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关于可验证的人类专长：数据溯源与归属、模型训练基础设施，以及贡献者所有权。
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Pricing the Human Layer: Instrument Fit, Allocation Rules, and Settlement Design for AI Training Data A full research report: what forty real-world data deals, nine pre-registered experiments, and one adversarial red-team say about when royalties are the right way to pay for data — and how to split them when they are. Published as a formal report, not a summary. What 295 Agentic PRs Taught Us About Code Review A retrospective of two months of Humanbased monorepo PRs and retained Crosscheck logs, with practical findings on PR shape, review cost, model routing, and product opportunities for AI-native engineering teams. 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. 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. 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.