In the AI era, data is not fuel — it is an asset. And assets require quality standards, pricing mechanisms, and ownership frameworks.
The Data Economy addresses the market structure in which data is produced, diagnosed, traded, and owned. From ISO/IEC 5259 quality standards and DataClinic diagnostics to synthetic data generation, blockchain-based value proof, and emerging digital asset legislation — this hub explores the intersection of technology, regulation, and business.
Pebblous is building the core infrastructure of this ecosystem. DataClinic diagnoses quality. Data Greenhouse produces high-quality datasets. PebbloSim generates physics-simulation data. Patented value-proof technology ties it all together — measuring and certifying data worth at every stage.
My Data Is Mine — The Economics of Data Sovereignty in Web3
In a $319B data broker market, individuals receive just $0.03. How Web3, self-sovereign identity, and decentralized data marketplaces are rewriting the rules.
Putting a Price Tag on Data — Value Proof, Blockchain, and the Agent Economy
A deep dive into how Pebblous' patented 'virtual-environment-based data value proof' becomes infrastructure for the data economy.
2026.04.11 · Deep Research Report
Data Is an Asset — What Korea's Digital Asset Basic Act Changes
12 business domains, 11.13 million users, and a KRW 87.2 trillion market — the institutional foundation of Korea's digital asset framework.
2026.05.06 · Deep Research Report
The Mathematics of Data Quality
The mathematical foundations behind ISO/IEC 5259-2 QM codes. Quantifying similarity, representativeness, and diversity in datasets.
Great Expectations Deep Dive — The First Line of Defense for ML Pipeline Data Quality
Architecture and limitations of the open-source framework that catches data quality issues before they reach production.
DataClinic Diagnostic Stories — The Stories Behind the Numbers in AI Datasets
134 datasets, 12 million images diagnosed. A narrative series from ImageNet to defense synthetic data.
Nemotron-Personas-Korea — A Starting Point for Korea's AI Sovereignty
NVIDIA's 7-million synthetic persona dataset. What demographic-based synthetic data means in the era of sovereign AI.
Agents Are Not Tools — They Are Data Generation Machines
Reinterpreting Claude Creative Work's 9 MCP connectors through the lens of data quality risk. O(T) error accumulation, MCPTox vulnerabilities.