2026年，人工智能将成为技术与工业界中最亮眼的明星。Granter预测，2026年全球人工智能（AI）总支出将达到2.52万亿美元，同比增长44%。作为科技界 代表的IBM公司，宣布在2025年第四季度已经实现生成式人工智能业务规模突破125亿美元，公司在营收、利润和自由现金流方面的表现均超预期。 所谓因果AI或称为因果推理的出现，是因为当前的AI智能决策体系主要基于由大语言模型LLM所构建的知识图谱，而智能体在进行决策的过程中还需要理 解决策与结果之间的因果关系，也就是事件为什么、如何发生，以及建立与此相应的数学模型。 在2022年的Gartner人工智能技术成熟度曲线中，因果AI处于技术萌芽期，到了2026年开始进入到实用阶段。IBM专家指出，因果推理主要为决定一个变量是 否导致另一个变量变化的过程。因果推理算法源于流行病学、公共健康、计算经济学和数据科学等不同领域，并广泛在健康医疗、社会科学和各类决策中应 用。 在CES 2026上有很多机器人等令人眼花缭乱的产品，但总结下来体现了智能终端从设备迈向智能生产生活方式的关键转折，无论是企业用户还是消费者的 关注点都从单一硬件转向产品能否切实节省时间、降低 ...

Core Insights - IBM's recent earnings and guidance exceeded market expectations, but concerns regarding its software business, particularly the mixed cloud segment driven by Red Hat, have caused investor unease [1][2] - Analysts believe the stock's decline due to Red Hat's slowdown is an "instinctive panic reaction" and does not alter IBM's positive growth trajectory in the artificial intelligence market [1] Group 1: Analyst Perspectives - Stifel analyst David Grossman remains optimistic about IBM's overall performance but warns that a "software reset" may negatively impact the stock in the short term, especially after an 18% increase in stock price over the past seven weeks [1] - Wedbush highlights IBM's $9.5 billion backlog in generative AI orders, indicating significant progress in AI-related projects, maintaining an "outperform" rating with a target price of $325 [1] - Wedbush analyst Dan Ives emphasizes IBM's strong market positioning amid the demand for hybrid cloud and AI applications, suggesting that any moderate panic sell-off would be a buying opportunity [2] Group 2: Financial Guidance and Adjustments - Bank of America analyst Wamsi Mohan slightly lowered the target price for IBM from $315 to $310 but reaffirmed a "buy" rating, citing the company's transition to higher-margin software and strong free cash flow [2] - IBM has raised its revenue growth guidance for fiscal year 2025 to over 5%, with an expected increase in pre-tax profit margins by over 1% and free cash flow projected at approximately $14 billion [2] - Management acknowledged a slowdown in Red Hat's quarterly growth due to execution challenges and lower-than-expected consumer services, adjusting the fiscal year 2025 growth expectation to about 14% year-over-year [2]