@GaryMarcus Firing up massive infra to do basic stuff (and hoping for a deterministic result) tends to do this
The future is clearly neuro-symbolic, and clearly decentralized using shared resources. Something we've been working on for a while:
x.com/BranaRakic/sta…
We're not chasing AI. We're chasing medicine you can trust. Every result traceable to evidence. Every decision becomes context the next agent inherits.
That's what the Network Operating System on @origin_trail is for. Nothing wasted. Everything compounds.
Trust the source.
💊 Pharma already solved provenance. Every claim traces back: trial → publication → review → guideline.
Then knowledge reaches an AI model, and the chain breaks.
Trusted by 8 of the world's top 10 pharma companies, Oxford PharmaGenesis is building on Decentralized
💊 Pharma already solved provenance. Every claim traces back: trial → publication → review → guideline.
Then knowledge reaches an AI model, and the chain breaks.
Trusted by 8 of the world's top 10 pharma companies, Oxford PharmaGenesis is building on Decentralized Knowledge Graph, so clinical knowledge keeps its provenance when agents reason over it.
Agentic science, held to scientific standards.
Trust the source.
How do we make medical AI trustworthy?
Dr. Kim Wager of Oxford PharmaGenesis showcased a live demo of agentic medical AI grounded in verifiable data provenance, powered by the @origin_trail Decentralized Knowledge Graph.
Threat analysis breaks when signals scatter and sources can't be verified.
DKG gives agents shared, verifiable memory:
→ Every signal traces back to its source
→ Context stays attached across networks
🛡️@umanitek uses @origin_trail to analyze and trace threats in real time.
Remember work before shared drives?
Files trapped on one computer. Version chaos. Everyone redoing everyone's work.
That's AI agents today. Each builds context in isolation, uses it once, then loses it.
There's a fix: a shared "Google Drive" for AI agents.
Fake video detected by Guardian TrueSeal.
Result verified and anchored.
Run your own TrueSeal scan on the Umanitek website.
umanitek.ai/true-seal/resu…
“That is why enterprises need a real trust boundary for their human capital and token capital to compound. It is where an organization’s data, traces, evals, adapted weights, and memory accumulate and improve together”
@origin_trail’s makes that boundary real.
Edge Nodes keep your context on infrastructure you control. The DKG anchors provenance publicly — so every trace, eval, and memory stays verifiable by your agents, your auditors, your counterparties.
Models will change. Vendors will change. Your context compounds either way.
Trust the source.
ICYM: ⚡️ AMA on everything DKG v10 with @BranaRakic, @TomazOT, @DrevZiga, and @TriniZone
34:51 V10: from write-heavy to query-heavy
55:19 Multichain outlook: Which chain?
01:18:55 Sharing context & AI models on v10
01:35:29 When new roadmap?
x.com/i/broadcasts/1…
Remember work before shared drives?
Files trapped on one computer. Version chaos. Everyone redoing everyone's work.
That's AI agents today. Each builds context in isolation, uses it once, then loses it.
There's a fix: a shared "Google Drive" for AI agents.
DKG V10.0.5 is live on the @origin_trail mainnet!
→ Staking UI update: estimated reward values in the dashboard are now aligned with smart contract data on publishing values and conviction accounts.
👉staking.origintrail.io
→ Bug fixes and stability improvements for context graph publishing and promotion to verifiable memory.
👉github.com/OriginTrail/dkg
ICYM: ⚡️ AMA on everything DKG v10 with @BranaRakic, @TomazOT, @DrevZiga, and @TriniZone
34:51 V10: from write-heavy to query-heavy
55:19 Multichain outlook: Which chain?
01:18:55 Sharing context & AI models on v10
01:35:29 When new roadmap?
x.com/i/broadcasts/1…
"If everyone has the same advantage, it's not really an advantage."
@McKinsey on AI: Nearly 9 in 10 organizations now run it, mostly on the same models. So the model isn't the moat. What surrounds it is: context you own and can verify.
That’s the OriginTrail DKG: trusted, sovereign context for AI, with provenance by design — portable across models, locked to no vendor.
Common models, uncommon moats. The uncommon part is the context layer.
Trust the source.
AI may lower barriers to entry faster than many companies expect.
As access to AI spreads, advantage shifts to proprietary data, embedded workflows, network effects, and assets competitors can't easily replicate. mck.co/4eHRYbF
AI agents don't need more context. They need context they can trust.
@Google's OKF made knowledge portable. OriginTrail makes it verifiable and owned.
Shown on Strategy's $MSTR Bitcoin treasury: raw SEC filings become facts agents can trace & verify.
Trust the source.
AI agents are only as trustworthy as the memory they run on. Most of it is portable files: easy to move, impossible to verify.
OriginTrail now advances the portability of @Google's new Open Knowledge Format (OKF) with trusted provenance, AI agents can query, and, above all,
A supply chain is hundreds of companies. A digital product passport is only as trustworthy as the data every one of them adds.
We made that data verifiable before regulation required it.
Proven, not promised.
🛂July 19, 2026: the EU Digital Product Passport registry goes live (ESPR Art. 13).
It holds identifiers. Passport data lives elsewhere and must stay verifiable.
EU-supported DMaaST already runs such a layer for manufacturing on Decentralized Knowledge Graph. Compliant with
🛂July 19, 2026: the EU Digital Product Passport registry goes live (ESPR Art. 13).
It holds identifiers. Passport data lives elsewhere and must stay verifiable.
EU-supported DMaaST already runs such a layer for manufacturing on Decentralized Knowledge Graph. Compliant with DPP.
DKG V10 — The Grid is Awake: AMA with the founders
🔴 LIVE on X & YouTube
📅 TODAY - July 7, 2026 🕒 16:00 CEST // 14:00 UTC
Join @BranaRakic, @TomazOT, and @DrevZiga as they discuss everything DKG v10 with @TriniZone, including 👇
⚽ The FIFA World Cup, live on the decentralized knowledge graph (DKG).
Every match, result and player–club affiliation ingested in real time and published as one shared context graph powered by @origin_trail, structured with IPTC Sport Schema.
Any AI agent can plug in and get
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