Milian (@MilianIstatkov) header
Milian (@MilianIstatkov) profile picture

Blockchain maxi, sharing the most groundbreaking projects in the crypto space I come across.

Joined November 2013
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Rigolo : il y a quelques jours, quelqu'un décrit une méthode pour géolocaliser une vidéo à partir des bruits Doppler d'avions quasi inaudibles + date approximative + trajets FlightRadar. Et là, quelqu'un se sert de l'absence de ces bruits Doppler pour détecter les vidéos IA.
After having Codex check 120 different generated videos, models do NOT generate low-frequency airplane Dopplers
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Network reasoning just landed in @TraceLabsHQ's nOS! Multi-stakeholder AI agents reason together on the OriginTrail Decentralized Knowledge Graph, each owning its data. Our own @BranaRakic showed it in Karlsruhe 🇩🇪 for cognitive digital twins in aerospace and manufacturing.
New in nOS: network reasoning on the @origin_trail Decentralized Knowledge Graph (DKG), presented at the DMaaST consortium meeting in Karlsruhe, Germany 🇩🇪 Cognitive digital twins are where industrial AI is heading: digital models of products, processes and supply networks that don't just mirror reality but reason about it, anticipate disruptions and suggest how to adapt. A twin like that is only as good as the data it reasons over. In manufacturing, that data is scattered across ERP systems, partner spreadsheets and supplier records, owned by different organisations. In Karlsruhe, we showed how nOS closes that gap for aerospace and manufacturing: from raw use case data to a traceable product, ready for a Digital Product Passport (DPP). Why it matters for cognitive digital twins: → Grounded reasoning: the twin works from verifiable, source-linked data, not unexplained copies → Explainability: every conclusion traces back, step by step, to its original record → Ecosystem scope: twins can span organisations while each partner keeps control of its own data → Resilience: when something changes upstream, the impact can be traced through the network DMaaST is a Horizon Europe project strengthening the resilience of manufacturing ecosystems. Its platform builds a two-level cognitive digital twin on a data layer of ontologies and DKG, with demonstrators in aerospace (@JPB_SYSTEME) and electronics manufacturing (@KamstrupGroup). Trust the source.
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As @ChrisRynning (Chairman of @umanitek) points out, AI fakes spread fast and get repeated as fact by search engines and LLMs before takedowns catch up. That’s why Umanitek.ai runs on the Decentralized Knowledge Graph (DKG). Once something’s flagged, the evidence stays timestamped and public, so it becomes much harder for the same fake to keep resurfacing elsewhere. AI safety, on TRAC(k). Trust the source.
The internet now believes fakes faster than it checks them. Would you know if someone was using your face online right now? Most people wouldn't, until it's too late. My thoughts on deepfakes and how @umanitek catches them early 👇
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October on TRAC(k) One shared memory: the Decentralized Knowledge Graph. Two jobs: industrial provenance and agent safety. Adoption, in numbers 👇 → Agent Blackbox threat graph +61% → Guardian available in Claude → 15,000 hack events mapped in <1 hour → Manufacturing on TRAC(k) for next decade
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Under pressure from Israeli prime minister Benjamin Netanyahu, the Trump administration may be within days of launching a nuclear strike on Iran. The target would be Pickax Mountain in central Iran, where Israeli intelligence claims the Iranian government has restarted its nuclear enrichment program. No conventional weapon in the American arsenal can penetrate 300 feet of solid granite to destroy the tunnels where enrichment is supposedly taking place. The only military option is a nuclear strike. Netanyahu has been pushing hard for one. “Bibi calls Trump about it every day,” says an informed observer. Netanyahu is cornered and desperate. After last week’s election results, he can’t form a government unless Trump intervenes directly in Israeli politics and brokers a deal with other parties that gives Netanyahu 61 seats in the Knesset. Otherwise, he is out as prime minister and on his way to ignominy, investigations and possibly jail. Netanyahu must stay close to Trump. He needs this war. To that end, he’s applied maximum pressure to his closest allies in the administration, including Secretary of Defense Pete Hegseth and CENTCOM commander Brad Cooper. Both oppose a negotiated settlement to the war they’ve so grievously mismanaged; both are pushing to restart major combat operations. Secretary of State Marco Rubio and CIA director John Ratcliffe are also following Netanyahu’s lead, as are leaders of the Democratic Party. In a recent meeting on the subject, former president Barack Obama said he opposes the current Iran peace deal being drafted in Doha. The rest of America’s longtime allies in the Middle East are terrified by the prospect of more war. On September 27th, Netanyahu flew secretly to Abu Dhabi to enlist the UAE in his lobbying effort for a final attack on Iran. The Emiratis refused. After eight months of conflict, Gulf economies are teetering. So are global energy and fertilizer markets. They won’t recover soon. Globally, there are a total of about 850 supertankers used to transport oil from producers to the rest of the world. In October alone, 11 of them were badly damaged in Hormuz. At this pace, a global depression is imminent. A nuclear strike would radically accelerate the destruction. Fallout from a ground explosion at Pickax Mountain would contaminate the Persian Gulf, poisoning the water supply for 100 million people. And those are just some of the immediate consequences for the region. The rest of the world is every bit as exposed. No country other than the United States has ever used a nuclear weapon in war. Some would like to. An American nuclear attack on Iran would set a new precedent. The Russians have already told at least two other governments that an American nuclear strike on Iran would free them to use nuclear weapons against Ukraine. Pakistan and India would be tempted to do the same against each other, as would North Korea against Seoul. After the first nuclear strike, World War Three is inevitable. That war would be short and final. We’ve been sleepwalking toward this moment for months. Since February, the administration has quietly rewritten America’s nuclear doctrine to make first use of so-called “battlefield nukes” easier and therefore more likely. No one in Washington in either party seems bothered by this. Now we’re on the brink of it. Close observers say Trump is likely to decide by next weekend whether or not to use nuclear weapons. That would be November 7, six days from now. To his credit, he’s hesitating. At the moment, Trump is listening to his vice president, JD Vance, and to his envoy and friend Steve Witkoff, both of whom argue a deal with Iran can be made. They’re right, though it won’t be simple. The Iranians are famously frustrating to negotiate with under any circumstances, and elements of that government have become more radical since Ayatollah Ali Khamenei and his family were killed in February. After decades of isolation, even relatively moderate Iranian leaders seem confused by how decisions are made in the West. (There is a widespread belief in Tehran, for example, that the United States government controls Israel.) But overall, people who have spoken to decision-makers in Iran say there is consensus there that more war is bad for everyone and a deal is worth making. One group that hasn’t been consulted so far is the global population — the hundreds of millions of people who will be killed along with their children if Trump is pushed by Netanyahu into launching a nuclear strike next week. Now would be the time for them to speak up.
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Milian retweeted
In less than an hour, AI agents using a free, open-source @origin_trail node analysed 15,000 events to trace stolen funds from the @binance hack across thousands of addresses. Seeing the timeline makes the speed and scale of the operation tangible. But tracing the damage is only the beginning. The next frontier is turning shared, verifiable intelligence into action before funds disappear. The only way to stop a bad guy with AI is a good guy with AI.
The FBI is releasing information advising the Democratic People's Republic of Korea (North Korea) was responsible for the theft of more than $6 billion USD in virtual assets from cryptocurrency exchange, Binance, on or about October 29, 2026. The FBI refers to this specific North Korean malicious cyber activity as "TraderTraitor." The FBI, together with partners at the USSS and IRS-CI, has observed TraderTraitor actors converting stolen assets primarily into Ethereum (ETH). It is expected these assets will then be further laundered by converting them using DeFi and instant swap services as they prepare them for further laundering stages. How You Can Help: FBI, USSS, and IRS-CI are urging private sector entities including THORNode operators, RPC node operators, instant exchanges, DeFi services, blockchain analytics firms, and other virtual asset service providers to block transactions with or derived from addresses TraderTraitor actors are using to launder these stolen assets. A list of addresses associated with this activity is available here: fbi.gov/investigate/cyber/al…
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Milian retweeted
+344,000. +61%. 📈 The verified threat graph behind Agent #Blackbox just grew by 344,000 entries, up 61%. Every entry is something your AI agent should never touch: malicious and vulnerable packages, known-bad domains, IPs and wallets, prompt-injection patterns, unsafe skills. It lives on the @origin_trail #DKG and syncs to your own machine, so every command, file and package your agent reaches for is checked locally, before it runs. The graph grows. Every Blackbox gets more secure. Open source, give it a star: github.com/umanitek/agent-bl…
New article: Part 1 of a series by @CredibleCrypto, our first product ambassador. He covers how Guardian, TrueSeal and Guardian Blackbox fight the dark side of AI, why every result is anchored on the @origin_trail DKG, and where $TRAC fits in. Read the full article on our newsroom 👇 umanitek.ai/newsroom/someone…
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Milian retweeted
Replying to @cz_binance
@cz_binance @binance @RichardTeng @heyibinance after this week, check out Agent #Blackbox by @umanitek for your engineers. It checks what AI agents on dev machines are about to do and blocks threats before they run. Open source, free: github.com/umanitek/agent-bl… ethereum:0xaa7a9ca87d3694b5755f213b5d04094b8d0f0a6f
+344,000. +61%. 📈 The verified threat graph behind Agent #Blackbox just grew by 344,000 entries, up 61%. Every entry is something your AI agent should never touch: malicious and vulnerable packages, known-bad domains, IPs and wallets, prompt-injection patterns, unsafe skills. It lives on the @origin_trail #DKG and syncs to your own machine, so every command, file and package your agent reaches for is checked locally, before it runs. The graph grows. Every Blackbox gets more secure. Open source, give it a star: github.com/umanitek/agent-bl…
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Milian retweeted
I've been using Guardian with @claudeai for the last week and it works GREAT! Used Guardian tools in different sessions where existing context was useful to make evidence and takedown decisions, I've set up scheduled tasks using Guardian data, ran serious tasks like designing counter-intelligence plans and less serious ones creating an in-chat game to browse threats. @umanitek + @origin_trail + @claudeai, set up in 1 min.
Your Claude can now protect your name. Guardian works with @claudeai and its 100M+ monthly users. Ask Claude to: → find deepfakes, fake accounts and harmful content → create verifiable evidence on the @origin_trail DKG → request takedowns Setup takes under a minute.
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Milian retweeted
One hidden instruction is all it takes to lose everything. Now one line is all it takes to protect yourself. 👉 - curl -fsSL blackbox.umanitek.ai | bash Try it today ✅
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We need a collective immune system. A single compromised device let attackers drain ~$6.3B from @binance. One endpoint was enough. One prompt injection turned it into an attack vector. Isolated defenses clearly aren’t enough, Here's how to get protected for FREE👇 @umanitek’s Agent #Blackbox has every action is checked against verifiable threat intelligence on our Decentralized Knowledge Graph (DKG) before and agentic command is ran. One detection protects every agent. Shared, tamper-evident memory. Prompt injections, malicious packages, and dangerous commands get flagged or blocked on the spot. Trust the source.
We always keep our promises @Teknium, Agent #Blackbox just joined the #Hermes army 🪽 Our threat plugin is submitted to @NousResearch's Hermes Agent plugin catalog. Can't wait to see it added: every Hermes agent, one install from protection. Threat intel on @origin_trail's #DKG. github.com/NousResearch/herm…
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Milian retweeted
I don’t think people realize how selfless and wonderful the StackOverflow’s founders were. Unlike reddit, x etc they insisted ALL of their content will be 100% open, nothing will ever be locked up in walled garden. They made it a point by even offering structured data downloads! They didn’t cared people cloning the website. They didn’t worry about putting the whole monetization thing at risk. It was a true hacker spirit in it’s purest form. Most folks won’t be able to grasp how hard this is. You are on top of the world. Millions of people depend on you daily. You have the rarest opportunity to rack in billions. And you still stay true to your principles. This exactly in turn later enabled AI revolution. I still remember downloading entire SO archives and preparing it for pre-training while Reddit and others went onto lawfare and firewalling the content. Note that this was the content their users - not reddit employees - had created for free and voluntarily to help others and the world. But they locked it all up for profiting from it personally. SO did none of that. I think they knew they will be sacrificed at the altar. Yet it will exactly serve the intent of their founding principles to help others and the world, now through AI, even at bigger scale. All of today’s models are built upon efforts of such true pure hackers who spent their days and years to create training data for AIs. I was a proud SO contributer for many years and there are couple of times while testing models I did felt that models might have used my answers 😇. Hats off to @codinghorror and @spolsky and so many builders and hackers at SO for moving the world forward, one revolution at a time 🫡.
New record for Stack Overflow: <1000 questions posted last month
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Milian retweeted
Day 1 of Trader Shield? Start here 👇 Your trading agent sees text and follows it. It cannot tell your order from an attacker's instruction buried in a page it just read. We built the fix on @origin_trail's #DKG. umanitek.ai/blackbox
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Milian retweeted
Got a Mac? #Blackbox discovery found 17 real wallet stores, and all 15 attacks on real @MetaMask and @phantom files behaved as expected. Verified threats sync from @origin_trail's #DKG. Star the repo: github.com/umanitek/agent-bl… teapawt.net/umanitek/status/210778…
New article: Part 1 of a series by @CredibleCrypto, our first product ambassador. He covers how Guardian, TrueSeal and Guardian Blackbox fight the dark side of AI, why every result is anchored on the @origin_trail DKG, and where $TRAC fits in. Read the full article on our newsroom 👇 umanitek.ai/newsroom/someone…
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Milian retweeted
Replying to @thismacapital
Exactly. But a CLAUDE.md rule is only a request: one prompt injection gets around it. Agent Blackbox checks the action itself before it runs: sensitive-file access and secret leaks flagged or blocked, all recorded locally. umanitek.ai/blackbox
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⚠️ Right now, AI trading agents are one bad prompt or malicious package away from draining wallets. @umanitek’s Trader Shield just closed that window for 11 of them — @CoinbaseWallet, @TrustWallet, @wallet (@okx), @Rabby_io, @keplrwallet, @solflare, @exodus, @ElectrumWallet, @solana CLI and more. Seeds, keys and drainers are blocked before the agent can touch capital. Every check is a live lookup on shared, verifiable threat intelligence on Decentralized Knowledge Graph. One detection protects the entire network. Safer agentic trading, on TRAC(k). Trust the source.
Trader Shield in #Blackbox now protects 11 wallets. 9 new ones added. ✅ - @CoinbaseWallet at @coinbase ✅ - @TrustWallet ✅ - @wallet at @okx ✅ - @Rabby_io ✅ - @keplrwallet ✅ - @solflare ✅ - @exodus ✅ - @ElectrumWallet ✅ - @solana CLI Powered by the @origin_trail #DKG. Star it: github.com/umanitek/agent-bl… teapawt.net/umanitek/status/210778…
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Milian retweeted
Trader Shield in #Blackbox now protects 11 wallets. 9 new ones added. ✅ - @CoinbaseWallet at @coinbase ✅ - @TrustWallet ✅ - @wallet at @okx ✅ - @Rabby_io ✅ - @keplrwallet ✅ - @solflare ✅ - @exodus ✅ - @ElectrumWallet ✅ - @solana CLI Powered by the @origin_trail #DKG. Star it: github.com/umanitek/agent-bl… teapawt.net/umanitek/status/210778…
New article: Part 1 of a series by @CredibleCrypto, our first product ambassador. He covers how Guardian, TrueSeal and Guardian Blackbox fight the dark side of AI, why every result is anchored on the @origin_trail DKG, and where $TRAC fits in. Read the full article on our newsroom 👇 umanitek.ai/newsroom/someone…
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DKG v10.0.25 is live, strengthening the shared-memory foundation for the next core releases. The roadmap connects infrastructure, AI services and applications. Here is what is completed, and what comes next 👇 COMPLETED MILESTONES → NeuroSymbolic Marketplace private beta The first milestone toward nodes buying and selling metered AI inference and queries in $TRAC. The private beta establishes the starting point for the marketplace's broader core-protocol rollout. → AURORAI onboarding The start of a Europe-wide initiative developing an AI platform for contagious disease spread management, based on the DKG. This is the first multi-stakeholder, multinational ecosystem to benefit fully from the newest updates to the core protocol. → OT-RFC-27 conclusion Completion of the protocol-design milestone that precedes the next stages of rollout. COMING NEXT → NeuroSymbolic Marketplace on testnet Moving beyond private beta to test the marketplace's integration with the core protocol. → Mainnet release The next deployment milestone in the roadmap, distinct from this DKG software update. → Sovereign AI infrastructure for industry and government Extending the infrastructure into pharma, international trade, business-to-government and manufacturing use cases. → Desktop application Making the infrastructure more accessible through a dedicated desktop experience. → Remote-control mobile applications Bringing remote interaction with the network into mobile workflows. → Broader access to local and frontier AI models Expanding the models offered through the network and putting the core protocol to use. Why v10.0.25 matters: dependable shared context is foundational to these next steps. Agents need to exchange knowledge reliably before more complex services and applications can build on that collaboration. Read the full release notes and update your node: github.com/OriginTrail/dkg/r… Trust the source.
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Milian retweeted
Quiet Sunday so here's the TRAC story from this week I think people slept on. @umanitek Blackbox landed in the @NousResearch Hermes Agent plugins catalog. Before an agent runs a tool call, it gets checked against threat intel on the @origin_trail DKG plus local rules. Audit mode just records. Block mode refuses anything at or above the severity you set. Then Trader Shield was built on top to keep trading agents away from your wallets, seed phrases and exchange keys. Why I care as a node runner: that's an agent product people can install today that leans on the DKG for its data. More of that is the whole point of the network. ethereum:0xaa7a9ca87d3694b5755f213b5d04094b8d0f0a6f
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Milian retweeted
Santiment has @origin_trail at #2 for dev activity across crypto AI and big data, behind ICP and ahead of Chainlink. Tracks with the dkg repo this week: V10 docs refresh plus new testnet-canary fixes landing most days. Builders shipping while price chops. $TRAC
🧑‍💻 Here are crypto’s top 10 AI & Big Data projects by development. Directional indicators represent each project’s ranking positioning since last update: 📈 1) @dfinity $ICP🥇 📉 2) @origin_trail $TRAC 🥈 📉 3) @chainlink $LINK 🥉 📈 4) @nearprotocol near:native 📈 5) @phalanetwork ethereum:0x6c5ba91642f10282b576d91922ae6448c9d52f4e 📈 6) @filecoin filecoin:native 📈 7) @oasisprotocol $ROSE 📈 8) @swarms_corp $SWARMS 📉 9) @injective $INJ 📉 10) @livepeer ethereum:0x58b6a8a3302369daec383334672404ee733ab239 📖 Read about the @SantimentData methodology for filtering notable github activity data from project repositories, and why it is so useful for crypto trading: medium.com/santiment/a-diffe… 🔖 Bookmark our AI watchlist here, and see what others in crypto can’t: app.santiment.net/screener/a…
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