During summer it's time to do some ELI5 deep dives into OG projects which are still building and breathing
Met
@origin_trail $TRAC &
@TraceLabsHQ $NEURO
Trace Labs is the core development company behind the OriginTrail open source technology.
OriginTrail is a decentralised ecosystem building trusted knowledge infrastructure for artificial intelligence and real world assets, primarily solving problems of data verification and supply chain transparency.
It functions as a trusted data layer for AI, designed to combat misinformation by ensuring the origin and integrity of information used by AI systems.
The core thesis is that as AI becomes dominant, the demand for verifiably sourced, tamper proof data becomes critical infrastructure.
Few projects offer a Web3-native solution to AI data verification.
OriginTrail's DKG is purpose built for AI integrations, offering something fundamentally unique in the market
HOW IT WORKS
- The Decentralised Knowledge Graph (DKG)
Its core technology is a Decentralised Knowledge Graph (DKG), which creates a web of verifiable connections between data points without the data leaving the owner's control.
The architecture has three layers:
a) Storage layer > Data is stored off chain (privacy preserving), with cryptographic hashes anchored on chain for immutability.
OriginTrail uses recognised semantic standards for data interoperability and knowledge asset structuring, combining off chain storage with on chain hash anchoring. Biyond
b) Knowledge Assets > The publishable unit of information on the DKG. Asset creators > enterprises, governments, retail > must spend TRAC to compensate decentralised node runners for holding their data for a period of time. This is the main driver for TRAC's tokenomics.
c) Paranets >Incentivised growth of high quality knowledge in the DKG with Initial Paranet Offerings and Autonomous Knowledge Mining.
Paranets are domain specific sub networks (e.g. healthcare, construction, supply chain) with their own governance and reward structures.
- dRAG > Decentralised Retrieval Augmented Generation
The dRAG (Decentralised Retrieval Augmented Generation) framework powers AI agents to query verified data directly through staked nodes.
In plain terms: instead of an LLM hallucinating facts from its training data, it queries the DKG for verified, source attributed knowledge. This is OriginTrail's direct answer to AI misinformation.
- NeuroWeb > The L1 Backbone
OriginTrail runs its own blockchain, NeuroWeb (formerly the OriginTrail Parachain on Polkadot), which hosts the NEURO token and governs the knowledge mining incentive system.
The governance model includes community nodes, staking governance, and the NeuroWeb chain that supports on chain governance and bridges TRAC for interoperability.
- Node Architecture (DKG V8)
DKG V8 introduces two node types:
DKG Edge Nodes, designed to run on edge devices such as laptops and phones, a
nd DKG Core Nodes, designed to host the DKG and form a secure network backbone.
Edge Node services include the Knowledge Mining API, the dRAG API for decentralised retrieval augmented generation, and publishing services.
- Enterprise Integrations
Real world deployments include:
SCAN trusted factory powered by OriginTrail helping secure 40% of imports to the USA;
SBB (Swiss national rail) using the DKG for real time traceability and quality data;
EU Digital Building LogBook integration providing a tamper proof AI powered database for construction stakeholders;
and sports organisations' Web3 communities using AI solutions for performance and engagement.
Microsoft Copilot and AWS enterprise AI data provenance integrations were locked in with the December 2025 Metcalfe Convergence announcement. DKGs are interoperable with Google Vertex AI, OpenAI, and NVIDIA in addition to Microsoft and AWS.
OriginTrail operates a two token economy that separates core utility from network incentives.
$TRAC > The Core Utility Token
$NEURO > Knowledge Mining & Network Incentives
Two Token Logic in Practice:
TRAC is the deflationary economic flywheel > capped supply, staked or consumed by every network operation
NEURO is the inflationary growth flywheel > minted to bootstrap knowledge supply and reward ecosystem participants
Network value accrues to TRAC through usage; NEURO is the incentive mechanism to grow the asset base that creates TRAC demand
Not payed post & NFA