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The Internet Computer's storage capacity has grown dramatically. At launch: ~50GB per subnet Today: 2TB per subnet (40x increase) With 47 subnets (94TB total replicated storage capacity), no other blockchain comes close to this amount of fully replicated storage. Plus: Distributed storage coming soon for static assets that don't... show more

DFINITY Foundation

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14,552 次观看 • 6 个月前 •via X (Twitter)

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Most blockchains hit a storage limit. The Internet Computer scales past it. David Derler explains how the IC reaches: - 2 TB per subnet - 94 TB total replicated capacity - Fully onchain compute and data

Most blockchains hit a storage limit. The Internet Computer scales past it. David Derler explains how the IC reaches: - 2 TB per subnet - 94 TB total replicated capacity - Fully onchain compute and data

DFINITY Foundation

39,143 次观看 • 7 个月前

Running software fully onchain requires two things: Compute capacity and storage capacity. The Internet Computer uses fully replicated storage: → All nodes store a complete copy of the data → Smart contracts can directly read and write → Feels like RAM in a program that runs forever → Enables interactive Web3 experiences like Web2 This is different from distributed storage where not all nodes have all the data. Replicated storage lets smart contracts compute on data during execution.

Running software fully onchain requires two things: Compute capacity and storage capacity. The Internet Computer uses fully replicated storage: → All nodes store a complete copy of the data → Smart contracts can directly read and write → Feels like RAM in a program that runs forever → Enables interactive Web3 experiences like Web2 This is different from distributed storage where not all nodes have all the data. Replicated storage lets smart contracts compute on data during execution.

DFINITY Foundation

19,427 次观看 • 7 个月前

NEWS: BYD has launched its next-generation battery energy storage system. It has a unit capacity of 14.5 MWh, the highest globally to date. The energy storage system achieves an ultra-large capacity of 10 MWh within a space equivalent to a 20-foot container, BYD said. For a 1 GWh storage plant, it will cut the number of required units by more than half, reduce land use by one-third, and trim cell count by 76%, according to the manufacturer. It uses BYD’s self-developed 2,710 Ah Blade Battery cell, which the company claims is the largest energy storage cell in the world. "This next-generation cell delivers three times the capacity of conventional storage batteries, boasts a cycle life of over 10,000 cycles, and reduces the total lifecycle cost per kilowatt-hour to below $0.014 – a milestone that could reshape the economics of large-scale storage." BYD says it can cut project-level levelized costs (LCOS) by 21.7%. For a typical 1 GWh installation, total costs related to equipment procurement, transportation, and installation are expected to drop by around 30%. In addition, BYD has launched its new GC Flux grid-forming inverter solution, which covers the 2.5–10 MW capacity range. According to BYD, the inverter boasts a performance level approximately 38% higher than common industry standards and a maximum power density of 1,474 kW/㎡, which is around 130% above typical values in today’s market. The system provides an overload capacity of up to 3x for 10 seconds and reaches a peak efficiency of 99.35%.

NEWS: BYD has launched its next-generation battery energy storage system. It has a unit capacity of 14.5 MWh, the highest globally to date. The energy storage system achieves an ultra-large capacity of 10 MWh within a space equivalent to a 20-foot container, BYD said. For a 1 GWh storage plant, it will cut the number of required units by more than half, reduce land use by one-third, and trim cell count by 76%, according to the manufacturer. It uses BYD’s self-developed 2,710 Ah Blade Battery cell, which the company claims is the largest energy storage cell in the world. "This next-generation cell delivers three times the capacity of conventional storage batteries, boasts a cycle life of over 10,000 cycles, and reduces the total lifecycle cost per kilowatt-hour to below $0.014 – a milestone that could reshape the economics of large-scale storage." BYD says it can cut project-level levelized costs (LCOS) by 21.7%. For a typical 1 GWh installation, total costs related to equipment procurement, transportation, and installation are expected to drop by around 30%. In addition, BYD has launched its new GC Flux grid-forming inverter solution, which covers the 2.5–10 MW capacity range. According to BYD, the inverter boasts a performance level approximately 38% higher than common industry standards and a maximum power density of 1,474 kW/㎡, which is around 130% above typical values in today’s market. The system provides an overload capacity of up to 3x for 10 seconds and reaches a peak efficiency of 99.35%.

Sawyer Merritt

384,738 次观看 • 10 个月前

Most $SUI holders know one thing about the token: total supply is capped at 10 billion. They have never read the mechanic that makes that cap matter. It is called the Storage Fund. And it is the most important thing in the $SUI tokenomics docs that nobody is talking about. Here is exactly how it works: Every time a transaction adds data to the Sui blockchain, the user pays a storage fee. That fee does not go to validators directly. It goes into the Storage Fund, a pool of SUI that never fully depletes. Here is where it gets interesting. The Storage Fund has its own stake in the network. It earns staking rewards the same way every other stakeholder does. Those rewards are then distributed to validators to compensate them for storing historical data. This solves a problem every other blockchain ignores: When a new validator joins Sui, they have to store all the historical data from transactions that happened before they existed. Why would a new validator pay to store someone else's old data? The Storage Fund pays them for it. Past users who created the storage requirements in the first place funded the pool. Future validators get compensated from that pool indefinitely. The fund pays out only the returns on its capital, never the principal. It cannot be drained. It is designed to survive forever. Now here is the part that directly connects to $SUI token value. The Sui docs state this explicitly: Deflation is a feature of Sui, not a bug. Here is why: Total supply is capped at 10 billion SUI. As network activity increases, more transactions are processed. More transactions mean more storage fees flowing into the Storage Fund. As the Storage Fund grows, it holds more SUI. More SUI held in the fund means less SUI in active circulation. Less circulating supply against the same or growing demand means the value of each SUI token increases. Network growth directly reduces circulating supply. That is not speculation. That is the economic model built into the protocol at the architecture level. One more detail worth knowing: If you delete data you stored on chain, you receive a partial refund of your original storage fees. The system charges for storage, rewards deletion, and compounds the fund's stake indefinitely. Most people holding $SUI today are pricing the speed narrative: The parallel transaction processing. The sub-second finality. The Move language safety. They have not started pricing the storage fund deflation mechanic. That gap between what the tokenomics actually does and what the market currently understands is where the long-term thesis lives. The people who read the docs always buy before the people who read the price.

Most $SUI holders know one thing about the token: total supply is capped at 10 billion. They have never read the mechanic that makes that cap matter. It is called the Storage Fund. And it is the most important thing in the $SUI tokenomics docs that nobody is talking about. Here is exactly how it works: Every time a transaction adds data to the Sui blockchain, the user pays a storage fee. That fee does not go to validators directly. It goes into the Storage Fund, a pool of SUI that never fully depletes. Here is where it gets interesting. The Storage Fund has its own stake in the network. It earns staking rewards the same way every other stakeholder does. Those rewards are then distributed to validators to compensate them for storing historical data. This solves a problem every other blockchain ignores: When a new validator joins Sui, they have to store all the historical data from transactions that happened before they existed. Why would a new validator pay to store someone else's old data? The Storage Fund pays them for it. Past users who created the storage requirements in the first place funded the pool. Future validators get compensated from that pool indefinitely. The fund pays out only the returns on its capital, never the principal. It cannot be drained. It is designed to survive forever. Now here is the part that directly connects to $SUI token value. The Sui docs state this explicitly: Deflation is a feature of Sui, not a bug. Here is why: Total supply is capped at 10 billion SUI. As network activity increases, more transactions are processed. More transactions mean more storage fees flowing into the Storage Fund. As the Storage Fund grows, it holds more SUI. More SUI held in the fund means less SUI in active circulation. Less circulating supply against the same or growing demand means the value of each SUI token increases. Network growth directly reduces circulating supply. That is not speculation. That is the economic model built into the protocol at the architecture level. One more detail worth knowing: If you delete data you stored on chain, you receive a partial refund of your original storage fees. The system charges for storage, rewards deletion, and compounds the fund's stake indefinitely. Most people holding $SUI today are pricing the speed narrative: The parallel transaction processing. The sub-second finality. The Move language safety. They have not started pricing the storage fund deflation mechanic. That gap between what the tokenomics actually does and what the market currently understands is where the long-term thesis lives. The people who read the docs always buy before the people who read the price.

2xnmore

47,515 次观看 • 2 个月前

The Krishna Raja Sagar (KRS) Dam has entered the crucial Southwest Monsoon season of 2026 with one of its poorest water positions in recent years, raising concerns over the sluggish progress of rainfall in the Cauvery catchment areas of Kodagu. According to official data from Cauvery Neeravari Nigama Limited (CNNL) on June 28, 2026, the reservoir held 11.233 tmcft (thousand million cubic feet) of water at a level of 81 feet against its full reservoir level of 124.80 feet. The inflow stood at just 530 cusecs. Of the total storage, the live storage is only 2.809 tmcft, while 8.424 tmcft accounts for dead storage and silt. A comparison with data recorded on the same date over the past two decades shows that the present storage is among the lowest for the end of June and is dramatically lower than last year, when the reservoir had almost reached its full capacity. On June 28, 2025, the reservoir stood at 123.25 feet with 47.311 tmcft of water and was receiving a massive inflow of 73,811 cusecs following heavy monsoon rains in Kodagu. Notably, the cumulative inflow in the last 20 years is the lowest in 2026 (from June 1 to June 28) with 1.37 tmcft. At the same time, the cumulative inflow in the last 20 years was the highest in 2025, with 38.4 tmcft. The inflow trend also presents a worrying picture. At 530 cusecs, the present inflow is the lowest recorded among the 20 years listed, even lower than 547 cusecs in 2009 and 655 cusecs in 2019. By comparison, the reservoir received 13,437 cusecs in 2024, 36,510 cusecs in 2015, 23,867 cusecs in 2013, 11,483 cusecs in 2011 and a staggering 73,811 cusecs last year. Apart from weak monsoon rainfall and poor inflows, another major concern for the KRS Dam is the steady increase in silt accumulation, which has significantly reduced the reservoir's effective storage capacity. The estimated silt deposit and dead storage level at the reservoir remained unchanged at 4.401 tmcft between 2016 and 2023. However, it rose sharply to 8.179 tmcft (silt and dead storage level) in 2024, increased further to 8.379 tmcft in 2025 and has now reached 8.424 tmcft (silt and dead storage level) in 2026.

The Krishna Raja Sagar (KRS) Dam has entered the crucial Southwest Monsoon season of 2026 with one of its poorest water positions in recent years, raising concerns over the sluggish progress of rainfall in the Cauvery catchment areas of Kodagu. According to official data from Cauvery Neeravari Nigama Limited (CNNL) on June 28, 2026, the reservoir held 11.233 tmcft (thousand million cubic feet) of water at a level of 81 feet against its full reservoir level of 124.80 feet. The inflow stood at just 530 cusecs. Of the total storage, the live storage is only 2.809 tmcft, while 8.424 tmcft accounts for dead storage and silt. A comparison with data recorded on the same date over the past two decades shows that the present storage is among the lowest for the end of June and is dramatically lower than last year, when the reservoir had almost reached its full capacity. On June 28, 2025, the reservoir stood at 123.25 feet with 47.311 tmcft of water and was receiving a massive inflow of 73,811 cusecs following heavy monsoon rains in Kodagu. Notably, the cumulative inflow in the last 20 years is the lowest in 2026 (from June 1 to June 28) with 1.37 tmcft. At the same time, the cumulative inflow in the last 20 years was the highest in 2025, with 38.4 tmcft. The inflow trend also presents a worrying picture. At 530 cusecs, the present inflow is the lowest recorded among the 20 years listed, even lower than 547 cusecs in 2009 and 655 cusecs in 2019. By comparison, the reservoir received 13,437 cusecs in 2024, 36,510 cusecs in 2015, 23,867 cusecs in 2013, 11,483 cusecs in 2011 and a staggering 73,811 cusecs last year. Apart from weak monsoon rainfall and poor inflows, another major concern for the KRS Dam is the steady increase in silt accumulation, which has significantly reduced the reservoir's effective storage capacity. The estimated silt deposit and dead storage level at the reservoir remained unchanged at 4.401 tmcft between 2016 and 2023. However, it rose sharply to 8.179 tmcft (silt and dead storage level) in 2024, increased further to 8.379 tmcft in 2025 and has now reached 8.424 tmcft (silt and dead storage level) in 2026.

Star Of Mysore

17,506 次观看 • 17 天前

🌍🔋Exciting times ahead for #EPP If you are wondering what the fuss is all about? Watch this video 😎 #EPP proudly owns 100% of the Marram Gas field, along with its license. 🛢️Marram is fully appraised gas low CO2 Emission field approximately 46bcf of gas ~ 460 million therms, worth over £500 million. 🔋 #EPP is in collaboration with multiple Tier 1 companies, which include FTSE 250 Wood group as well as: 💨One of the largest wind farms globally 🛢️ One of the world's largest integrated oil and gas companies for the provision of: 🛢️Gas storage capacity and long term gas 🔋Hydrogen supply 💷 Provision of project development financing. ⚙️A world-renowned engineering firm, 🔋The MESH project has an impressive capacity of around 500 million therms. ~ 15 TWh and increasing the UK's energy output by 50%. 💷 For context, Centrica’s Rough field generates approximately £312 million in annual revenue. 🔋The project also features a hydrogen capacity of 1.5 TWh, which, at the old price of £241 per megawatt-hour (MWh), 💷 Hydrogen could yield revenues of £361 million per year. 🛢️🛢️🛢️ #EPP aims to triple its assets, increasing gas storage to 150 bcf (45 TWh) and 🔋🔋🔋Triple Hydrogen capacity to 4.5 TWh, 💷 Potentially generating around £2 billion annually from gas and hydrogen combined. 🗺️ North West Set to be the first region to develop hydrogen market 📰 Preliminary data from the Energy System Operator’s Future Energy Scenarios (FES) indicates that by 2030, there may be a demand for approximately 0.3 to 0.6 bcm of hydrogen storage. 🔋MESH currently has the capability to store 1.5 TWh (equivalent to 0.15 bcm), about 25% to 50% of the total hydrogen storage needed in the UK. 🗞️ The newsflow leading up to Pre FEED going to show the market #EPP is gearing up to be a major player in the Gas & Hydrogen storage space 🤝Tier 1 Strategic partnership (Wood group already announced & 3 more to join). 💷 Offtakers for Gas storage 👀 💷 Offtakers Gas production 👀 💨 Renewable Energy/Wind farm agreements 👀 📄 Licence update 👀 🛢️Hydrogen Storage & Production updates 👀 📑 Pre FEED We are on for a treat .. £14m is simply too low

🌍🔋Exciting times ahead for #EPP If you are wondering what the fuss is all about? Watch this video 😎 #EPP proudly owns 100% of the Marram Gas field, along with its license. 🛢️Marram is fully appraised gas low CO2 Emission field approximately 46bcf of gas ~ 460 million therms, worth over £500 million. 🔋 #EPP is in collaboration with multiple Tier 1 companies, which include FTSE 250 Wood group as well as: 💨One of the largest wind farms globally 🛢️ One of the world's largest integrated oil and gas companies for the provision of: 🛢️Gas storage capacity and long term gas 🔋Hydrogen supply 💷 Provision of project development financing. ⚙️A world-renowned engineering firm, 🔋The MESH project has an impressive capacity of around 500 million therms. ~ 15 TWh and increasing the UK's energy output by 50%. 💷 For context, Centrica’s Rough field generates approximately £312 million in annual revenue. 🔋The project also features a hydrogen capacity of 1.5 TWh, which, at the old price of £241 per megawatt-hour (MWh), 💷 Hydrogen could yield revenues of £361 million per year. 🛢️🛢️🛢️ #EPP aims to triple its assets, increasing gas storage to 150 bcf (45 TWh) and 🔋🔋🔋Triple Hydrogen capacity to 4.5 TWh, 💷 Potentially generating around £2 billion annually from gas and hydrogen combined. 🗺️ North West Set to be the first region to develop hydrogen market 📰 Preliminary data from the Energy System Operator’s Future Energy Scenarios (FES) indicates that by 2030, there may be a demand for approximately 0.3 to 0.6 bcm of hydrogen storage. 🔋MESH currently has the capability to store 1.5 TWh (equivalent to 0.15 bcm), about 25% to 50% of the total hydrogen storage needed in the UK. 🗞️ The newsflow leading up to Pre FEED going to show the market #EPP is gearing up to be a major player in the Gas & Hydrogen storage space 🤝Tier 1 Strategic partnership (Wood group already announced & 3 more to join). 💷 Offtakers for Gas storage 👀 💷 Offtakers Gas production 👀 💨 Renewable Energy/Wind farm agreements 👀 📄 Licence update 👀 🛢️Hydrogen Storage & Production updates 👀 📑 Pre FEED We are on for a treat .. £14m is simply too low

Bel 🅱️7️⃣8️⃣

19,243 次观看 • 1 年前

Today, #Fantom is thrilled to announce the launch of the #FantomSonic testnet environment! Sonic’s three main upgrades include: • Fantom Virtual Machine, which offers drastically faster smart contract execution compared to the old EVM. • Carmen database storage, which uses a more efficient data structure to offer up to a 90% storage reduction, lowering costs for validators. • Optimized Lachesis consensus mechanism, providing an improved transaction pool. With these improvements, Sonic is anticipated to achieve 2,000+ transactions per second with ultra-short finality. Additionally, Sonic’s reduced storage requirements (from 11 TB to less than 1 TB for archive nodes) makes it far more affordable and accessible for anyone to launch validators and participate in network consensus. Check out our closed testnet at where we showcase the maximum limits of Sonic, or interact with our open testnet at to experience the speed of Sonic first-hand. Fantom Sonic mainnet is scheduled for spring 2024 and will allow new markets to adopt blockchain technology previously hindered by limited transaction throughput and slow finality. We envision a new era of DeFi platforms, blockchain games, and many other applications that can leverage the speed and scalability of Sonic. Get the full scoop on Sonic's technology and learn how to navigate the open testnet in this must-read blog:

Today, #Fantom is thrilled to announce the launch of the #FantomSonic testnet environment! Sonic’s three main upgrades include: • Fantom Virtual Machine, which offers drastically faster smart contract execution compared to the old EVM. • Carmen database storage, which uses a more efficient data structure to offer up to a 90% storage reduction, lowering costs for validators. • Optimized Lachesis consensus mechanism, providing an improved transaction pool. With these improvements, Sonic is anticipated to achieve 2,000+ transactions per second with ultra-short finality. Additionally, Sonic’s reduced storage requirements (from 11 TB to less than 1 TB for archive nodes) makes it far more affordable and accessible for anyone to launch validators and participate in network consensus. Check out our closed testnet at where we showcase the maximum limits of Sonic, or interact with our open testnet at to experience the speed of Sonic first-hand. Fantom Sonic mainnet is scheduled for spring 2024 and will allow new markets to adopt blockchain technology previously hindered by limited transaction throughput and slow finality. We envision a new era of DeFi platforms, blockchain games, and many other applications that can leverage the speed and scalability of Sonic. Get the full scoop on Sonic's technology and learn how to navigate the open testnet in this must-read blog:

Sonic

715,407 次观看 • 2 年前

🔋At CEEC Energy Storage Technology’s Intelligent Manufacturing Base, our industry-first automated large-module and full-pack assembly line integrates AGVs, robotics, machine vision, intelligent inspection, and MES systems for end-to-end smart control and seamless coordination. It enables fully automated production from prismatic aluminum-shell battery cells to modules and complete PACK systems. With a cell production rate of ≥16 PPM per line and an annual capacity of 6 GWh per line, we leverage large-scale, intelligent manufacturing to deliver reliable and efficient energy products to the market.✨🤩

🔋At CEEC Energy Storage Technology’s Intelligent Manufacturing Base, our industry-first automated large-module and full-pack assembly line integrates AGVs, robotics, machine vision, intelligent inspection, and MES systems for end-to-end smart control and seamless coordination. It enables fully automated production from prismatic aluminum-shell battery cells to modules and complete PACK systems. With a cell production rate of ≥16 PPM per line and an annual capacity of 6 GWh per line, we leverage large-scale, intelligent manufacturing to deliver reliable and efficient energy products to the market.✨🤩

Energy China

158,763 次观看 • 1 个月前

Does the world have enough lithium to power all the electric vehicles and stationary batteries needed to transition the world to 100% clean, renewable energy and storage for everything? The answer is yes. In 2025, the USGS increased its estimate of world lithium resources over land by 30%, to 150 million tons, with the U.S. having the largest resource, 30 million tons, followed by Argentina, Bolivia, Chile, Australia, and China. How much lithium is this? The world has 1.1 billion passenger cars and 375 million trucks and buses. Replacing these requires about 47 million tons of lithium -- 9 million tons for the cars and 38 million tons for the trucks and buses. That’s only 31 percent of the 2025 known lithium resources, and keep in mind, the known resources grow each year as people look for more lithium. What is more, lithium stays in a vehicle during a battery’s 15 to 25-year life. At the end of the battery’s life, the battery is recycled or re-used for stationary electricity storage, so the mining is one-time. For stationary electricity storage itself, less than one-tenth the lithium, 2 to 4 million tons, is needed worldwide than is needed for vehicles. As such, current lithium resources are over three times those needed for vehicles plus storage. Also, many other battery types now exist that don’t use lithium. In sum, there is no shortage of lithium to transition the world to 100% clean, renewable energy and storage for everything. More info Video:

Does the world have enough lithium to power all the electric vehicles and stationary batteries needed to transition the world to 100% clean, renewable energy and storage for everything? The answer is yes. In 2025, the USGS increased its estimate of world lithium resources over land by 30%, to 150 million tons, with the U.S. having the largest resource, 30 million tons, followed by Argentina, Bolivia, Chile, Australia, and China. How much lithium is this? The world has 1.1 billion passenger cars and 375 million trucks and buses. Replacing these requires about 47 million tons of lithium -- 9 million tons for the cars and 38 million tons for the trucks and buses. That’s only 31 percent of the 2025 known lithium resources, and keep in mind, the known resources grow each year as people look for more lithium. What is more, lithium stays in a vehicle during a battery’s 15 to 25-year life. At the end of the battery’s life, the battery is recycled or re-used for stationary electricity storage, so the mining is one-time. For stationary electricity storage itself, less than one-tenth the lithium, 2 to 4 million tons, is needed worldwide than is needed for vehicles. As such, current lithium resources are over three times those needed for vehicles plus storage. Also, many other battery types now exist that don’t use lithium. In sum, there is no shortage of lithium to transition the world to 100% clean, renewable energy and storage for everything. More info Video:

Mark Z. Jacobson

13,096 次观看 • 2 个月前

New types of police dogs are being used to help in child porn investigations and searches in California They are ‘Electronic storage detection dogs’ The dogs are trained to detect the odor of specific chemicals used in electronics manufacturing. This allows them to find hidden devices like USB drives, microSD cards, phones, hard drives and tiny storage media that officers might miss during a manual search They can even find items that have been concealed in walls, furniture and vehicles To the surprise of no one California has a huge child porn problem California receives the highest volume of National Center for Missing & Exploited Children CyberTips in the US California has 5 regions task forces that handle these cases and each one gets thousands of cases per year Democrat states seem to attract this

New types of police dogs are being used to help in child porn investigations and searches in California They are ‘Electronic storage detection dogs’ The dogs are trained to detect the odor of specific chemicals used in electronics manufacturing. This allows them to find hidden devices like USB drives, microSD cards, phones, hard drives and tiny storage media that officers might miss during a manual search They can even find items that have been concealed in walls, furniture and vehicles To the surprise of no one California has a huge child porn problem California receives the highest volume of National Center for Missing & Exploited Children CyberTips in the US California has 5 regions task forces that handle these cases and each one gets thousands of cases per year Democrat states seem to attract this

Wall Street Apes

37,629 次观看 • 2 个月前

🎉 A new era begins! Serenity Shield is now "Serenity" – a rebranding that goes beyond just a new name. It’s a full transformation, a giant leap into STORAGE DOMAIN amongst trusted and innovative companies who all have billions of dollars of market caps.📊 💬Think of secure data storage and privacy solutions, Think of Serenity. 🌐 This isn’t just a name change; it’s a new birth. Serenity is now fully preparing to lead in privacy, security, trust, and innovation, setting new standards in data storage, integrity and protection. Here’s how our redefined suite of products is paving the way: 🔹 sBox – Securely store, manage, and transfer digital files, protect wallet seeds and passwords, and ensure estate planning with our built-in inheritance protocol. 🔹 sAxess – A cutting-edge access card with a mobile app featuring Biometrics technology. 🔹 sVault – Minimize data loss with global redundancy and Points of presence across various continents, with own server infrastructure - avoiding risks of centralized storage. But we're not stopping there⁉️ Coming in our next phase, sChain, sConnect, sWallet, sChange, and many more - defining the full ecosystem of decentralized storage with various products and features . 👍 New names and logo will be changed across the board, soon after this announcement. As Serenity is becoming Seamless, Secure, Smart Solutions for all, we proudly reveal today our new website⬇️ Stay put! Continue the journey with Serenity as we go global!📣 — Serenity Shield Team

SerenitySTech

55,438 次观看 • 1 年前

⚡️We are excited to announce that our new no-code Enterprise Platform is NOW available in private beta! As RAG apps advance from prototype to production we’ve been overwhelmed by requests for an enterprise grade solution to provide these applications with the data they need. Designed to make it easy to get your data #RAGready, our Platform can preprocess more than 25 file types and soon will be fully #multimodal, also able to ingest audio, video and image files. We ship with a baseline suite of source connectors, including Amazon Web Services S3, Microsoft Azure Blob Storage, OneDrive, SFTP, Databricks Delta Table, Google Drive, Salesforce, Elastic, OpenSearch, and Google Cloud storage with many more fast following. Platform transforms your documents into a standardized JSON schema, broken down into semantically coherent elements allowing you to reconstruct your document in the manner most useful to you. Want only the narrative text but not the headers and footers? This is entirely configurable through the UI. Additionally, we generate more than 30 types of metadata for each element to make it easy to curate the data being written downstream and to support metadata filtering during retrieval. Smart chunking and the ability to choose from a range of embedding models are in from launch, delivering a turnkey solution for chunk and embedding experimentation. As for destination connectors, we've got that covered too, with Amazon Web Services S3, Pinecone, Chroma , Weaviate AI Database, Google Cloud storage, MongoDB, Microsoft Azure cognitive search, PostgreSQL, Elastic, OpenSearch, and Databricks Delta Table. And of course, all of this can be scheduled to keep your data continuously hydrated. The private-beta is live today! Sign-up to get access and come build the future of LLM data foundations with us: 🚀 #ETLforLLMs #AI #DataPreprocessing #DataScience #DataTransformation #LLMs #ETL #ML #PreppingData #MachineLearning #RAG #Engineer #Unstructured #Unstructuredio #RetrievalAugmentedGeneration #multimodal #AIJobs

⚡️We are excited to announce that our new no-code Enterprise Platform is NOW available in private beta! As RAG apps advance from prototype to production we’ve been overwhelmed by requests for an enterprise grade solution to provide these applications with the data they need. Designed to make it easy to get your data #RAGready, our Platform can preprocess more than 25 file types and soon will be fully #multimodal, also able to ingest audio, video and image files. We ship with a baseline suite of source connectors, including Amazon Web Services S3, Microsoft Azure Blob Storage, OneDrive, SFTP, Databricks Delta Table, Google Drive, Salesforce, Elastic, OpenSearch, and Google Cloud storage with many more fast following. Platform transforms your documents into a standardized JSON schema, broken down into semantically coherent elements allowing you to reconstruct your document in the manner most useful to you. Want only the narrative text but not the headers and footers? This is entirely configurable through the UI. Additionally, we generate more than 30 types of metadata for each element to make it easy to curate the data being written downstream and to support metadata filtering during retrieval. Smart chunking and the ability to choose from a range of embedding models are in from launch, delivering a turnkey solution for chunk and embedding experimentation. As for destination connectors, we've got that covered too, with Amazon Web Services S3, Pinecone, Chroma , Weaviate AI Database, Google Cloud storage, MongoDB, Microsoft Azure cognitive search, PostgreSQL, Elastic, OpenSearch, and Databricks Delta Table. And of course, all of this can be scheduled to keep your data continuously hydrated. The private-beta is live today! Sign-up to get access and come build the future of LLM data foundations with us: 🚀 #ETLforLLMs #AI #DataPreprocessing #DataScience #DataTransformation #LLMs #ETL #ML #PreppingData #MachineLearning #RAG #Engineer #Unstructured #Unstructuredio #RetrievalAugmentedGeneration #multimodal #AIJobs

Unstructured

21,874 次观看 • 2 年前

#EnergySecurity | Despite volatility in global energy markets, India continues to display resilience with its reserves. This buffer is in addition to the daily imports that continue to arrive through multiple routes. India has built a strong energy buffer with over 250 million barrels of crude and petroleum stocks (around 4000 crore litres) and refining capacity of 258 million metric tonnes per year, making it the 4th largest globally. Strategic reserves at Mangaluru, Padur and Visakhapatnam, along with storage in terminals, pipelines, tanks and tankers, provide 50–60 days of stock, higher than the global average. #IndiaEnergy #OilAndGas #EnergyPolicy #EnergySecurity

#EnergySecurity | Despite volatility in global energy markets, India continues to display resilience with its reserves. This buffer is in addition to the daily imports that continue to arrive through multiple routes. India has built a strong energy buffer with over 250 million barrels of crude and petroleum stocks (around 4000 crore litres) and refining capacity of 258 million metric tonnes per year, making it the 4th largest globally. Strategic reserves at Mangaluru, Padur and Visakhapatnam, along with storage in terminals, pipelines, tanks and tankers, provide 50–60 days of stock, higher than the global average. #IndiaEnergy #OilAndGas #EnergyPolicy #EnergySecurity

DD News

1,087,189 次观看 • 4 个月前

Elon at Davos: "SpaceX, within a few years, will be launching solar-powered AI satellites." Last week, early SpaceX engineer Scott Nolan explained the logic behind Elon's solar AI vision: "Solar obviously takes a lot more area on the ground, but there is plenty of area for that in general. The missing piece was really storage." "Solar is inherently cyclical. To smooth it out, you need very cheap grid-scale or at least gigawatt-scale storage. Batteries or other forms. We haven't had that yet at a cost point that I think can compete with nuclear. That could change, and that would be great. But for now, in the foreseeable future on Earth, it's nuclear." "Now, when we talk about in-orbit, it's a whole different ballgame. If you have very cheap launch capacity, if your GPUs don't weigh very much, which they don't, and they're high-value, you could potentially put all of that in orbit, have your solar panel completely in sun-sync, and solve the battery issue. The one remaining piece is — you've got a lot of incident solar energy, and you're going to run those GPUs, how do you cool them? I think that's the piece that people are going to be working on for the next few years."

Elon at Davos: "SpaceX, within a few years, will be launching solar-powered AI satellites." Last week, early SpaceX engineer Scott Nolan explained the logic behind Elon's solar AI vision: "Solar obviously takes a lot more area on the ground, but there is plenty of area for that in general. The missing piece was really storage." "Solar is inherently cyclical. To smooth it out, you need very cheap grid-scale or at least gigawatt-scale storage. Batteries or other forms. We haven't had that yet at a cost point that I think can compete with nuclear. That could change, and that would be great. But for now, in the foreseeable future on Earth, it's nuclear." "Now, when we talk about in-orbit, it's a whole different ballgame. If you have very cheap launch capacity, if your GPUs don't weigh very much, which they don't, and they're high-value, you could potentially put all of that in orbit, have your solar panel completely in sun-sync, and solve the battery issue. The one remaining piece is — you've got a lot of incident solar energy, and you're going to run those GPUs, how do you cool them? I think that's the piece that people are going to be working on for the next few years."

TBPN

21,239 次观看 • 5 个月前

EUROPE STORAGE CRASHES TO 28%: THE 2026-27 WINTER BLACKOUT LOOMS LARGE Europe entered the 2026 injection season with gas storage at critically low levels after a harsh winter. The sudden closure of the Strait of Hormuz has triggered a global LNG supply shock that wiped out roughly 20 percent of worldwide trade flows. Official outlooks now warn that Europe cannot refill its tanks in time and faces a brutal winter ahead. THE STORAGE SHOCK ➡️ EU gas storage stood at just 28 percent full on April 1 2026 matching pre-2022 crisis levels. ➡️ By late May it has only recovered to 35 to 37 percent still 13 to 15 points below seasonal norms. ➡️ The working gas deficit sits at a massive 15 to 20 billion cubic meter hole below five-year averages. THE HORMUZ SUPPLY SHOCK ➡️ The Iran conflict closed the Strait of Hormuz since late February removing Qatar’s entire 112 billion cubic meter annual LNG output. ➡️ This represents a sudden 17 to 20 percent effective cut to global LNG supply with Asia competing fiercely for every remaining cargo. ➡️ Europe which imported a record 146 billion cubic meters of LNG in 2025 now needs 40 to 56 billion cubic meters more just to survive the summer. THE REFILL MATH NIGHTMARE ➡️ ENTSOG calculates that hitting the 90 percent storage target requires 86 billion cubic meters of LNG imports during April to September. ➡️ Equinor states Europe is unlikely to reach even 80 percent storage and Dutch TTF prices could spike toward 90 euros per megawatt hour. ➡️ Weak and often negative summer to winter price spreads of around 1.3 euros per megawatt hour are killing the financial incentive to inject gas now. THE WINTER 2026-27 OUTLOOK ➡️ Entering winter at only 70 to 80 percent full would leave the EU with a far thinner buffer than any year since the original crisis. ➡️ Stress tests show real risks of shortfalls especially during any cold snap with no Russian pipeline gas left as backup. ➡️ The fallout includes sustained high prices industrial curtailments energy poverty spikes and significant GDP damage across the continent. THE BOTTOM LINE Europe is staring down a perfect storm worse than 2022 in every critical way with historic low starting storage a sudden 20 percent global LNG chokepoint loss and failing market signals that discourage exactly the injections needed most. Without immediate Hormuz reopening or aggressive demand destruction the continent risks rationing and its most painful energy squeeze since the original crisis began. This is the sound of Europe’s vaunted resilience being pushed to its absolute limit. $EQNR #EuropeEnergyCrisis #HormuzShock #GasStorageLow #LNGSupplyCut #WinterEnergyRisk #TTFSpike #EnergySecurity

EUROPE STORAGE CRASHES TO 28%: THE 2026-27 WINTER BLACKOUT LOOMS LARGE Europe entered the 2026 injection season with gas storage at critically low levels after a harsh winter. The sudden closure of the Strait of Hormuz has triggered a global LNG supply shock that wiped out roughly 20 percent of worldwide trade flows. Official outlooks now warn that Europe cannot refill its tanks in time and faces a brutal winter ahead. THE STORAGE SHOCK ➡️ EU gas storage stood at just 28 percent full on April 1 2026 matching pre-2022 crisis levels. ➡️ By late May it has only recovered to 35 to 37 percent still 13 to 15 points below seasonal norms. ➡️ The working gas deficit sits at a massive 15 to 20 billion cubic meter hole below five-year averages. THE HORMUZ SUPPLY SHOCK ➡️ The Iran conflict closed the Strait of Hormuz since late February removing Qatar’s entire 112 billion cubic meter annual LNG output. ➡️ This represents a sudden 17 to 20 percent effective cut to global LNG supply with Asia competing fiercely for every remaining cargo. ➡️ Europe which imported a record 146 billion cubic meters of LNG in 2025 now needs 40 to 56 billion cubic meters more just to survive the summer. THE REFILL MATH NIGHTMARE ➡️ ENTSOG calculates that hitting the 90 percent storage target requires 86 billion cubic meters of LNG imports during April to September. ➡️ Equinor states Europe is unlikely to reach even 80 percent storage and Dutch TTF prices could spike toward 90 euros per megawatt hour. ➡️ Weak and often negative summer to winter price spreads of around 1.3 euros per megawatt hour are killing the financial incentive to inject gas now. THE WINTER 2026-27 OUTLOOK ➡️ Entering winter at only 70 to 80 percent full would leave the EU with a far thinner buffer than any year since the original crisis. ➡️ Stress tests show real risks of shortfalls especially during any cold snap with no Russian pipeline gas left as backup. ➡️ The fallout includes sustained high prices industrial curtailments energy poverty spikes and significant GDP damage across the continent. THE BOTTOM LINE Europe is staring down a perfect storm worse than 2022 in every critical way with historic low starting storage a sudden 20 percent global LNG chokepoint loss and failing market signals that discourage exactly the injections needed most. Without immediate Hormuz reopening or aggressive demand destruction the continent risks rationing and its most painful energy squeeze since the original crisis began. This is the sound of Europe’s vaunted resilience being pushed to its absolute limit. $EQNR #EuropeEnergyCrisis #HormuzShock #GasStorageLow #LNGSupplyCut #WinterEnergyRisk #TTFSpike #EnergySecurity

Mark

22,542 次观看 • 1 个月前

The wait is over 365 days ago, we launched our closed Alpha Since then, we have: ✅ Developed a custom ReAct agent with improved prompting, skill handling, and Nillion data storage ✅ Revealed some of our partnerships (big ones have yet to be announced 👀) ✅ Migrated to a new Uniswap Base (V3) pool for better price stability ✅ Allowed users to create their own Characters ✅ Added new Skills (so many more to go live) ✅ Overhauled the agent UI/UX ✅ Integrated with Telegram We are not building one single agent that does XYZ. We are building: ➡️ An Agent Framework ➡️ Secure Credential Storage ➡️ Enterprise-grade Access Control ➡️ Request tracking, and a lot of other stuff.. that allows thousands of people to create AI agents under minutes. The greatest leverage is not in using tools It’s in creating the tools that create tools The closed Alpha was our proof of concept What comes next is our proof of vision Full platform launch on February 25th 🌐

The wait is over 365 days ago, we launched our closed Alpha Since then, we have: ✅ Developed a custom ReAct agent with improved prompting, skill handling, and Nillion data storage ✅ Revealed some of our partnerships (big ones have yet to be announced 👀) ✅ Migrated to a new Uniswap Base (V3) pool for better price stability ✅ Allowed users to create their own Characters ✅ Added new Skills (so many more to go live) ✅ Overhauled the agent UI/UX ✅ Integrated with Telegram We are not building one single agent that does XYZ. We are building: ➡️ An Agent Framework ➡️ Secure Credential Storage ➡️ Enterprise-grade Access Control ➡️ Request tracking, and a lot of other stuff.. that allows thousands of people to create AI agents under minutes. The greatest leverage is not in using tools It’s in creating the tools that create tools The closed Alpha was our proof of concept What comes next is our proof of vision Full platform launch on February 25th 🌐

Skillful AI

25,927 次观看 • 1 年前

TESLA FLIPS THE SWITCH ON A MEGAPACK GIANT IN CALIFORNIA Tesla has brought a serious heavyweight online in Kern County, California: a Megapack battery system paired with 500 megawatts of solar generation. That combination puts the project among the largest solar plus storage sites in the United States, and it is now fully operational. At full output, the site can supply enough electricity to cover the annual needs of roughly 467,000 homes. More importantly, it does so when the grid actually needs it most. Power generated during sunny daytime hours is stored and then released in the evening, when demand spikes and solar production drops. That shift alone helps prevent outages and reduces reliance on gas peaker plants. The emissions impact is just as significant. The project is expected to cut more than one million metric tons of carbon dioxide every year, while adding real stability to a grid that has struggled during heat waves and peak demand events. California has quietly become the proving ground for large-scale battery storage, and this site shows why. Energy storage is no longer theoretical or niche. It is operational, reliable, and scalable. Tesla’s Megapack footprint keeps expanding worldwide, and projects like this make the case clearly. Clean energy is not just about generation anymore. It is about control, timing, and resilience. Source: Tesla Megapack

TESLA FLIPS THE SWITCH ON A MEGAPACK GIANT IN CALIFORNIA Tesla has brought a serious heavyweight online in Kern County, California: a Megapack battery system paired with 500 megawatts of solar generation. That combination puts the project among the largest solar plus storage sites in the United States, and it is now fully operational. At full output, the site can supply enough electricity to cover the annual needs of roughly 467,000 homes. More importantly, it does so when the grid actually needs it most. Power generated during sunny daytime hours is stored and then released in the evening, when demand spikes and solar production drops. That shift alone helps prevent outages and reduces reliance on gas peaker plants. The emissions impact is just as significant. The project is expected to cut more than one million metric tons of carbon dioxide every year, while adding real stability to a grid that has struggled during heat waves and peak demand events. California has quietly become the proving ground for large-scale battery storage, and this site shows why. Energy storage is no longer theoretical or niche. It is operational, reliable, and scalable. Tesla’s Megapack footprint keeps expanding worldwide, and projects like this make the case clearly. Clean energy is not just about generation anymore. It is about control, timing, and resilience. Source: Tesla Megapack

Mario Nawfal

67,663 次观看 • 7 个月前

why did we put chaar diwari inside of a bacterium's dna? because a silicon chip can only fit transistors till the size of atoms. however, a single gram of DNA is so dense that theoretically it can store over 200 petabytes of data. DNA is so durable that info on it can survive for hundreds of years at room temperature. tldr; DNA can be silicon chips and even better. and biocompute is early. $3500 per MB, is a cost that most DNA companies put it. mainly because DNA is expensive to make from scratch. but a chemical engineer from BITS Pilani thought what if there's no making it from scratch and we just pick it out of abundant bacteria? at 23, Anagha is chasing the impossible. and all this is happening in a small lab in 1st Block Koramangla, Bengaluru. her cost? $1 per MB. a person who deeply cares. that's what india needs. but she wants to go further, $1 per TB of storage. which is theoretically possible with a 'micro-fluid' drive. beating the cost of existing storage solutions at $5-6 per TB. and hence, to show this one of a kind journey, chaar diwari is now immortalised inside of a bacteria's dna.

why did we put chaar diwari inside of a bacterium's dna? because a silicon chip can only fit transistors till the size of atoms. however, a single gram of DNA is so dense that theoretically it can store over 200 petabytes of data. DNA is so durable that info on it can survive for hundreds of years at room temperature. tldr; DNA can be silicon chips and even better. and biocompute is early. $3500 per MB, is a cost that most DNA companies put it. mainly because DNA is expensive to make from scratch. but a chemical engineer from BITS Pilani thought what if there's no making it from scratch and we just pick it out of abundant bacteria? at 23, Anagha is chasing the impossible. and all this is happening in a small lab in 1st Block Koramangla, Bengaluru. her cost? $1 per MB. a person who deeply cares. that's what india needs. but she wants to go further, $1 per TB of storage. which is theoretically possible with a 'micro-fluid' drive. beating the cost of existing storage solutions at $5-6 per TB. and hence, to show this one of a kind journey, chaar diwari is now immortalised inside of a bacteria's dna.

vyom

263,163 次观看 • 1 个月前

Everyone's building AI agents that run on someone else's server, store memory in someone else's database, and can be shut down by someone else's terms of service. I built one that can't be. FlowClaw is an AI agent that runs on a decentralized distributed computer. Your agent, your conversations, your memory, your tools — all stored onchain on Flow, a distributed network of validator nodes across the world. Not a centralized cloud. Not someone's S3 bucket. A blockchain that functions as censorship-resistant compute and storage for your AI. This isn't a wrapper. Your agent is a Resource — a first-class programmable object in Cadence (Flow's smart contract language) that physically lives in your account's on-chain storage. It can't be duplicated, seized, or deleted by anyone except you. Your encrypted messages, your cognitive memory, your scheduled tasks — they persist on a global distributed ledger that no single entity controls. It's an alpha build. It will break. But it works today on mainnet and I want people to push it this weekend. What it does: You go to authenticate with a passkey (Face ID, Touch ID), and you have a blockchain account in seconds. No wallet. No seed phrase. No tokens needed — gas is sponsored. You're immediately chatting with an AI agent that has real tool execution: live web data, token prices, on-chain balances, Cadence script execution, FLOW transfers. Every message is encrypted client-side before it touches the chain. The agent has a cognitive memory system — it doesn't just remember your last message, it builds molecular memory clusters where related knowledge bonds together for contextual retrieval across sessions. You can spawn sub-agents from a visual canvas to run parallel research. The memory tab shows you exactly what your agent knows. Everything is transparent and everything is yours. 11 smart contracts. No external dependencies. No keeper networks. No account abstraction hacks. Here's the part that matters for the censorship-resistance crowd: FlowClaw supports BYOK — bring your own key. You can plug in any LLM provider. But pair it with Venice and you get the full stack: a censorship-resistant AI model running inference with no content filtering, connected to an agent whose state lives on a decentralized network that no company can shut down, with end-to-end encrypted conversations that nobody can read — not the relay operator, not the LLM provider, not the blockchain validators. Venice doesn't log prompts. Flow can't read your encrypted storage. The relay never sees your plaintext. That's not a privacy policy. That's architecture. You can also use OpenAI, Anthropic, or any OpenAI-compatible provider. The agent platform doesn't care — it's model-agnostic. But the Venice pairing is the one that closes every gap in the stack. For the people tinkering with OpenClaw and the broader open-source agent ecosystem — FlowClaw is exploring what happens when you take the agent off the cloud entirely. Not just open-sourcing the code (though it is), but putting the actual runtime state on a distributed computer. Your agent's memory isn't in a SQLite file on your laptop or a Pinecone index on someone's cluster. It's on-chain, encrypted, and replicated across every validator node on Flow. You own it the way you own a private key — mathematically, not contractually. The blockchain here isn't a gimmick bolted onto an agent for token speculation. It's functioning as the infrastructure layer that replaces AWS. Flow accounts are programmable containers with their own storage, keys, and security capabilities. Passkey authentication works natively because Flow supports P-256 keys at the protocol level — the same curve your phone uses for biometrics. Gas sponsorship works natively because Flow transactions have separate proposer, authorizer, and payer roles built into the protocol. No proxy contracts. No relayers. No ERC-4337. Now here's the part that interests me economically. Every FlowClaw interaction is an on-chain transaction. Every message stored, every memory committed, every session created, every sub-agent spawned. An active user might generate dozens of transactions in a single conversation. Scale that and FlowClaw becomes a real contributor to Flow's transaction volume. Flow.com becomes deflationary at 250 TPS. Applications like FlowClaw that generate high-frequency, storage-heavy transactions are exactly what moves the needle. Every encrypted message uses account storage, which requires FLOW balance to back it. Every transaction burns fees. The more agents running, the more demand for $FLOW — not because of a tokenomics gimmick, but because the protocol literally requires it for compute and storage. FlowClaw doesn't have its own token. The token is $FLOW. The entire platform runs natively on the network — using Flow storage, paying Flow transaction fees, backed by Flow account balances. If FlowClaw succeeds, FLOW captures that value directly. I'm sharing this early because the AI agent space is moving fast and I think the decentralized infrastructure angle is underexplored. Most "crypto AI" projects are tokens with a chatbot attached. FlowClaw is the opposite — it's an agent platform that happens to use a blockchain because the blockchain solves real engineering problems that centralized infrastructure can't. Try it: Github: Create an agent, ask it something, spawn a sub-agent, check your memory tab, pair it with Venice for the full censorship-resistant stack. Break it and tell me what broke. If you think this direction matters, the best thing you can do is use it and give feedback. Your AI agent should be yours. Not your provider's. Not your platform's. Yours.

Everyone's building AI agents that run on someone else's server, store memory in someone else's database, and can be shut down by someone else's terms of service. I built one that can't be. FlowClaw is an AI agent that runs on a decentralized distributed computer. Your agent, your conversations, your memory, your tools — all stored onchain on Flow, a distributed network of validator nodes across the world. Not a centralized cloud. Not someone's S3 bucket. A blockchain that functions as censorship-resistant compute and storage for your AI. This isn't a wrapper. Your agent is a Resource — a first-class programmable object in Cadence (Flow's smart contract language) that physically lives in your account's on-chain storage. It can't be duplicated, seized, or deleted by anyone except you. Your encrypted messages, your cognitive memory, your scheduled tasks — they persist on a global distributed ledger that no single entity controls. It's an alpha build. It will break. But it works today on mainnet and I want people to push it this weekend. What it does: You go to authenticate with a passkey (Face ID, Touch ID), and you have a blockchain account in seconds. No wallet. No seed phrase. No tokens needed — gas is sponsored. You're immediately chatting with an AI agent that has real tool execution: live web data, token prices, on-chain balances, Cadence script execution, FLOW transfers. Every message is encrypted client-side before it touches the chain. The agent has a cognitive memory system — it doesn't just remember your last message, it builds molecular memory clusters where related knowledge bonds together for contextual retrieval across sessions. You can spawn sub-agents from a visual canvas to run parallel research. The memory tab shows you exactly what your agent knows. Everything is transparent and everything is yours. 11 smart contracts. No external dependencies. No keeper networks. No account abstraction hacks. Here's the part that matters for the censorship-resistance crowd: FlowClaw supports BYOK — bring your own key. You can plug in any LLM provider. But pair it with Venice and you get the full stack: a censorship-resistant AI model running inference with no content filtering, connected to an agent whose state lives on a decentralized network that no company can shut down, with end-to-end encrypted conversations that nobody can read — not the relay operator, not the LLM provider, not the blockchain validators. Venice doesn't log prompts. Flow can't read your encrypted storage. The relay never sees your plaintext. That's not a privacy policy. That's architecture. You can also use OpenAI, Anthropic, or any OpenAI-compatible provider. The agent platform doesn't care — it's model-agnostic. But the Venice pairing is the one that closes every gap in the stack. For the people tinkering with OpenClaw and the broader open-source agent ecosystem — FlowClaw is exploring what happens when you take the agent off the cloud entirely. Not just open-sourcing the code (though it is), but putting the actual runtime state on a distributed computer. Your agent's memory isn't in a SQLite file on your laptop or a Pinecone index on someone's cluster. It's on-chain, encrypted, and replicated across every validator node on Flow. You own it the way you own a private key — mathematically, not contractually. The blockchain here isn't a gimmick bolted onto an agent for token speculation. It's functioning as the infrastructure layer that replaces AWS. Flow accounts are programmable containers with their own storage, keys, and security capabilities. Passkey authentication works natively because Flow supports P-256 keys at the protocol level — the same curve your phone uses for biometrics. Gas sponsorship works natively because Flow transactions have separate proposer, authorizer, and payer roles built into the protocol. No proxy contracts. No relayers. No ERC-4337. Now here's the part that interests me economically. Every FlowClaw interaction is an on-chain transaction. Every message stored, every memory committed, every session created, every sub-agent spawned. An active user might generate dozens of transactions in a single conversation. Scale that and FlowClaw becomes a real contributor to Flow's transaction volume. Flow.com becomes deflationary at 250 TPS. Applications like FlowClaw that generate high-frequency, storage-heavy transactions are exactly what moves the needle. Every encrypted message uses account storage, which requires FLOW balance to back it. Every transaction burns fees. The more agents running, the more demand for $FLOW — not because of a tokenomics gimmick, but because the protocol literally requires it for compute and storage. FlowClaw doesn't have its own token. The token is $FLOW. The entire platform runs natively on the network — using Flow storage, paying Flow transaction fees, backed by Flow account balances. If FlowClaw succeeds, FLOW captures that value directly. I'm sharing this early because the AI agent space is moving fast and I think the decentralized infrastructure angle is underexplored. Most "crypto AI" projects are tokens with a chatbot attached. FlowClaw is the opposite — it's an agent platform that happens to use a blockchain because the blockchain solves real engineering problems that centralized infrastructure can't. Try it: Github: Create an agent, ask it something, spawn a sub-agent, check your memory tab, pair it with Venice for the full censorship-resistant stack. Break it and tell me what broke. If you think this direction matters, the best thing you can do is use it and give feedback. Your AI agent should be yours. Not your provider's. Not your platform's. Yours.

doodlifts ➡️ Miami 📍

12,127 次观看 • 4 个月前

Most people think hardware wallets are only for crypto traders. That’s surface-level thinking. A device like OneKey is really about one thing, - Control. You worked for your money. Why leave the door open? With a hardware wallet; ✔️Your assets are offline ✔️No random app, no hacker, no phishing link gets access ✔️You’re not waking up to “unauthorized transactions” Simple. This is not just storage. This is asset protection at the highest level‼️ Because the real problem is not making money… It’s keeping it. After grinding to earn, the last thing you want is to start from zero because of one mistake or one breach. Smart people don’t wait for losses before they upgrade security. They position early. Secure your assets properly today👇🏼 Get yours now: Code: Z07K0M 10% off. No excuses.

Most people think hardware wallets are only for crypto traders. That’s surface-level thinking. A device like OneKey is really about one thing, - Control. You worked for your money. Why leave the door open? With a hardware wallet; ✔️Your assets are offline ✔️No random app, no hacker, no phishing link gets access ✔️You’re not waking up to “unauthorized transactions” Simple. This is not just storage. This is asset protection at the highest level‼️ Because the real problem is not making money… It’s keeping it. After grinding to earn, the last thing you want is to start from zero because of one mistake or one breach. Smart people don’t wait for losses before they upgrade security. They position early. Secure your assets properly today👇🏼 Get yours now: Code: Z07K0M 10% off. No excuses.

Techriz💯📈

39,659 次观看 • 3 个月前