智通财经网·2026-02-09 08:17Core Viewpoint - The report from Guolian Minsheng Securities highlights the evolution of large models from "chat tools" to "autonomous workers," indicating that companies mastering core algorithms and industry interfaces are likely to benefit significantly from the rise of intelligent automation [1] Group 1: Market Trends - As of February 2, 2026, Clawdbot has surpassed 130,000 stars on GitHub and its official website has accumulated over 2 million visits, making it one of the fastest-growing open-source technology projects recently [1] - The emergence of "AI-only communities" like Moltbook, which quickly gathered a million agent accounts, indicates a higher request density and more frequent API triggers, leading to a significant increase in API call frequency and token throughput [1] Group 2: Model Cost Efficiency - The importance of unit cost for models is increasing, as complex tasks require multiple stages of interaction, leading to a significant rise in model call frequency and complexity [2] - The "unit cost × unit output" metric is critical for the scalability of agent products, as multi-round reasoning and tool collaboration can exponentially increase costs [2] Group 3: Model Features - The M2.1 model aims to address the high token cost faced by developers in automated programming, with a pricing structure approximately 8% of that of Claude Sonnet [3] - M2.1's long text capability allows it to handle "continuous memory," accommodating longer documents and more intermediate results, thus reducing logical breaks due to truncation [4] - M2.1 is designed for tasks involving code writing, modification, judgment, and validation, making it a cost-effective choice for production systems with high-frequency calls [5] Group 4: Multi-Modal Capabilities - In the agent era, inputs are increasingly derived from visual information such as screenshots, PDFs, tables, and charts, rather than just text [6] - MiniMax's multi-modal capabilities enhance the agent's ability to understand interfaces, extract key information, and output executable steps or code, facilitating "visual-driven automation" [7]