MeshVision

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MeshVision

MeshVision

@MeshVisionAI

Decentralized Vision AI for Web3. Edge nodes + on-chain proofs = transparent, verifiable visual intelligence. https://t.co/3U8cybrlra

MeshVision Katılım Şubat 2024
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MeshVision
MeshVision@MeshVisionAI·
MeshVision ($MVIS) Update •Official website has been fully rebuilt •DApp is now live: decentralized vision AI (object detection, classification, on-chain anchoring) •All smart contracts and DApp code are now open-source MeshVision enables edge-based inference with on-chain verifiability and privacy guarantees — infrastructure for Web3-native AI. Explore the stack: meshvision.org app.meshvision.org github.com/MeshVision-01/…
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NODE
NODE@nodefnd·
Today we're releasing an open-source CryptoPunks marketplace. A separate, focused codebase to accelerate development: EIP-712 bids, merkle proofs, Collection Bid settlement, & every onchain @cryptopunks action. Build the interface we wouldn't. nodefoundation.com/blog/open-sour…
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David Mattin
David Mattin@DMattin·
Everyone is talking about the AI rally. And even though many are excited, most of them are underestimating what's happening by an order of magnitude. This isn't a tech cycle. It's a civilisational phase transition. I've been writing about this shift for over a decade. Most recently, in a series of essays in GMI that imagines the nature of the coming post-human economy. That is, an economy built on AI agents and robots, in which everything is downstream of better and more abundant intelligence. Scientific breakthroughs. Healthcare. Manufacturing. Logistics. Defence. In the world that is coming, everything comes down to intelligence. Strip away the headlines and the hype, and what remains is a physics problem. The central quest of this new civilisation will be to take energy, the fundamental constraining input, and turn it into intelligence. How efficiently can we convert joules into useful cognition? That question is what will determine which technologies, companies, and nations win in the decades ahead. My conviction is that the economy is becoming a giant machine for the conversion of energy into intelligence. That becomes the game. And that's the real story behind this rally. Not another tech trade. A tectonic rewiring of what civilisation is and what it optimises for. In some deep sense, capitalism was always pointing towards this. It was alway a process of intelligence optimisation. And now, we're reaching the parabolic part of the journey. But this opens on to a question almost no one in markets is asking. When energy becomes abundant and machine intelligence becomes cheap, what remains scarce? The answer: the things only human beings can do. Be present. Recognise one another. Know what it is to be afraid, or to have hoped for a better future. No machine can do this. Machine output is becoming a commodity. The experience of being human is becoming the diamond in a world flooded with the cubic zirconia that is machine intelligence and simulated worlds. And so the deepest paradox of the Exponential Age reveals itself: the more powerful AI becomes, the more precious the human becomes. Some have been caught off guard by this rally. I've been watching for years. We're only at the beginning.
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MeshVision
MeshVision@MeshVisionAI·
What if your smart contract could see? Not just read prices or tweets - but actually look at an image, verify an NFT’s real-world twin, or flag a damaged asset… all without trusting a single server. That’s the oracle layer we’re building. $MVIS isn’t just AI. It’s eyes for Web3.
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MeshVision
MeshVision@MeshVisionAI·
What if every image on-chain came with a truth stamp? Not from some corp. Not from a sketchy API. From a decentralized swarm of edge nodes, each inference carved into the ledger like stone. That’s not sci-fi. That’s MeshVision. And yeah - it’s live. $MVIS
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MeshVision
MeshVision@MeshVisionAI·
What if your smart contract could see? Not just read prices or events - but actually verify what’s real in the physical world. That’s the gap $MVIS is closing. Vision as truth. Pixels as proof. No more trusting off-chain black boxes. Just on-chain eyes.
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CoinMarketCap
CoinMarketCap@CoinMarketCap·
LATEST: 📊 Bitcoin broke past the $80,000 wall as a CLARTY Act markup appears imminent, while two weeks of billion-dollar spot BTC ETF inflows show buyers are overwhelming sellers. Is $100K next? CoinMarketCap breaks it all down. 👇 1/1
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tldraw
tldraw@tldraw·
To help developers migrate to the new version, we’ve put together an agent skill that pulls relevant release notes and migration guides to perform the upgrade for you.
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MeshVision
MeshVision@MeshVisionAI·
You ever stop to think how fucked we’d be if AI vision stayed centralized? One company decides what’s real. What’s fake. Who gets verified. Who gets banned. We’re building the alternative: vision AI that proves it’s right - on-chain, for everyone to check. No trust. Just truth. $MVIS
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Brian Armstrong
Brian Armstrong@brian_armstrong·
Initial technical summary of our outage last night from @rwitoff below. Thanks again to all the teams that worked overnight to fix this. We’re already working on the next steps.
rob@rwitoff

Yesterday @coinbase experienced a multi-hour service disruption affecting trading, exchange access, and balance updates. Here's our initial read from Coinbase engineering on what happened, how we recovered, and what we're addressing. At approximately 23:50 UTC on 2026-05-07, our monitoring detected cascading quote failures from internal services that triggered multiple Sev1 incidents that engineering immediately began investigating. Customer-facing impacts included spot trading, Prime, International and derivative exchanges. Root cause: a thermal event (cooling system failure) inside a subset of racks within a single building in AWS us-east-1. We run a primary replica of our exchange infrastructure in a single zone, consistent with industry standards to reduce latency. To prepare for failures like this, we maintain a distributed standby, but during this incident, failures in the primary zone that were designed to be isolated were not, extending the duration of our outage. The failure cascaded down two paths: 1. Multiple hardware components beneath our exchange’s matching engine failed, requiring recovery and failover 2. Distributed Kafka clusters that manage messaging across Coinbase systems failed to remain available, also requiring partition failovers to new hardware brokers with many TiBs of data After isolating the incident: automated tooling drained ~10 Kubernetes clusters worth of related workloads out of the affected zone to stabilize internal services. Most services were back to normal within ~30 minutes of diagnosis. The two things we couldn't automatically drain: the exchange (dedicated hardware and storage) and Kafka (managed service that was designed to be resilient to this, with unique problems). The exchange matching engine is the core system responsible for processing orders and maintaining order books. It is a distributed cluster and requires quorum to safely elect a leader and continue processing trading activity. During the incident, infrastructure-level constraints in the affected datacenter left only a subset of nodes healthy, preventing the cluster from reaching quorum. As a result, trading across Retail, Advanced, and Institutional exchanges were blocked. Recovery required our oncall and engineering teams to execute our disaster recovery plan, restore quorum safely, and validate system health under constrained infrastructure conditions. The team built, tested, deployed, and validated the fix while continuing to manage the broader incident. Kafka recovery was a much larger scale operation. Our primary managed Kafka partitions process many terabytes of data daily and are designed with resiliency guarantees for uninterrupted operation during a datacenter failure just like this. In this case, those guarantees failed and required manual recovery. We again relied on disaster recovery procedures to recover stuck partitions onto new hardware (brokers) that enabled us to safely bring x-service messaging back online across Coinbase. During the lag, customers saw delayed balance streams which resolved automatically once replication caught up. No data lost. Once the engine came back up as part of our standard runbooks, we re-opened markets carefully: all products to cancel-only mode first, audited product states, then moved all markets to auction mode, before restoring trading on Coinbase Exchange. What went right: the team. Incident response across the company came together within minutes, followed well-rehearsed playbooks and used secure automation tooling to recover all services. We have a strong, senior team at Coinbase that worked through rare failure modes to recover all services. To our customers: losing access to your account, even temporarily, is unacceptable. We know that. We're sorry, and we’ll publish a full root cause analysis in the coming weeks 🙏

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Lisa Abramowicz
Lisa Abramowicz@lisaabramowicz1·
Morgan Stanley sees capital spending by the five largest AI hyperscalers topping $800 billion this year and $1.1 trillion next year. At 3.3% of gross domestic product, next year’s figure would exceed projected spending on national defense. wsj.com/tech/ai/ai-is-…
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MeshVision
MeshVision@MeshVisionAI·
You ever stop to think how wild it is that we’re building AI that can’t lie? Not because it’s “ethical.” Because every output is anchored on-chain. Tamper-proof. Verifiable. That’s the MeshVision edge. $MVIS isn’t just another infra token - it’s the trust layer for visual truth in Web3.
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MeshVision
MeshVision@MeshVisionAI·
What if your dApp could see? Not through some centralized API that can vanish tomorrow - but through a decentralized network where every inference is cryptographically proven and anchored on-chain. That’s not sci-fi. It’s live. And it’s why we built $MVIS.
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Bitcoin Magazine
Bitcoin Magazine@BitcoinMagazine·
JUST IN: The odds of Bitcoin and crypto market structure legislation being signed into law this year rises above 73% — Polymarket 👀🇺🇸
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MeshVision
MeshVision@MeshVisionAI·
What if your AI couldn’t lie? Not because it’s “ethical.” Because every output is cryptographically nailed to the chain - tamper-proof, public, final. That’s not sci-fi. That’s MeshVision. $MVIS isn’t just another token. It’s the trust layer for a world drowning in deepfakes and fake NFTs. Build on truth.
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MeshVision
MeshVision@MeshVisionAI·
What if your AI didn’t just say it saw something… …but proved it? That’s the MeshVision difference. Every image analyzed, every object detected - anchored on-chain with cryptographic proof. No blind trust. No black boxes. Just verifiable vision. Welcome to AI you can actually audit. $MVIS
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BNB Chain
BNB Chain@BNBCHAIN·
50,000,000 That's how many addresses were active on BNB Chain over the last 30 days, more than any other chain 🥇
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Crypto Banter
Crypto Banter@crypto_banter·
⚛️ THE ULTIMATE QUANTUM THREAT DEEP DIVE. Has Google just changed the timeline on the biggest threat crypto has ever faced? @cryptomanran sat down with @kostascrypto of @Mysten_Labs to break it all down. EVERYTHING you need to know 👇🧵
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MeshVision
MeshVision@MeshVisionAI·
What if your smart contract could see? Not just read prices or events - but actually look at an image, verify it, and act. That’s the edge $MVIS unlocks. Vision as oracle. Pixels as truth. Welcome to Web3 with eyes.
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Chainalysis
Chainalysis@chainalysis·
Where should TradFi build? 🏗️ The "perfect" blockchain doesn’t exist—it’s a data-driven trade-off. We mapped 9 major networks across speed, cost, contagion risk, and illicit exposure to help institutions choose the right RWA infrastructure. Data here: bit.ly/49d6XXU
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