The article explains how agents can be iteratively improved by treating user corrections as labeled training signals, describes CopilotKit's AG-UI protocol that captures both agent trajectories and user actions, outlines three learning layers and types, and argues that data ownership is the true moat for intelligent agents.
The article explains how AI flips Arrow’s classic information paradox, turning enterprises into both customers and unwitting data suppliers, and outlines five strategic steps—Control, Capability, Choice, Cost, and Compound—to protect proprietary knowledge while still leveraging large models.
The Tencent‑Accenture whitepaper defines the “True Internet” as a comprehensive digital‑physical integration enabled by twin/video, remote interaction, ubiquitous intelligence, trusted protocols and unlimited computing, with blockchain serving as a core technology that underpins data ownership, trusted computing, and a wide range of industry applications.
The article explains how microservices must own their own domain data and logic, contrasts this with monolithic shared‑database approaches, discusses the relationship to Domain‑Driven Design bounded contexts, and highlights challenges such as distributed transactions, eventual consistency, and polyglot persistence.
