Postřehy uživatele SOOMRO shab(@Square-Creator-357f54860a3db)

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Muhammad Bilawal84

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SOOMRO shab

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OpenLedger: Transparent, Adaptive, and Practical Governance for Web3 + AI For years, projects have attempted to bridge blockchain and artificial intelligence. Yet most have remained theoretical or impractical. OpenLedger is different. It’s gaining traction not because of hype, but because of its utility, layered architecture, and growing adoption among both developers and everyday users. This research-driven review explores OpenLedger’s architecture, momentum, sustainability, and future direction — and why it might become a benchmark platform for transparent and ethical AI. 1. Architecture of Scalable AI OpenLedger’s design is more than buzzwords — it is a carefully layered framework: Datanets: Decentralized, curated datasets that are verified, rewarded, and open for contribution. This solves one of AI’s biggest bottlenecks: finding transparent, high-quality data. Model Creation Layer: A toolkit that lets developers build, test, and refine AI models without expensive infrastructure. Thousands of models already live here, showing usability, not just theory. Agent Deployment Layer: Where AI models move into real-world applications. Every contribution — from datasets to model improvements — is attributed and rewarded. The cornerstone of this stack is Proof of Attribution: contributors continue to be recognized and rewarded long after their initial input. By combining blockchain’s immutability with open recognition, OpenLedger embeds accountability and fairness into its core. 2. Market Momentum and Community Growth Architecture builds the foundation, but survival depends on momentum. OpenLedger shows strength here too: Developer Adoption: Its testnet phase drew wide participation, sparking conversations across technical forums — a strong sign of long-term utility. Market Validation: A rise in trading volumes gave the team breathing room for sustainable growth while signaling real demand. Community-Centric Allocation: Early contributors share ownership alongside the core team, reducing risks of centralization and promoting loyalty. Unlike many short

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according to the current position of BMB$BNB it will be touch $1000 again

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Who is Fed nominee Stephen Miran, and why is he so controversial? The Senate is set to vote Monday night to fill a vacancy on the Federal Reserve Board, the seven-member body that sets the nation's monetary policy and has found itself increasingly under attack by President Trump. Trump has long pressured the Fed to lower interest rates, and in July floated the idea of firing Federal Reserve Chairman Jerome Powell — whom he has attacked as a "knucklehead" and "numbskull" — for not doing so. In August, Trump escalated his fight against the Fed by attempting to fire governor Lisa Cook, a move that a federal judge temporarily blocked last week. It's against this backdrop that Fed ... (full story)

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Russia Warns NATO: Drone Shootdowns Could Mean War. This response came when Zelensky criticised NATO for not intercepting a drone that flew over Romania en route to Ukraine. ‘Seriously, the implementation of the provocative idea of Kyiv and other id**ts about creating a no-fly zone over Ukraine and the ability for NATO countries to shoot down our UAVs will mean only one thing – a war between Nato and Russia.’ I think this message is directed towards EU and US. #RussiaUkraineWar $BTC $BTC $XRP

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The Chinese Ministry of Commerce said on Monday that it "firmly opposes" United States President Donald Trump's suggestion that NATO members should impose a 50% to 100% tariff on China. The measure would be imposed to discourage China from buying Russian oil, with Trump adding that it would be withdrawn after the war in Ukraine ends. The ministry said the proposal is a "classic example of unilateral bullying and economic coercion" and warned that it could have a "severe impact on global trade and the stability of production and supply chains." It expressed hope that the US will continue to resolve its differences ... (full story)

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