# Сопутствующие статьи по теме Web3

Новостной центр HTX предлагает последние статьи и углубленный анализ по "Web3", охватывающие рыночные тренды, новости проектов, развитие технологий и политику регулирования в криптоиндустрии.

MuleRun CTO: The Moat of Agents Lies in Data Density and User Memory

In a speech titled "Handing AI's Keys to the On-Chain Controllers," MuleRun CTO Shu Junliang discussed the evolution and security of AI Agents in finance and Web3. He outlined six dimensions for a complete AI assistant: dialogue, data input, agent capability, execution environment, user memory, and continuous learning. MuleRun's product integrates these through features like multi-platform IM bots, real-time multi-asset data, smart model routing, cloud sandboxes, persistent user profiles, and a shared knowledge network. Shu emphasized that while AI Agents are advancing from assisting to autonomously executing decisions—potentially enabling individuals to operate like small funds—safety remains paramount. He detailed MuleRun's security measures, including local key handling, isolated sandboxes, full audit trails, and strict permission controls. However, he acknowledged persistent risks like data exposure, model hallucinations, prompt injection, and the "black box" nature of AI decisions, advising manual confirmation for financial operations. He identified key trends: the shift from human-led to Agent-led on-chain interactions requiring infrastructure redesign; the erosion of information advantages replaced by competition in execution speed and strategy; and the balancing effect of Agents, which democratize access but ultimately advantage those with superior judgment. Shu concluded that an Agent's true moat lies in data density and accumulated user memory, not easily replicable technology, and that while Agents will reshape finance and Web3, human oversight over critical decisions must remain.

marsbit05/14 08:50

MuleRun CTO: The Moat of Agents Lies in Data Density and User Memory

marsbit05/14 08:50

Standing Tall Through Storms, Gathering in Hong Kong to Ride the Tide | Registration Opens for Conflux Tree-Graph Digital Finance & Ecosystem Development Conference

Every technological wave quietly reshapes the world. From the steam engine to the internet and the digital economy, each has been a growth engine. Today, the convergence of blockchain, AI, and digital finance is accelerating a new transformation. Digital assets are reaching new peaks, global regulatory attitudes are clarifying, and concepts like RWA and stablecoins are scaling into real-world applications. AI Agents are beginning to participate in human production. We stand at a historic juncture where traditional and digital finance are deeply integrating, presenting clear opportunities and tangible challenges. Having operated stably for five years and connected multiple regions globally, Conflux Network continues to serve digital finance and on-chain applications. Hong Kong, as an international financial hub bridging China and the world, is seeing progressive exploration and improved frameworks for Web3 and digital finance. Leveraging Conflux's technical foundation, the Conflux Digital Finance and Ecosystem Development Summit will be held in Hong Kong from May 13 to 15, 2026. This event will foster in-depth dialogue on the future: discussing the evolution of digital financial infrastructure, the compliant implementation of RWA and stablecoins, ecosystem reshaping and on-chain governance in the age of AI Agents, and Web3 security frameworks. It will gather global scholars, entrepreneurs, investors, financial institutions, and industry representatives for cross-disciplinary exchange. On the final day, Conflux will co-host a themed salon with The University of Hong Kong to share these future-oriented discussions with the next generation. As technology moves from "usable" to "scalable," and finance evolves from "digital" to "on-chain and intelligent," industrial restructuring is underway. Whether you are a developer, researcher, entrepreneur, or an explorer curious about digital finance and Web3, we look forward to meeting you in Hong Kong.

marsbit05/09 03:06

Standing Tall Through Storms, Gathering in Hong Kong to Ride the Tide | Registration Opens for Conflux Tree-Graph Digital Finance & Ecosystem Development Conference

marsbit05/09 03:06

Transcending Cycles, Defining the Future: BIT Hosts Global Asset Strategy Sharing Session in Hong Kong, Exploring New Paradigms of Web3 and Traditional Markets

Amid a shifting global macroeconomic landscape, BIT, a global digital asset financial services group, hosted the "Global Asset Strategy Forum" in Hong Kong on April 22, 2026, under the theme "Transcending Cycles, Defining the Future." The event brought together industry leaders from financial institutions, crypto platforms, and professional service firms to explore new paradigms in Web3 and traditional markets. Key discussions centered on cross-market investment opportunities, regulatory pathways for compliant stablecoins, and the role of precious metals like gold and silver in the digital economy. BIT Founding Partner Cynthia Wu highlighted the institutionalization of the digital asset sector, noting its evolution from early retail-driven speculation to a phase marked by clearer regulation, the approval of spot ETFs, and the rise of Real-World Assets (RWA). She emphasized RWA’s role in bridging the gap between traditional finance and digital assets. Speakers observed a structural "reversal" between Web3 and traditional markets: Web3 is becoming more rational and profit-oriented, while traditional markets, especially U.S. equities driven by AI, are attracting concentrated capital and attention. The U.S. "Goldilocks" economic environment and AI commercialization were noted as key factors supporting risk assets. In stablecoin discussions, panelists emphasized the importance of regulatory compliance, asset-backed reserves, and transparency, noting that algorithmic stablecoins remain uncertain from a regulatory perspective. For RWA, gold was discussed as a macro-sensitive asset, with its value closely tied to interest rates, dollar strength, and geopolitical factors. The forum concluded that the digital asset industry is transitioning from narrative-driven growth to structure-driven, cross-market integration, with a focus on institutional participation and trust-based financial infrastructure. Disclaimer: This summary is for informational purposes only and does not constitute investment advice.

marsbit04/24 13:29

Transcending Cycles, Defining the Future: BIT Hosts Global Asset Strategy Sharing Session in Hong Kong, Exploring New Paradigms of Web3 and Traditional Markets

marsbit04/24 13:29

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