Indepth Research

Provide in-depth research reports and independent analysis, leveraging data, technology, and economic insights to deliver a comprehensive examination of the blockchain ecosystem, project potential, and market trends.

From Understanding Skill to Learning How to Build Crypto Research Skill

This article explores the evolution and application of Agent Skill, a modular framework introduced by Anthropic in late 2025, which has become a foundational design pattern in the AI Agent ecosystem. Initially a tool to improve Claude's performance on specific tasks, it evolved into an open standard due to high developer adoption. Agent Skill functions like a "dynamic instruction manual" that AI can reference to perform tasks consistently without repetitive user prompting. It is built using a `skill.md` file containing metadata (name and description) and detailed instructions. The system operates through an on-demand loading workflow: the AI first scans lightweight skill metadata, matches the user's intent, then loads only the relevant skill's full instructions, optimizing token usage. Two advanced mechanisms enhance its functionality: - **Reference**: Conditionally loads external documents (e.g., a finance handbook) only when triggered by specific keywords, avoiding unnecessary context consumption. - **Script**: Executes external code (e.g., a Python script) without reading its content, enabling actions like file uploads with zero token cost. The article contrasts Agent Skill with Model Context Protocol (MCP), noting that MCP connects AI to data sources, while Skill defines how to process that data. For advanced use cases like crypto research, combining both is recommended: MCP fetches real-time data (e.g., blockchain info, news APIs), while Skill structures the analysis and output format. A practical example demonstrates building a crypto research agent using an `opennews-mcp` server. The Skill automates workflows like due diligence on new tokens (pulling Twitter data, news sentiment, KOL tracking) and real-time event monitoring (e.g., ZK-proof breakthroughs) to generate structured reports or trading alerts. This combination creates a powerful, automated research system tailored for Web3 analytics.

marsbit03/10 10:41

From Understanding Skill to Learning How to Build Crypto Research Skill

marsbit03/10 10:41

Latest Report from Top US Think Tank CSIS: 4 Truths and 1 Misjudgment About China's Technology...

Based on a comprehensive CSIS report by Scott Kennedy, this analysis examines China's high-tech drive, highlighting four key realities and one major misjudgment. China has significantly increased R&D investment, reaching $1 trillion (PPP) in 2023, leading to notable successes in sectors like EVs (e.g., BYD) and batteries (e.g., CATL), driven by intense domestic competition and market forces. The biopharma sector thrives through global integration and efficient clinical trials. However, the report identifies persistent structural weaknesses: stagnation in total factor productivity, a quality gap in innovation (e.g., low-value patents), and critical dependencies in semiconductors (reliance on global supply chains for advanced chips) and aviation (e.g., C919's high import dependency). The report argues that China's tech power translates into geopolitical influence through military-civil fusion and growing participation in international standard-setting, though it lacks unilateral rule-making ability. A key misjudgment is the belief in "decoupling." The report finds comprehensive separation is counterproductive, fueling China's self-sufficiency while harming global supply chains, inflation, and green energy transitions. Instead, it advocates for "calibrated coupling": targeted restrictions on critical military technologies while maintaining cooperation in non-strategic areas and global issues like climate change. The ultimate advantage will go to those fostering open, inclusive innovation ecosystems.

marsbit03/10 03:29

Latest Report from Top US Think Tank CSIS: 4 Truths and 1 Misjudgment About China's Technology...

marsbit03/10 03:29

a16z: After AI Grants Humans Superpowers, Where Do We Go From Here?

A new paper titled "The Minimal Economics of AGI" explores the economic implications of AI automation, particularly as AI agents evolve from tools into collaborative partners capable of long-horizon tasks. The authors, Christian Catalini and Eddy Lazzarin, argue that the core economic divide will be between automation (tasks that can be measured and automated) and verification (tasks requiring human oversight, judgment, and contextual understanding). Key themes include: - The "coder’s curse": top experts training AI systems may inadvertently automate their own roles over time. - Three future human roles: directors (setting intent), verifiers (domain experts ensuring quality), and meaning-makers (creating cultural and social value). - Cryptocurrency and blockchain are positioned as critical for identity, provenance, and trust in a world flooded with AI-generated content. - Two potential economic outcomes: a "hollow economy" with systemic risk from under-verification, or an "augmented economy" where AI amplifies human potential and reduces costs for education, healthcare, and innovation. - The importance of small, agile teams leveraging AI for outsized impact, with crypto infrastructure enabling coordination at scale. The authors emphasize that AI acts as a force multiplier, granting individuals "superpowers," and urge a focus on verification, adaptability, and ambitious experimentation.

marsbit03/09 11:31

a16z: After AI Grants Humans Superpowers, Where Do We Go From Here?

marsbit03/09 11:31

Iran's New Supreme Leader's Shadow Business Empire: Oil, Real Estate, and Financial Undercurrents

Iran's Assembly of Experts appointed Mojtaba Khamenei, son of the assassinated Supreme Leader Ali Khamenei, as the country's third Supreme Leader amid external threats and internal power struggles. Despite his low public profile and lack of elected or official roles, Mojtaba has long been a central figure in Iran’s power structure, acting as a key advisor and gatekeeper to his father. The U.S. and Israel have expressed strong opposition to his appointment, with former President Trump dismissing him as insignificant. However, Mojtaba has deep ties with the Islamic Revolutionary Guard Corps (IRGC) and played a role in suppressing the 2009 Green Movement protests. A Bloomberg investigation revealed Mojtaba’s hidden global business empire, allegedly funded by Iranian oil revenues and managed through intermediaries. His financial network includes real estate in London, Dubai, Frankfurt, and Mallorca, as well as cryptocurrency transactions. Iranian businessman Ali Ansari is identified as a key figure holding assets on his behalf, though Ansari faces international sanctions for corruption and ties to the IRGC. Mojtaba’s succession has sparked domestic criticism over concerns of hereditary rule and his lack of religious credentials. President Masoud Pezeshkian’s temporary enhanced powers have done little to stabilize the situation, as the IRGC remains influential in shaping leadership decisions. Iran now faces intensified internal divisions and external pressures under its new leader.

marsbit03/09 09:30

Iran's New Supreme Leader's Shadow Business Empire: Oil, Real Estate, and Financial Undercurrents

marsbit03/09 09:30

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