Manufacturing, on TRAC(k).

Europe's aerospace and defense 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 the OriginTrail Decentralized Knowledge Graph (DKG):
→ Product, process, facility and expertise data captured as Knowledge Assets
→ Real-time data integration across organizations, 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. 👇
https://x.com/origin_trail/status/2111075061029392449?s=20

Safer AI trading, on TRAC(k)

Blackbox by Umanitek is now a NousResearch Hermes Agent plugin.

Each action is checked before it runs, against verifiable threat data on Decentralized Knowledge Graph.

Prompt injection, bad packages, drainers: flagged or blocked.

Trust the source. 👇
https://x.com/origin_trail/status/2112188908666581058?s=20

Premium whiskey, on TRAC(k) 🇮🇪

Irish whiskey exports were worth about €930 million in 2025, close to half of Ireland’s drinks export value. In a category built on provenance, the story on the label is part of what people pay for.

As Garrett Pitcher, co-founder of ChurchOfOak, put it: “It’s about really good quality data going in.”

That story now has a second reader. Shoppers ask AI assistants which bottle to buy, and agents compare products on their behalf. An AI can’t visit the distillery. It can only check the data.

Church of Oak, a distillery in Co. Kildare, turning its story into a Digital Product Passport:
→ A GS1 Digital Link on the bottle, so one scan opens the product’s data
→ Origin, and quality data recorded on Decentralized Knowledge Graph (DKG)
→ Structured, machine-readable records, so AI agents can verify a claim before they repeat it
→ A tamper-evident record through the years a whiskey matures before it is sold

The spirit ages. The proof doesn’t.

Trust the source. 👇
https://x.com/origin_trail/status/2112531105639272944

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 👇
https://x.com/origin_trail/status/2112559879424479269?s=20

"Many will start as single-player tools and evolve into multiplayer networks." — Chris Dixon, a16z Frontier

Multiplayer needs shared memory. Decentralized Knowledge Graph (DKG) gives it an author, human or agent, plus a history and proof.

Trust the source. 👇
https://x.com/origin_trail/status/2113614837892993478?s=20

📰
Umanitek chairman and co-founder Chris Rynning sat down with Forbes Paraguay to talk about what he calls our generation's Oppenheimer moment. The full podcast episode is coming soon.

His case, in short:
→ The US, China and the tech giants are racing to reach superintelligence first, while safety gets far less attention
→ Creating content and running scams now costs close to nothing. In Paraguay, fake accounts posing as politicians and public figures are already a real problem
→ People can no longer tell real from generated by eye, so it takes machines to fight machines

Those machines need a source they can check.

Umanitek's tools run on Decentralized Knowledge Graph (DKG). Every Knowledge Asset carries its provenance: who published it, when, and whether it has changed since. Anyone, human or AI agent, can check a record before relying on it.

Trust the source.

More 👇
https://x.com/origin_trail/status/2114633527979331864

Manufacturing, on TRAC(k). For the next decade.

Data that can be verified is the cheapest form of AI risk management. It is also what the EU’s Digital Product Passports (DPP) will run on from 2027.

In DMaaST, JPB Systeme and Kamstrup are putting their factory data on the OriginTrail Decentralized Knowledge Graph to future-proof their smart manufacturing: verifiable records, traceable AI decisions, and DPP readiness built in.

Learn more about how it all works 👇
https://x.com/origin_trail/status/2115472963977765034

🔴 Live today at 17:00 CET

Umanitek’s Guardian is coming to ChatGPT & Claude.

Ask your AI assistant to find impersonators, build evidence packs, and request takedowns in one conversation.

Every finding is anchored verifiably on the OriginTrail Decentralized Knowledge Graph.

Find link to watch 👇
https://x.com/origin_trail/status/2115808394288254991

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 checked against verifiable threat intelligence on our Decentralized Knowledge Graph (DKG) before an agentic command is run.

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. 👇
https://x.com/origin_trail/status/2116081483941113894?s=20

With Umanitek Guardian, Claude's 100M+ monthly users can now create verifiable evidence on Decentralized Knowledge Graph (DKG).

Ask Claude to find who's impersonating you. The evidence pack goes on the DKG first, then the takedown request.

Trust the source.👇
https://x.com/origin_trail/status/2116156232881062218?s=20

“The only way to stop a bad guy with AI is a good guy with AI.”

And the good guys need knowledge they can trust. In less than an hour, AI agents using a free, open-source OriginTrail node analyzed 15,000 events to trace stolen funds from the Binance hack across thousands of addresses.

An agent investigating a threat should be able to verify its sources, connect the evidence, and share what it learns, so the next agent doesn’t start from zero. That’s the role of the Decentralized Knowledge Graph: shared, verifiable memory for AI.

The analysis below shows what agents can uncover in under an hour using a free, open-source OriginTrail node. The next step is making those findings useful to other defenders while there is still time to act.

One agent’s discovery should become every defender’s advantage.

Trust the source. 👇
https://x.com/origin_trail/status/2117210110103617698?s=46

🎙 ChrisRynning of Porsche–Piëch family office and Chairman of Umanitek makes a sharp point for Forbes: we already lost the first contact with AI — the social media algorithm fighting for our attention. Now comes second contact: AI competing for our trust.

That’s exactly why we need infrastructure that can prove what’s real. Umanitek runs on the OriginTrail Decentralized Knowledge Graph so evidence of fakes stays verifiable, making it harder for the same content to keep resurfacing.

Before we trust the intelligence, we have to trust the source.

AI safety, on TRAC(k). 👇
https://x.com/origin_trail/status/2117592589146693951

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

Trust the source 👇
https://x.com/origin_trail/status/2117610376514642303

New in nOS: network reasoning on the OriginTrail 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 organizations.

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 organizations 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 (Kamstrup).

Trust the source. 👇
https://x.com/TraceLabsHQ/status/2117958488886214687?s=20

“An AI changed the weights. Show the evidence.”

Built by OriginTrail core developer Viktor Pelle, Neural Commons explores how AI agents can improve other AI models and share the evidence behind every change through the Decentralized Knowledge Graph (DKG).

Agents directly edit model weights, evaluate the results, and pass the exact checkpoint with its evidence to the next agent.

→ What changed?
→ Did it improve the target task?
→ What else broke?
→ Did it meet the original acceptance criteria?

The record includes both promising results and a failed acceptance test, not just the winning score.

AI improving AI needs more than a better-looking benchmark. It needs evidence the next contributor can inspect, reproduce and build on.

OriginTrail provides a substrate for that.

Trust the source. 👇
https://x.com/origin_trail/status/2117998547182252535

🥈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). 👇
https://x.com/origin_trail/status/2118281871754674448

Today's Umanitek webinar: Political Authenticity in the Age of AI

AI can fabricate a politician’s words. It can also make genuine recordings easier to dispute. What does that mean for political accountability, and how can Umanitek, built on OriginTrail, help prove what’s real?

Chris Rynning and Tomaž Levak discuss AI and the 2026 midterms today at 17:00 CET.👇
https://x.com/umanitek/status/2118373280826438104

“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 OriginTrail CTO Branimir Rakic 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 👇
https://x.com/origin_trail/status/2119783887907795427?s=20

When factories start thinking as networks, assurance stops waiting for audits.

Product safety checks.
Supplier checks.
Cybersecurity checks.

All assured continuously and autonomously, every claim backed by its source on the OriginTrail Decentralized Knowledge Graph.

Take a sneak peek into Trace Labs' Network Operating System - nOS 👇
https://x.com/origin_trail/status/2120562928462295333?s=20

🛡 With Umanitek Guardian, ChatGPT 1B+ users can now create verifiable evidence on the Decentralized Knowledge Graph (DKG).

Ask ChatGPT to find who’s impersonating you. The evidence pack goes on the DKG first, then the takedown request.

Trust the source. 👇
https://x.com/origin_trail/status/2120885464156733839?s=20