guy

17,473 Aufrufe • vor 4 Monaten