Humanbased
Writing on verifiable human expertise — data provenance and attribution, model training infrastructure, and contributor ownership.
Writing
AI & Data
Evolution of Large Model Data Engineering: A Paradigm Shift in Knowledge Extraction Efficiency The core driving force has shifted from computational expansion to knowledge extraction efficiency through four paradigms: large-scale crawling, fine-grained annotation, AI-synthetic data, and human-machine collaboration. The Minds Behind the Data: What We Learned from Our Top Contributors Qualitative insights into contributor motivations, behaviors, and expectations from interviews with eight high-performing airdrop contributors with diverse expertise. Open Robotic Data at Scale: Ecosystem Formation and Implications Future value lies in high-fidelity, physically complex, and training-ready datasets as basic manipulation tasks become commoditized and major ecosystems consolidate around standardized formats.
Protocol
Gasless Adapter: Enabling x402 Protocol Support for Non-Upgradable ERC20 Tokens Gives immutable ERC-20 tokens like $XNY ERC2612/3009-style gasless capabilities through a capability layer that enables legacy tokens to support new standards without requiring upgrades. Building Sovereign Data Lineage: A Decentralized Storage Architecture with DID and Proxy Re-Encryption Enable data circulation without relying on platform trust through a decentralized storage architecture combining DIDs, proxy re-encryption, and verifiable credentials. ERC-8004 & Codatta: Three Paths Toward the Knowledge Layer Reconstruction, Fusion, Upstream and Downstream: three integration models between ERC-8004 protocol and Codatta's knowledge layer. ERC-8004: MCP on Ethereum A resume template for AI agents that states who I am, what I can do: a detailed explanation of the ERC-8004 protocol for agent identity, reputation, and validation on Ethereum. Codatta: Turning Human Expertise Into a Digital Asset A decentralized knowledge layer where data ownership is respected, with expertise-derived data generating continuous economic returns through provenance, royalty rights, transparent usage, and on-chain ownership.
Announcement
Codatta 2025: Reflections and 2026 "Forge" Review of 2025 accomplishments including token launch and 1 million KYC-verified users, with strategic vision for 2026 focusing on protocol v1 implementation, network activation, and business commercialization. Codatta Integrates Chainlink CCIP to Enable Secure Cross-Chain XNY Transfers Secure, reliable, and native cross-chain transfers of XNY across Base and BNB Chain through Chainlink CCIP integration.