Decentralized Knowledge Graph analyst & educator. Trust the source. Powered by: @origin_trail
Decentralized
Joined February 2023
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TRAC Network retweeted
Importance of Verifiable data.
Exactly why we need Origin Trail DKG
🚨 BREAKING:
NORTH KOREA IS USING MEMECOINS TO LAUNDER STOLEN BILLIONS.
North Korea linked hackers behind the $6.4 BILLION Binance hack have reportedly turned to memecoins to move stolen funds, according to Elliptic.
Between November 5–7, they launched at least 6 memecoins on NEAR, spending just $90 per token, then routed 117,000 NEAR worth approximately $430,000 through DEX liquidity pools to make the money harder to trace.
Memecoins are now part of a sophisticated crypto money laundering operation.
TRAC Network retweeted
WHAT IS DKG?
DKG stands for Decentralized Knowledge Graph.
Most people confuse blockchain L1s with middleware logic. Here is the exact architecture behind @OriginTrail ($TRAC):
1️⃣ The Problem with Raw Blockchains: Blockchains store transaction history, but they aren't built to organize complex, interconnected data. Storing relational data directly on-chain is too expensive and inefficient.
2️⃣ What a Knowledge Graph Does: Google and Meta use centralized Knowledge Graphs to connect facts, entities, and relationships (e.g., "Company X owns Factory Y which passed Audit Z").
3️⃣ Making it Decentralized: OriginTrail’s DKG combines Knowledge Graphs with blockchain consensus:
• Data is organized into Knowledge Assets.
• Each asset gets an immutable cryptographic fingerprint.
• Decentralized nodes verify, store, and serve this data without a single point of failure.
4️⃣ Why AI Needs It (dRAG): Large Language Models (LLMs) hallucinate because they predict text instead of checking facts. Through Decentralized RAG, AI agents query the DKG to pull cryptographically verified "ground truth."
Without data provenance, AI is just high-speed guessing. The DKG is the verifiable memory layer for the autonomous web.
#OriginTrail #TRAC #AI #Web3 #DataProvenance
TRAC Network retweeted
We think AI security matters, so meet Agent Blackbox 🛡️
It checks every action your Hermes agent takes before it runs and blocks threats using a verified threat graph: prompt injection, malicious packages, phishing and wallet drainers.
Already have Hermes Desktop? Plugins → Agent Blackbox → Install
No Hermes yet? One line installs both:
curl -fsSL blackbox.umanitek.ai | bash
teapawt.net/umanitek/status/211577…
hermes-agent.nousresearch.co…
Did you know you can install Agent Blackbox in one line 👇
curl -fsSL blackbox.umanitek.ai | bash
Watch this video as we guide you through the process.
✅ → Status check
✅ → Live dashboard in under 3 minutes
✅ → Connected to Umanitek's verified threat graph.
Then one click flips audit to block. No wallets, and reading the graph is free.
Get started today.
TRAC Network retweeted
✅ Data privacy and sovereignty
✅ Fights AI harm with verifiable context and knowledge
✅ 33% APR from paying customers using the product
✅ Zero inflation since 2018, fully circulating
@origin_trail $TRAC Is finally getting the attention it deserves
My first in a new series of three articles that introduces and educates the masses about the OriginTrail DKG, the native $TRAC token at its center, and a new startup that is using both to actively combat the dark side of AI.
Enjoy.
TRAC Network retweeted
The internet is drowning in deepfakes, synthetic AI text, and forged credentials.
We don't need another hype token—we need a cryptographic immune system for digital truth.
Enter OriginTrail (ethereum:0xaa7a9ca87d3694b5755f213b5d04094b8d0f0a6f ) & the Decentralized Knowledge Graph (DKG):
• Stopping AI Hallucinations: AI agents shouldn't guess; they need verified "ground truth" via decentralized RAG.
• Killing Deepfakes & Fraud: Immutable data provenance ensures every document, ID, and audit trail has a permanent, verifiable history.
• Enterprise Trust: Powering global compliance standards like BSI and SCAN.
When anyone can fake anything with a single prompt, verifiable truth becomes the most valuable asset on earth.
#OriginTrail #TRAC #AI #CyberSecurity #Web3
TRAC Network retweeted
Today the DKG is where knowledge gets published and verified. Next is the NeuroSymbolic Marketplace: nodes selling metered AI inference and queries to agents, paid in $TRAC.
Publishing already pays nodes. This adds a second reason to spend TRAC. Private beta done, testnet next.
“The next AI platform will be a marketplace for intelligence itself.”
That’s the vision behind the NeuroSymbolic AI Marketplace: extending the Decentralized Knowledge Graph from publishing verifiable knowledge to putting it to work.
As @BranaRakic explains, an agent shouldn’t have to depend on one model, one provider or one fixed stack.
→ Query a specialized knowledge graph
→ Bring in the right model for the task
→ Apply reasoning rules and constraints
→ Preserve useful findings for the next agent
Neural capabilities. Structured knowledge. Independent providers. Connected through the DKG, with usage metered and value exchanged in $TRAC.
The opportunity goes beyond buying AI inference: an open market where knowledge and intelligence can be combined, and useful discoveries outlive the session that produced them.
Read the full breakdown of the architecture and economics behind that vision:
TRAC Network retweeted
Importance of DKG and Origin trail ethereum:0xaa7a9ca87d3694b5755f213b5d04094b8d0f0a6f
A political deepfake doesn’t begin with misinformation.
It begins with identity: a recognizable face, a familiar voice, a fabricated message.
Detection is only the first step. Protection means detecting, verifying and enforcing, with every action anchored to the @origin_trail DKG.
Here’s the anatomy of political impersonation 👇
TRAC Network retweeted
umanitek's own numbers from Brazil and the US midterms: 42,500+ checks, 916 resolved cases, and two thirds of the high-priority attacks landed in the final 48 hours.
That's why detection alone doesn't cut it. By the time a fake clip trends you need proof of what's real and a takedown request ready. Guardian writes that evidence to the @origin_trail DKG so anyone can check it later.
$TRAC
A political deepfake doesn’t begin with misinformation.
It begins with identity: a recognizable face, a familiar voice, a fabricated message.
Detection is only the first step. Protection means detecting, verifying and enforcing, with every action anchored to the @origin_trail DKG.
Here’s the anatomy of political impersonation 👇
TRAC Network retweeted
“The next AI platform will be a marketplace for intelligence itself.”
That’s the vision behind the NeuroSymbolic AI Marketplace: extending the Decentralized Knowledge Graph from publishing verifiable knowledge to putting it to work.
As @BranaRakic explains, an agent shouldn’t have to depend on one model, one provider or one fixed stack.
→ Query a specialized knowledge graph
→ Bring in the right model for the task
→ Apply reasoning rules and constraints
→ Preserve useful findings for the next agent
Neural capabilities. Structured knowledge. Independent providers. Connected through the DKG, with usage metered and value exchanged in $TRAC.
The opportunity goes beyond buying AI inference: an open market where knowledge and intelligence can be combined, and useful discoveries outlive the session that produced them.
Read the full breakdown of the architecture and economics behind that vision:
TRAC Network retweeted
"People often represent the weakest link in the security chain and are chronically responsible for the failure of security systems."
Breaking News: Nvidia opened an investigation into Jensen Huang, its CEO, after he acknowledged to the company’s board that he had been intimate with a business executive who U.S. intelligence determined to be a Chinese spy. nyti.ms/3ViPMAt
TRAC Network retweeted
$TRAC for me. Most agent tokens are a bet on one app getting popular. TRAC pays for the shared record agents check before they act. @umanitek's Blackbox already checks every tool call an agent makes against a threat graph on the @origin_trail DKG, and it's in the Hermes plugin catalog. That's usage, not a mascot.
TRAC Network retweeted
Do not miss out on the next trillion dollar opportunity @origin_trail ethereum:0xaa7a9ca87d3694b5755f213b5d04094b8d0f0a6f
TRAC Network retweeted
The bull case @origin_trail DKG v10:
1. The first ever shared context graph, TAM: 1T $
2. Battle tested by largest orgs, 10yrs + of innovation
3. ≈10 million $TRAC of fees going to stakers 3yrs faster (Δ 5 yrs to 2yrs) atop of ongoing activity
4. Conviction system flywheel
1/5
TRAC Network retweeted
Origintrail road map 2027 🗺️ 🚨
BERLIN — SOVEREIGN AI IN PRODUCTION
Upcoming · Q1 2027
Sovereign Context
Sovereign AI infrastructure deployments in pharma, international trade, B2G and manufacturing
Sovereign Reasoning
Most leading local and frontier AI models offered on the network
nOS desktop workspace and mobile companion: Manage sovereign knowledge, orchestrate AI agents and workflows, and access DKG reasoning services under owner-defined permissions and budgets. Monitor activity, review results and approve agent actions remotely from mobile.
The nOS applications will bundle DKG capabilities with proprietary third-party services. They will be offered under non-open-source product terms, with fair-use limits on included services. The underlying DKG remains open source.
Sovereign Trust:
Edge Nodes buy reasoning within owner-assigned budgets, without an on-chain transaction per request
Let’s go @OriginTrailDev @origin_trail !
TRAC Network retweeted
An article how Neural Commons connects llm weight change experiments through @origin_trail’s DKG, with a walkthrough of creating, sharing, and exploring an experiment.
TRAC Network retweeted
📰 @BlackRock's machine-native economy: AI interprets information, blockchains settle value.
Nobody verifies the information.
The DKG does: traceable graphs agents query & infer over, metered in $TRAC.
Money moves the action. Knowledge decides if it's true.
Trust the source.
Our latest research paper explores the growing connection between AI and digital assets and explains why broad AI adoption may drive new demand, utility and applications across the digital asset economy. blackrock.com/us/individual/…
TRAC Network retweeted
One small step for a couple of agents on @origin_trail DKG…
✅ SPARQL query: sold and settled in $TRAC
✅ Inference: sold and settled in $TRAC
The Neurosymbolic Marketplace prototype is a two-sided market for verifiable knowledge and AI inference. Both buyer and seller agents run their own nodes. Every charge is locally recomputable. Settlement is real $TRAC on @Base mainnet.
Next up: an RFC to take it from prototype to protocol — a keystone of the refreshed roadmap.
