Hand your data to an AI lab and you hand over the institutional knowledge built into every decision. The case for keeping AI memory under your own cryptographic ownership — across private, shared, and verifiable layers.
Branimir Rakić on why personal memory will not scale across enterprises, why Karpathy and Foundation Capital are converging on the same idea, and why shared context graphs are the missing primitive.
Anthropic, OpenAI and Google have all shipped memory. The next problem is making that memory portable across agents and organisations — without giving any one vendor control of the audit trail.
Building agent prototypes is now effortless. The next frontier is provenance — the difference between an agent that ships and one that survives an audit.
Agents need shared identity and trust frameworks. A look at how ERC-8004 and the OriginTrail DKG together give every agent a verifiable passport across the open web.
After years of experimentation, business leaders enter 2026 with a clear mandate — make AI investments pay off, and do it in a way that stakeholders can verify.
A new initiative to make clinical knowledge AI-ready and verifiable, built on the OriginTrail DKG so research findings carry provenance from source data to conclusion.
A walk-through of plugging the OriginTrail DKG into Microsoft Copilot so that every agent action is backed by a verifiable, replayable trace.
A decentralized repository for secure, scalable genomic data sharing and AI-driven personalised healthcare, built on the OriginTrail Decentralized Knowledge Graph.
Zug-based umanitek announces Guardian, an AI agent that combats harmful content online, with verifiable decision provenance enshrined on the DKG.
As generative AI reshapes the internet, umanitek introduces a standard for trust, safety and verifiable AI decisions across online platforms.
Create Knowledge Assets, build shared context graphs, enshrine decision traces. Open-source infrastructure. Community support. Zero cost.
Custom agent frameworks (Hermes, OpenClaw, LangChain, Claude). Custom data pipelines. Custom integrations with your enterprise systems. Dedicated infrastructure and support.