AI research

20250825 Innovation Weekly Report | The World’s First Thermodynamic Computing Chip Successfully Taped Out, FDA Approves Antisense Oligonucleotide Therapy

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20250825 Innovation Weekly Report | The World's First Thermodynamic Computing Chip Successfully Taped Out, FDA Approves Antisense Oligonucleotide Therapy

The Chinese economy is currently at a critical stage of transformation and structural adjustment. Only by relying on technological innovation can China’s economy transition from a phase of rapid growth to a phase of high-quality development. Technological innovation refers to the overall process of scientific research and technological innovation, mainly involving the creation and application … Read more

Anthropic Claude Multi-Agent Research System Architecture

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Anthropic Claude Multi-Agent Research System Architecture

Research (or Deep Research) capabilities are an important direction in AI Agent research, and many well-known AI companies are actively exploring this area. Anthropic is no exception; Claude now possesses powerful research capabilities (https://www.anthropic.com/news/research), enabling it to search for information across the internet, Google Workspace, and various integrated services to accomplish complex tasks. Recently, Anthropic … Read more

The Clash of Multi-Agent Architectures: Cognition vs Anthropic

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The Clash of Multi-Agent Architectures: Cognition vs Anthropic

On June 12, Walden Yan from Cognition just published an article titled “Don’t Build Multi-Agents”. The next day, Anthropic released a lengthy 6000-word practical summary titled “How we built our multi-agent research system”. 💥 Cognition’s Stance: Avoid Multi-Agents The core viewpoint of Cognition co-founder Walden Yan: Context fragmentation is the root cause of agent failure; … Read more