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PANews reported on March 11 that Kled AI, the AI data marketplace within the Solana ecosystem, has announced the completion of a $5.5 million seed round of financing. Participants included Waymo founder Sebastian Thrun, Bernard Arnault's Aglaé Ventures, K5 Global, Diplo, Parable VC, and Cox Exponential, bringing its total funding to $9 million. Kled AI aims to build a human data marketplace where users contribute data by uploading files through its consumer app. The platform has collected over 12,000 structured datasets, covering egocentric data, medical data, and urban travel data, which are available for purchase by AI labs and companies for model training. With the rapid development of AI technology, artificial intelligence is moving from "conversational assistants" to the era of AI agents capable of performing real-world tasks. The emergence of OpenClaw transforms AI from a mere question-answering tool into a tool that can directly integrate with applications like WeChat, Lark, and Telegram, automatically organizing files, writing code, sending emails, and managing complex workflows. This article systematically outlines OpenClaw's technical architecture, the latest version upgrade of its plug-in context management, and how the AI Agent ecosystem is changing software interaction patterns. It also discusses the application potential of AI agents in scenarios such as automated office work and software development, as well as the new challenges they bring in terms of security and system architecture, helping readers understand the "lobster phenomenon" behind OpenClaw and the AI Agent wave. 
PANews reported on March 11 that, according to Bloomberg, lawyers for Chen Zhi, accused of being the head of a large-scale "pig butchering" scam ring, filed a motion in New York federal court this week to dismiss the U.S. government's seizure of a batch of Bitcoins related to him. The lawyers argued that the prosecution's allegations that Chen Zhi oversaw the scam park lacked specific evidence and were merely general descriptions of the situation in Cambodia. They also questioned the timeline of the cryptocurrency seizure, stating that the Bitcoins could not possibly be proceeds of fraud or money laundering. The U.S. Department of Justice announced last October the seizure of 127,271 Bitcoins controlled by Chen Zhi, then worth approximately $15 billion. Chen Zhi was stripped of his Cambodian citizenship and extradited to China in January of this year. Following U.S. and UK sanctions, Singapore, Hong Kong, Taiwan, South Korea, and other regions have frozen or seized over $1 billion in assets. 