OriginTrail Developers

Join the community building on the Decentralized Knowledge Graph - follow the @origin_trail developers ecosystem for latest news and tools. #TraceOn

[OriginTrail Developers @OriginTrailDev]

Inference + graph queries, bought and sold in $TRAC between @origin_trail nodes on @Base. Both sides metered. TRAC’s first job was publishing knowledge. It just got a second one.

The latest in a series of prototypes validated that query and inference CAN be metered, served and settled in TRAC node to node, in both directions.

What is intentionally left for broader discourse is which settlement model best serves the protocol and its community. That’s what OT-RFC-69 is all about.

[umanitek @umanitek]

#Blackbox is updated for @NousResearch's Hermes Agent v0.22 and ready to go 🛡️

Every action your agent takes is checked before it runs, against a verifiable threat graph on @origin_trail's #DKG.

Update or install in one line:

curl -fsSL https://t.co/XgctfnqeFi | bash

[OriginTrail @origin_trail]

"Many will start as single-player tools and evolve into multiplayer networks."
— Chris Dixon @cdixon, @a16zfrontier

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

Trust the source.

[umanitek @umanitek]

Tomorrow: a live Guardian Product Walkthrough with @TomazOT 🛡️

See how Guardian finds and takes down impersonators and scam accounts, with every takedown anchored on the @origin_trail DKG.

🗓 Thu 22.10 · 17:00 CET · Streamyard

Register 👉 https://t.co/OGaOwaXqxB

[umanitek @umanitek]

Thank you @Teknium 🙏

Agent Blackbox is now officially listed in the Hermes Plugin Catalog. Grateful to you and the @NousResearch team for reviewing it and welcoming us in.

We are proud to help keep ALL #AI #Agents safe with Hermes.

More coming 🛡️

[OriginTrail @origin_trail]

🛡️ @claudeai and @ChatGPTapp compete. Their agents can still defend together.

@umanitek's Guardian lets agents on both share one threat memory via the Decentralized Knowledge Graph.

Plugins land next week. @TomazOT demos it.

Trust the source.

[umanitek @umanitek]

Myth: a careful prompt keeps your trading agent safe. Reality: it can't tell your request from an attacker's sentence in a page it just read. Trader Shield (beta) checks actions, not words, verified on @origin_trail.

✅ - https://t.co/XgctfnqeFi

https://t.co/1jNpcpc5or

[umanitek @umanitek]

Guardian Product Updates https://t.co/hFL67JpXEN

[DMT🐐 @DMTLAND_]

Love to see that @Origin_trail is making good, rapid progress on their roadmap.

The latest update introduces many new features, yet the most striking aspect is that several significant additions remain ahead.

- NeuroSymbolic Marketplace
- Desktop application
- And even more to come after a v10.0.25 update that’s already been very positive.

Keep accumulating ethereum:0xaa7a9ca87d3694b5755f213b5d04094b8d0f0a6f for future

[umanitek @umanitek]

Seeing is no longer believing. A face, a voice, a source: all cheap to fake now.

Our mission: strike through harmful content with proof anchored on @origin_trail.

Start here: https://t.co/6Q8rmZtQe0

https://t.co/XdgNRBdvTc

[Tomaz L @TomazOT]

Join us! We are live!

[umanitek @umanitek]

Happening now: 🔴 We’re live!

@TomazOT and the Umanitek team are showing how Guardian works with Claude and ChatGPT so AI agents can learn and defend together.

[Tomaz L @TomazOT]

The @umanitek team at @Forbes in Paraguay! Can’t wait for the episode to drop👏👏👏

[BRX @otnoderunner]

The line that matters in this roadmap: the NeuroSymbolic Marketplace is the first step toward nodes buying and selling AI inference and queries in $TRAC. Private beta now, testnet next.

That is token demand tied to actual usage. Node runners, update to v10.0.25.

[TheWonderGirl @TheWonderGirl4]

More great progress for @Origin_trail DKG

Version 10.0.25 is now live, marking significant milestones in pushing the boundaries of AI, particularly in terms of memory, data and data sharing within the ecosystem.

See below for more information and details to help you understand the changes and what’s coming :

[umanitek @umanitek]

🎙️ Today in Paraguay: @ChrisRynning sat down with Domingo Carlomagno on the @ForbesParaguay podcast to talk all things Umanitek and AI safety.

Joined on the visit by Christian Cieplik, our man in Paraguay 🇵🇾

Episode coming soon.

[Žiga Drev @DrevZiga]

The speed and productivity in @origin_trail ecosystem both in terms of core updates and growth in implementability is just staggering.

[OriginTrail @origin_trail]

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: https://t.co/XufEBBXykZ

Trust the source.

[OriginTrail @origin_trail]

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 @garpitcher, 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.

[umanitek @umanitek]

AI agents are landing on more devices and trading accounts than ever. That power is useful, but it expands the attack surface.

#Blackbox on Hermes closes the gap. One install gives every agent shared, verifiable threat intel on @origin_trail. Prompt injection, compromised packages, secret leaks, dangerous commands — checked before they run.

Open source. Free. Runs locally.

[Žiga Drev @DrevZiga]

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.