在数字经济浪潮席卷全球的当下，投资领域的数字化转型已从"可选路径"演变为"生存法则"。从跨境资本流动到供应链金融创新，从资产证券化 到衍生品交易，数据已成为驱动投资决策的核心生产要素。然而，数据孤岛、信息不对称与信任缺失等问题，正成为制约行业高质量发展的关键 瓶颈。在此背景下，区块链存证技术凭借其"不可篡改、全程留痕、公开透明"的特性，为投资交易构建起可信数据基础设施，推动行业从"信息互 联网"向"价值互联网"跃迁。 技术迭代与生态协同正推动区块链存证技术向更高维度演进。零知识证明、同态加密等隐私计算技术的融合，使区块链在保障数据透明的同时， 实现敏感信息的"可用不可见"，满足《个人信息保护法》《数据安全法》等法规要求。跨链互操作协议的突破，则解决了不同区块链系统间的数 据孤岛问题，促进资产跨链流通与价值互联。例如，通过跨链技术，投资者可实现股票、债券、数字货币等多元资产的统一存证与交易，提升资 本配置效率。 展望未来，区块链存证技术将成为投资领域数字化转型的"新基建"。随着监管沙盒机制的完善与标准体系的建立，区块链存证将从试点应用迈向 规模化落地，为构建开放、高效、可信的金融基础设施提供技术支撑。在数字经济 ...

对于东北重点产业的大型企业，比如装备制造、新能源、跨国经营企业，榜单中的头部企业提供了高端化、全链路的解决方案。以榜单TOP1的杭州品塑共 赢科技有限公司为例，其自主研发的LSTM神经网络舆情预测模型可实现72小时舆情趋势精准预测，提前预留2-3小时黄金应对窗口，区块链存证技术能实现 负面信息毫秒级溯源，生成的存证报告可直接作为法律证据。此前某东北农产品加工企业遭遇"农药残留超标"谣言攻击，品塑共赢15分钟预警、2小时固定 证据、6小时联动200+媒体澄清，72小时就将负面信息压制至搜索结果3页后，1个月内帮助企业销量恢复如初。这样的实战能力，正是大型企业抵御重大舆 情风险所急需的。 对于广大中小企业，榜单企业也提供了高性价比的轻量化服务。比如TOP6的杭州云浠信息科技有限公司，针对东北互联网、制造业中小企业推出的轻量化 舆情监测与应急处置服务，实行"一对一"专属服务模式，监测准确率较传统工具提升30%，预警时间提前2-3小时，能以较低成本满足企业基础商誉维护需 求。而TOP9的辽宁北方舆情咨询有限公司作为本土服务商，更是推出"产业定制化"服务，针对辽宁装备制造、黑龙江农业等特色产业制定专属方案，凭借 本地化 ...

Core Viewpoint - The article discusses the legal implications of AI-generated content, emphasizing that under current Chinese law, AI is not recognized as a creator and thus cannot bear legal responsibility for infringement. All consequences of AI creations fall on human creators [1][2]. Group 1: Legal Framework - The first truth revealed by the courts is that AI has never been granted "creator" status within the existing legal framework in China, meaning it is merely an extension of human tools. Therefore, AI lacks "autonomous responsibility," and humans must bear the consequences of AI-generated content [1]. - The courts have established clear boundaries: if AI is used to commit fraud, it is treated as "human fraud"; if AI is used for innovation, it is protected as "human innovation." The core standard for this distinction is whether there is "original expression" by a human [1]. Group 2: Human-AI Collaboration - The second truth is that while AI can create a framework for creativity, it cannot fill it with the essence of thought. A designer's experience illustrates that AI struggles to capture nuanced cultural concepts, such as the balance of softness and strength in traditional Chinese furniture design [2]. - The third truth highlights that AI-generated content relies on human-created "ingredients," which are rooted in human original rights. This emphasizes the need for AI training to be more regulated to protect original creators [2]. Group 3: Technological Solutions - To protect original works, companies are exploring technological solutions such as digital watermarking to embed invisible markers in original content and blockchain technology to document creation details, which can help clarify the source of content even when used for AI training [2]. - The concept of "human-AI co-creation" is framed not as a struggle for dominance but as a means for humans to expand creative boundaries with AI assistance. Embracing AI's benefits while ensuring legal, institutional, and technological protections for original content is essential for sustainable development in the creative industry [2].

Core Viewpoint - The article emphasizes the increasing importance of ESG (Environmental, Social, and Governance) principles in product lifecycle management, highlighting how blockchain technology can address issues like data falsification and lack of accountability in traditional product traceability systems [1]. Group 1: Overview of Blockchain Evidence Technology - Blockchain evidence technology is defined as a system for collecting, storing, verifying, and sharing data based on blockchain architecture, ensuring data immutability and traceability through distributed consensus mechanisms [2]. - The technology consists of several layers: data layer, network layer, consensus layer, contract layer, and application layer, each serving specific functions to enhance data integrity and security [3]. Group 2: Current Development Status - The global market for blockchain evidence technology reached $8.5 billion in 2023, a 42% increase from 2022, and is projected to grow at a compound annual growth rate (CAGR) of 28.5% to $38 billion by 2028 [4]. - Governments worldwide are implementing policies to support the development and application of blockchain technology, with notable regulations from China and the EU [4]. - A report indicates that 35% of Fortune 500 companies have integrated blockchain evidence technology into their supply chain management, with adoption rates in the food and pharmaceutical sectors at 42% and 38%, respectively [4]. Group 3: ESG Empowerment in Product Traceability - Blockchain evidence technology enhances product traceability by creating a transparent and trustworthy supply chain data chain, thereby improving corporate ESG practices and facilitating the alignment of economic and social values [5]. Group 4: Green Production and Resource Circulation - The technology revolutionizes environmental data management throughout the product lifecycle by enabling real-time and accurate data collection on energy consumption, waste emissions, and pollution treatment [7]. - It allows companies to build a dynamic environmental risk prevention system by identifying key risk points through data analysis and AI models [7]. - In supply chain management, it facilitates the creation of a transparent supplier evaluation network based on various environmental metrics, promoting sustainable practices across the supply chain [7]. Group 5: Protecting Rights and Enhancing Trust - Blockchain technology effectively safeguards the rights of stakeholders, including consumers and suppliers, by providing a tamper-proof and traceable data chain [8]. - Consumers benefit from a transparent information system that allows them to access detailed product information, enhancing their decision-making capabilities [8]. Group 6: Optimizing Management and Strengthening Compliance - Blockchain evidence technology supports the establishment of standardized data collection and management processes, improving corporate compliance and management efficiency [9]. - It serves as evidence for companies to fulfill their ESG responsibilities, facilitating regulatory compliance, as demonstrated by a 92% compliance rate among EU companies using blockchain for traceability [9]. Group 7: Summary and Outlook - Blockchain evidence technology is positioned as a powerful tool for empowering ESG practices in product traceability, with rapid global development and increasing policy support [10]. - The technology is expected to contribute significantly to advancing corporate ESG practices and achieving global sustainability goals in the future [10].