
Trust the source. Cofounded @origin_trail
Decentralized
Joined October 2013
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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…
LLMs guess. @origin_trail proves it from the source.
The new Neuro-Symbolic AI that just landed on the DKG testnet is already showing very encouraging results. AI agents buy and sell access to a combination of semantically rich knowledge and inference to achieve cognition that would otherwise be impossible with frontier labs' current approach.
The underlying economic mechanism complements the $TRAC token's role in publishing on the network: the use of neural capabilities and structured knowledge is metered and settled in $TRAC.
The NeuroSymbolic AI upgrade has landed on the DKG testnet.
Why NeuroSymbolic AI marketplace?
Neural models bring flexible language understanding and generation. Knowledge graphs bring explicit relationships, structured queries and traceable sources. Together, they let AI work with knowledge it can retrieve and inspect, not just patterns learned during training.
The NeuroSymbolic Marketplace brings these capabilities into the DKG’s node-to-node economy:
→ Access AI inference and knowledge-query services through DKG nodes
→ Connect specialized models with knowledge across the network
→ Meter service usage, with $TRAC connecting demand to the infrastructure supplying it
TRAC’s role expands beyond publishing and maintaining knowledge, to accessing and using it.
Testnet is where we validate that next step together, ahead of mainnet rollout.
Own your context.
Choose your intelligence.
Trust the source.
Hot pot > honey pot
Nvidia's board launches an independent investigation into CEO Jensen Huang over concerns he was the "target of a foreign intelligence effort." cnn.it/4BOXfb1
Development activity on the @origin_trail Decentralized Knowledge Graph (DKG) keeps climbing as we beef up the protocol.
🥈 OriginTrail ranks #2 in development activity, up from last month.
Next is the NeuroSymbolic Marketplace, where nodes buy and sell metered AI inference and queries settled in $TRAC, supporting sovereign AI expansion in critical sectors such as pharma, trade, manufacturing and cybersecurity.
It builds on the OriginTrail Decentralized Knowledge Graph (DKG), which connects physical assets, enterprises and AI systems through verifiable provenance.
Progress on TRAC(k).
In the age of AI, food security starts with cybersecurity.
USDA guidance says bacteria can double in number in as little as 20 minutes within the food-safety “danger zone” of 40–140°F (about 4–60°C).
Imagine now a public health hazard if overheating takes place for hours across national supermarket chains without proper tracking.
Keeping food safe now also means proving it stayed safe, with verifiable records from sensor to shelf.
Freezers at dozens of supermarkets in Sweden and Belgium have suddenly overheated, ruining food worth millions of euros just weeks after French retailers were targeted in a cyber attack. ft.trib.al/qFnEaVd
Like saying owning your own well is wasteful when you could buy Nestlé bottled water for life.
No worries, Sam. For the memory that matters most, your AI's context, there's the @origin_trail Decentralized Knowledge Graph.
It runs on your own machine, and you own it.
Yo @cz_binance, time to upgrade all devices @Binance employees use with @umanitek Blackbox - live AI threat scanning against millions of potential threats signaled via @origin_trail DKG.
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…
Heartbroken for Spain. 50+ lives lost in the Andalusia high-speed train crash
We must build and push for stronger safety systems so this never happens again.
🚨 Train crash in Spain: death toll rises to 41
The number of people killed after two high-speed trains derailed in Spain has risen to 41, reports the Spanish newspaper ABC.
The disaster occurred in the autonomous community of Andalusia. Spain will observe three days of national mourning, Prime Minister Pedro Sánchez said.
It is one of the deadliest railway tragedies in Spain in recent years.
The speed and productivity in @origin_trail ecosystem both in terms of core updates and growth in implementability is just staggering.
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.
From electronics to aerospace, global value chains are becoming increasingly complex, dynamic, and exposed to geopolitical uncertainty.
Keeping manufacturing on TRAC(k) means bringing verifiable knowledge to every step of the journey.
From sourcing and supply chains to factory floors and digital product passports, the Decentralized Knowledge Graph (DKG) connects what others keep fragmented.
Manufacturing, on TRAC(k).
Europe's aerospace and defence industry turned over €325.7 billion in 2024 and employs 1.1 million people. Its value chains run through thousands of suppliers, and when one goes down, the whole network has to adapt with whatever information it can trust.
DMaaST initiative brought together partners in 10 countries, building a Smart Manufacturing Platform to make that adaptation faster. Its foundation is a data layer on Decentralized Knowledge Graph (DKG):
→ Product, process, facility and expertise data captured as Knowledge Assets
→ Real-time data integration across organisations, with each partner keeping ownership of its records
→ Cognitive digital twins, built on that data, that model production lines and whole value chains
The deployment starts in aerospace and electronics, as the initiative moves the sector towards Manufacturing as a Service, where production capability can be offered and found across company boundaries.
Trust the source.
👉 origintrail.io/solutions/ind…
Perversion of epic proportions if true
EXCLUSIVE: Elon Musk approached Donald Trump with the idea of slowing down Starlink in Ukraine, The Telegraph can reveal.
The billionaire tech entrepreneur approached the US president with the proposal to introduce speed limits on the system, which hampered Ukraine’s drone defences, according to four sources familiar with the discussions.
🔗 telegraph.co.uk/world-news/2…
Crypto suffers roughly $270 million in security losses every month in 2026. Imagine what happens when autonomous AI agents control more capital.
@umanitek Blackbox powered by @origin_trail is a no-brainer for any company or trader 🛡️
Open source.
Guardian Agent Blackbox: Keep your AI agents safe from being tricked or compromised xitter.twitterapi.xyz/i/broadcasts/1OxwbnMvq…
Wonderful new plugin landed in the Hermes @NousResearch catalog!
Blackbox by @umanitek shields your agents against prompt injections and other threats.
Powered by @origin_trail 🛡️
Immensely proud seeing American partners expanding frictionless international trade on TRACk with @origin_trail.
From V5 DKG generation to V10.
Global supply chains, on TRAC(k)
The United States imported $3.4 trillion of goods in 2025. The @SCANAssociation helps secure the supply chains behind around 40% of US imports.
SCAN's members include @Costco, @Walmart, @Target, and @HomeDepot and many of them buy from the same factories. Instead of each importer auditing the same factory against the same US customs security criteria (CTPAT), they share the audit reports.
In 2025 alone, SCAN members avoided 10,159 duplicate factory audits this way, across 93 countries.
The audits are secured on the @origin_trail Decentralized Knowledge Graph (DKG):
→ Each audit result and factory credential becomes a tamper-evident record that can be checked at the source
→ Members and US Customs and Border Protection can check a factory's audit history without one central database owning it
→ Access stays permissioned, so sensitive audit data reaches only those entitled to see it
One audit, verified once, trusted across the network. The same pattern fits any industry where the same compliance evidence is requested again and again.
Trust the source.
Case study: origintrail.io/solutions/sup…
Real-world applications of verifiable AI
🧱 Brick by brick, @origin_trail’s clout is growing in the most critical sectors.
Trust the source.
→ Global supply chains, on TRAC(k)
→ AI safety, on TRAC(k)
→ Medicines and science, on TRAC(k)
→ Rail and buildings, on TRAC(k)
→ Manufacturing, on TRAC(k)
→ Food, on TRAC(k)
→ Education, on TRAC(k)
→ International sports, on TRAC(k)
Every one of these runs on data that passes between people and organisations who have never met: suppliers and buyers, labs and regulators, AI models and the people relying on their answers.
When that data carries its owner, its origin and proof that it hasn't been changed, everything built on it stays on $TRAC(k).
That is what the OriginTrail Decentralized Knowledge Graph (DKG) is for.
Trust the source.
👉 origintrail.io/solutions
Welcome Christian!
Great seeing @umanitek expanding to LA 🔥
Welcome, Christian Duffy! 🛡️
The former Skechers and VIDSIG talent exec joins Umanitek as Key Account Executive & Business Development Lead in LA, protecting the digital identities of athletes, entertainers and creators.
Read more 👉 umanitek.ai/newsroom


















