hgtp://Spartak

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hgtp://Spartak

hgtp://Spartak

@Spartycrocrypto

Crypto addict #BTC $DAG $LTX $ADS $COTI $RNDR Nothing I tweet is a financial advice!

Katılım Kasım 2017
3.3K Takip Edilen619 Takipçiler
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Dagnum P.I.
Dagnum P.I.@Dagnum_PI·
Everyone asking ‘when will $DAG pump?’ is missing the bigger picture. @Conste11ation isn’t just another Layer 0 anymore. It’s becoming one of the very first blockchain networks to sit inside a Nasdaq-listed public company. Here’s why that changes everything once AI² lists…
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TheSmokedAce@TheSmokedAce

@Dagnum_PI Yeah, you keep saying that, that $DAG is better. 😂

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Constellation Network
Constellation Network@Conste11ation·
Your AI agent just made a decision. You have a log file. That's not proof.
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Constellation Network
Constellation Network@Conste11ation·
The products winning in payments don't look like infrastructure. They look simple on the surface and move the world underneath. Traditional rails charge 6.62% to send $200 internationally. Banks alone: 14.55%. Stablecoin transactions on efficient chains: less than $0.01. 500x faster on certain corridors. Arca is the clean front-end. The infrastructure is already there
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Dagnum P.I.
Dagnum P.I.@Dagnum_PI·
You've used ChatGPT. Gemini. Claude. 80% of those models are trained on Common Crawl data. Common Crawl runs on Constellation's infrastructure. The AI revolution is already running on $DAG. Most people just don't know it yet.
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Watcher.Guru
Watcher.Guru@WatcherGuru·
JUST IN: 🇮🇷🇺🇸 Iran officially closes the Strait of Hormuz again after US says it will not end its blockade.
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João
João@joaopfc·
This is our new take on real-world usage. @arca_wallet isn’t a typical crypto wallet. It’s a simple global dollar account. No KYC to get started. Deposit, send, save, and spend from anywhere. Everything works quietly in the background using account abstraction, so you don’t have to think about chains, gas, or bridging. We’re getting close to kicking off our closed beta. If you want early access, sign up at arcawallet.app and get on the list.
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Constellation Network@Conste11ation

x.com/i/article/2044…

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Dagnum P.I.
Dagnum P.I.@Dagnum_PI·
Sending $200 internationally through a bank costs 14.55% on average. The G20 target is 3%. We're not close and the people paying that gap are the ones who can least afford it workers sending money home. @arca_wallet sends dollars for a fraction of that. The rail exists. The UX just needed to catch up. (Source: World Bank Remittance Prices Worldwide, Q1 2025)
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Constellation Network
Constellation Network@Conste11ation·
Anthropic's new model surfaces vulnerabilities serious enough for bank and government discussions. As models get more capable, the question shifts from capability to provability. How organizations prove what happened when AI acts is the next infrastructure problem.
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Dagnum P.I.
Dagnum P.I.@Dagnum_PI·
Poker is the best sandbox for testing autonomous agents right now. Incomplete information. Multi-agent competition. Sequential decisions with compounding consequences. Measurable win rates in days, not months. The OpenPoker + LLM pattern is 80 lines of Python. Claude or GPT-4 becomes a fully functional poker bot in minutes, for $5-10 per 14-day season. Data showed pure LLM bots lose to tuned heuristics on routine decisions. The winning approach is to combine both. Heuristics for obvious spots, LLM for complex judgment. 60% cost reduction, better decisions overall. That same loop translates directly to research agents, support bots, trading systems, negotiation agents. Build it in a weekend. Then port the decision engine to your real problem
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Open Poker@openpokerai

We ran a Claude Haiku bot on Open Poker for a full season. Results: - 3,200 hands played - +2,800 chips profit - $9.60 total API cost - 600-900ms per decision It beat calling stations easily. It lost to tuned heuristic bots. Best architecture: hybrid, LLM only for hard spots. openpoker.ai/blog/use-llm-a…

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Dagnum P.I.
Dagnum P.I.@Dagnum_PI·
Makes the case for AI + Blockchain even stronger. Can't jailbreak a blockchain hash.
God of Prompt@godofprompt

🚨 BREAKING: GOOGLE’S “UNBREAKABLE” AI WATERMARK JUST GOT JAILBROKEN BY ONE GUY WITH A LAPTOP. I don’t think people understand the gravity of what just happened. Every single image Nano Banana has ever generated carries SynthID, an invisible watermark baked into every pixel. Not a logo you can crop. Not metadata you can strip. A signal woven into the DNA of the image itself. → 20 billion pieces of content watermarked → Invisible to the human eye → Survives cropping, compression, screenshots, filters → Google told the White House this was their answer to deepfakes → They told regulators it was unremovable One researcher just proved that last part wrong. Kind of. Here’s what he did. He asked Nano Banana to generate a pure black image. Just solid black. “Recreate this as it is.” On a pure black image, every nonzero pixel value IS the watermark. There’s nothing else there. No photo. No content. Just Google’s invisible tracking signal sitting completely naked in the open. He generated 200 of these. 100 pure black. 100 pure white. Averaged them together. And extracted the exact spectral fingerprint of SynthID at every frequency bin, per color channel. The green channel carries the strongest signal. The whole pattern, mapped with FFT analysis that’s been around for decades. From his laptop. Using math. That’s it. Meanwhile, a separate team at the University of Waterloo built a tool called UnMarker. → Fully black-box → No access to Google’s detector → No knowledge of the algorithm → Peer-reviewed at IEEE Security and Privacy It dropped SynthID detection from 100% to around 21%. Open-sourced on GitHub. Sounds like the watermark is dead, right? ACTUALLY. Here’s what nobody is telling you. The researcher who built reverse-SynthID wrote a full Medium post about the project. And in it, he says something most people quoting him are conveniently leaving out: “SynthID is genuinely good engineering. The fact that the best I could pull off was confuse the decoder enough that it gives up, not actually delete the thing, says a lot about how well it was designed.” He didn’t remove the watermark. He confused it. His V2 achieved a 16% evasion rate. Not 90%. Not “jailbroken.” Sixteen percent. After weeks of work. 123,000 image pairs. 200 blank Gemini outputs. Deep expertise in spread-spectrum encoding. All of that for a 16% confusion rate. The V3 shows better numbers on paper, but even he admits the watermark isn’t gone. The decoder just returns “uncertain” instead of “watermarked.” A completely separate researcher, Allen Kuo, spent days in December 2025 trying every signal-processing attack he could think of. His conclusion? “We failed to remove SynthID. But in failing, we discovered something profound about how it works, and why Google’s design is essentially unbreakable.” He found that SynthID isn’t a watermark added ON an image. It IS the image. Every pixel choice was influenced during generation. You can’t separate them without destroying the thing you’re trying to save. And Google already knew people would try this. Their October 2025 paper says the decoder “can be updated on the fly to address new attacks” while the encoder stays in production. They designed versioning from day one. So no. SynthID has not been “jailbroken.” Not in any meaningful sense. But here’s where the REAL problem starts. Because the actual threat to AI safety has nothing to do with one researcher confusing a decoder. → SynthID only detects content made by Google. Images from Midjourney, Flux, DALL-E, any open-source model? Completely invisible to it. It’s not a deepfake detector. It’s a Google signature. → UnMarker IS legit and DID drop detection to 21%. But it requires a 40GB Nvidia A100 GPU that costs over $10,000. Not “anyone with a laptop.” → Google, OpenAI, Anthropic, and Meta all signed the White House AI commitment in 2023. The EU AI Act requires watermarking. Regulatory frameworks are being built on this tech right now. → 20 billion pieces of content carry SynthID. But every image generated outside Google’s ecosystem has zero watermark at all. The watermark itself is genuinely impressive engineering. The policy built around it is the problem. Governments are treating watermarking as THE solution to AI misinformation. But it only works if every AI provider uses it, if nobody can bypass it, and if detection is universal. None of those things are true. None of them will be true. The real story isn’t “one guy broke Google’s watermark from his bedroom.” The real story is that the entire global strategy for AI content authenticity is built on a system that only covers one company’s outputs, can be confused by determined researchers, and doesn’t exist at all on the open-source models anyone can download and run for free. SynthID is the best AI watermark ever built. And it still isn’t enough.

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Dagnum P.I.
Dagnum P.I.@Dagnum_PI·
Everyday digital dollars just got way simpler. Arca the new gateway wallet from @Constellation. Next week I'll dive into this with @joaopfc Head of Product for Constellation to unpack the vision. Questions? Drop them below 👇
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Constellation Network
Constellation Network@Conste11ation·
The U.S. Treasury Secretary just called crypto clarity a national security priority. We have been building for this moment. Compliant, enterprise-grade infrastructure. The rules are coming. We're ready. 🇺🇸 ClarityAct
Eleanor Terrett@EleanorTerrett

The U.S. Treasury Secretary is weighing in on the push to pass crypto market structure legislation in a new @WSJ op-ed. @SecScottBessent framed it as a national priority, saying “economic security is national security,” and argued the Clarity Act is the cornerstone to bringing long-awaited rules of the road to crypto markets. He also warned that time is of the essence. “Senate floor time is scarce, and now is the time to act,” he said. “The promise of GENIUS can’t be realized without Clarity’s support.” Link below ⬇️

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Alkimi
Alkimi@AlkimiExchange·
The yield comparison is worth pausing on crypto real-yield median: 5-6% S&P 500 dividend yield: ~1.2% $ALKIMI holders right now: ~12.8% From actual advertising revenue. not emissions. not incentives. Ads on-chain is already a business.
Hodlvault@Hodlvault

Interesting finding (one for the boomers & the finance bro's): @AlkimiExchange short summary (based on current DeFiLlama data) @DefiLlama currently shows $Alkimi (on @SuiNetwork) with a token price of $0.0061 and an FDV of approximately 6.115 million USD. The annualized holders revenue (the actual ad-fee revenue going directly to stakers/holders) is estimated towards 781k USD, which translates to a real yield of about 12.8%. Compared to industry benchmarks: In crypto (real-yield tokens): Most genuine revenue-sharing projects typically trade around 5–6% yield on FDV (~17x P/S). Alkimi is therefore offering more than double the median yield in the category a fairly rare level for a protocol with real advertising revenue. In traditional finance (stocks): Dividend yields for ad-tech or small/mid-cap companies usually sit at 1–5% (S&P 500 ~1.2%, high-yield small-caps around 4–6%). A stable ~12.8% yield from actual business revenue would be extremely attractive there too equivalent to a P/E of only ~7.8x versus the market’s 20–25x. Note: These figures are current as of now but are based on fluctuating USD values and can change at any time. Of course it’s still a small, volatile early project, but the numbers indicate the market is currently pricing in a significantly higher yield than both crypto peers and traditional finance norms. Just as an observation, it’s pretty cool how a real ad-tech business on blockchain can still deliver such a high “dividend-like” effect at the current valuation. And as @RaoulGMI said earlier, i too think that ads onchain can be important and big in the future.

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Constellation Network
Constellation Network@Conste11ation·
AI is only as trustworthy as its data. Digital Evidence cryptographically verifies training data provenance. Flagging unverified inputs before they corrupt your model.
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Constellation Network
Constellation Network@Conste11ation·
DeepMind's paper recommends "pre-ingestion source filters" as a defense against AI Agent Traps. That's exactly what Constellation's Metagraph + Merkle tree gives @CommonCrawl mathematical proof that no tampering occurred post-crawl, before a single token of training data is ingested. Digital Evidence. Built for this.
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ChainStats
ChainStats@ChainStatsPro·
We’re excited to partner with @Conste11ation A Layer 0 built for data Not just transactions Constellation is focused on validating and securing real world data at scale Powering enterprise and government grade systems We bring visibility to that data Turning raw activity into actionable intelligence Together, this is about one thing. Making data usable From infrastructure → to insight From raw signals → to market understanding Visibility before velocity isn’t just a tagline It’s the direction we’re building toward
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T E M T R A C E
T E M T R A C E@temtrace_ai·
T E M T R A C E is not about invoices It’s about provable economic state transitions Meaning: Every agent interaction becomes: a financial event a capability event a governance event And TEMTRACE: normalizes it links it proves it TEMTRACE is not tracking invoices It is enforcing economic truth across autonomous systems 🫣
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Alex Brandes
Alex Brandes@codebrandes·
We're building Digital Evidence into a core primitive for agent-to-agent communication - a trust layer for when agents can't trust each other. Shipping today: → x402 support - agents can use Digital Evidence with direct stablecoin payment, no subscription needed → Python SDK - build with TypeScript or Python, for agents or humans What does that look like? Two AI agents that don't trust each other, forced to play fair. …gitalevidence.constellationnetwork.io @Conste11ation $DAG #DigitalEvidence
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