AI
Jan 14, 2026
Evolution of Large Model Data Engineering: A Paradigm Shift in Knowledge Extraction Efficiency
This paper reviews the evolution of data engineering for Foundation Models, revealing how the core driving force has shifted from computational expansion to knowledge extraction efficiency through four key paradigms.
Ecosystem & Community
Dec 31, 2025
Codatta 2025: Reflections and 2026 "Forge"
Looking back at what we built together in 2025 — and how we plan to forge the next chapter of Codatta in 2026.
Ecosystem & Community
Dec 25, 2025
The Minds Behind the Data: What We Learned from Our Top Contributors
Through in-depth interviews with eight top contributors, we gained qualitative insights into contributor motivations, behaviors, and expectations. This analysis reveals the value of domain-specific intelligence, retention mechanics, and the future of high-fidelity data contribution.
AI
Dec 19, 2025
Open Robotic Data at Scale: Ecosystem Formation and Implications
Open robotic data has consolidated around three dominant ecosystems—OXE, LeRobot, and InternData-A1. Basic manipulation data is commoditized; future value lies in high-fidelity, physically complex, and training-ready datasets.
AI
Dec 17, 2025
The Robot Data Industry: Pain Points, Solutions, and Future Trends
The robot industry is experiencing rapid growth, yet it faces a critical bottleneck: the lack of high-quality, professional data. The demand for reliable, diverse, and scalable data has become increasingly urgent.
Blockchain
Dec 14, 2025
ERC-8004 × Codatta: The Reconstruction Episode — I Became You When I Grew Up
Reconstruction is the first approach to integrating Codatta with ERC-8004, which is rebuilding the Codatta DID using the ERC-8004 standard
Ecosystem & Community
Dec 10, 2025
XNY Cross-Chain Transfers Now Live on Interport
Interport now supports cross-chain transfers of $XNY between Base and BNB Chain via Chainlink CCIP, expanding Codatta's multi-chain accessibility and enabling seamless token bridging for users.
Ecosystem & Community
Dec 10, 2025
XNY Cross-Chain Transfers Now Live on XSwap
XSwap now supports cross-chain transfers of $XNY between Base and BNB Chain via Chainlink CCIP, expanding Codatta's multi-chain accessibility and enabling seamless token bridging for users.
Ecosystem & Community
Dec 09, 2025
Codatta Integrates Chainlink CCIP to Enable Secure Cross-Chain XNY Transfers
Codatta has integrated Chainlink CCIP to enable secure, reliable, and native cross-chain transfers of XNY across Base and BNB Chain, marking a key milestone in Codatta's multi-chain expansion.
Blockchain
Nov 29, 2025
ERC-8004 & Codatta: Three Paths Toward the Knowledge Layer
I’ve sketched three potential ways they could connect—ranging from deep to loose integration. For simplicity, let’s call them: Resconstruction, Fusion, Upstream & Downstream.
Blockchain
Nov 25, 2025
ERC-8004: MCP on Ethereum
It’s closer to Claude’s MCP or Google’s A2A protocol. Think of it as a resume template for AI agents that states who I am, what I can do, how I do it, and how to contact me. And the blockchain is like a job board where everyone posts their resumes; supply and demand can browse and choose freely
Other
Nov 21, 2025
Codatta: Turning Human Expertise Into a Digital Asset
Centralized AI control threatens to monopolize human knowledge. Codatta is building a decentralized knowledge layer where data ownership is respected, transparency is paramount, and the AI economy is open to everyone.