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Open-Source Multi-Agent Framework (Strands Tutorial)
Matthew Berman· 2025-09-24 18:53
Today we're going to be building a multi- aent research team that goes out, gets real-time information from news websites and puts together a business report for us. And we're going to be using Strand agents from Amazon Web Services, which is a completely open source and free agentic framework that is model agnostic. So bring any model you want and it also plays well with other agent frameworks like Crew AI and Langraph.Plus, it has MCP and memory built into it. Super easy to use. So I'm going to show you h ...
Is the Dip in Amazon Stock a Buying Opportunity, or Should Investors Run for the Hills?
The Motley Fool· 2025-08-04 09:14
Core Viewpoint - Amazon's strong second-quarter earnings were overshadowed by a cautious outlook, leading to a decline in stock value, which has now entered negative territory for the year [1] Group 1: Financial Performance - Amazon's overall revenue increased by 13% to $167.7 billion, surpassing the analyst consensus of $162.1 billion [7] - Adjusted earnings per share rose by 33% to $1.68, exceeding expectations of $1.33 [7] - North America sales grew by 11% to $100.1 billion, while international sales increased by 16% (11% in constant currencies) to $36.8 billion [5] - Advertising services revenue surged by 23% to $15.7 billion, outperforming the analyst consensus of $14.9 billion [6] Group 2: Segment Performance - Amazon Web Services (AWS) revenue grew by 17.5% to $30.9 billion, with operating income rising 10% to $10.2 billion, although it lagged behind competitors like Microsoft Azure and Google Cloud [2][3] - Third-party seller services revenue increased by 11% to $40.3 billion, while online store revenue also climbed by 11% to $61.5 billion [6] - Operating income for the North America segment surged 47% to $7.5 billion, while the international segment posted operating income of $1.5 billion, up from $0.3 billion a year ago [5] Group 3: Future Outlook - For Q3, Amazon forecasts revenue between $174 billion and $179.5 billion, indicating 10% to 13% growth, with operating income expected between $15.5 billion and $20.5 billion [8] - The company is investing heavily in AI infrastructure for AWS, which is expected to impact profitability in the short term due to higher depreciation costs [11] Group 4: Valuation and Investment Perspective - Amazon's stock trades at a forward price-to-earnings ratio of approximately 34 times 2025 estimates and 29 times 2026 estimates, which is considered historically attractive [12] - The operational efficiency and revenue growth, particularly in AWS and advertising, suggest that the current dip in stock price may present a buying opportunity [10][12]
AI产业速递:亚马逊FY25Q2经营稳健增长,继续加强AI基建
Changjiang Securities· 2025-08-04 02:15
Investment Rating - The investment rating for the industry is "Positive" and is maintained [8] Core Insights - Amazon's FY25Q2 financial results exceeded market expectations, with revenue of $167.702 billion, a year-over-year increase of 13% and a quarter-over-quarter increase of 8% [2][5] - The net profit for FY25Q2 was $18.164 billion, reflecting a year-over-year increase of 35% and a quarter-over-quarter increase of 6% [2][5] - Capital expenditures (Capex) for Q2 were $32.2 billion, surpassing Bloomberg's expectation of $26 billion [2][5] - The report emphasizes the strengthening investment logic in AI infrastructure and suggests focusing on opportunities in AI commercialization [2][5] Summary by Sections Financial Performance - Amazon's revenue breakdown shows North America at $100.1 billion (YoY +11%) and international at $36.8 billion (YoY +16%) [10] - Online store revenue was $61.485 billion (YoY +11%), third-party seller services at $40.348 billion (YoY +11%), and advertising services at $15.694 billion (YoY +23%) [10] - AWS cloud business generated $30.873 billion (YoY +17%), with an operating profit margin of 32.9% [10] Capital Expenditure & Future Guidance - The company plans to continue increasing investments in AI infrastructure, with Q2 Capex expected to represent the quarterly level for the second half of 2025 [10] - Future revenue guidance for FY25Q3 is projected between $174 billion and $179.5 billion, with a midpoint of $176.75 billion, exceeding Bloomberg's expectation [10] Business Developments & Outlook - The demand for AI remains strong, with no immediate signs of reduced demand due to tariffs [10] - Amazon's shopping agent, Alexa Plus, has millions of users, and new AI models like Deepfleet are being developed to enhance operational efficiency [10] - The report suggests focusing on AI infrastructure, overseas applications, and vertical integration in specific sectors like education, tax, and healthcare [10]
亚马逊(AMZN):25Q2财报点评:广告增长强劲,履约效率优化,云业务延续Q1势头
Guoxin Securities· 2025-08-02 11:42
Investment Rating - The investment rating for the company is "Outperform" [6][30]. Core Insights - The company's Q2 performance exceeded expectations, driven by strong retail growth, with revenue of $167.7 billion, a year-on-year increase of 13% [10]. - Advertising revenue grew by 22% year-on-year, primarily driven by sponsored products, contributing to improved profit margins [2][16]. - The cloud business (AWS) continued its growth momentum with revenue of $30.9 billion, a year-on-year increase of 17.5%, despite facing supply constraints [3][19]. Summary by Sections Overall Performance - Q2 revenue reached $167.7 billion, surpassing company guidance and Bloomberg consensus expectations of 9.6% growth, with operating profit of $19.2 billion, up 31% year-on-year [10]. - The company expects Q3 revenue to be between $174 billion and $179.5 billion, reflecting a year-on-year growth of 10%-11% [10]. Retail and Other Businesses - Retail and other business revenue was $136.8 billion, a year-on-year increase of 12%, with advertising revenue contributing significantly [2][16]. - The operating profit margin for retail and other businesses reached 6.6%, up 2.2 percentage points year-on-year, due to improved logistics efficiency [2][16]. Cloud Business - AWS revenue was $30.9 billion, a year-on-year increase of 17.5%, with an operating profit margin of 32.9% [3][19]. - The company is experiencing supply constraints due to chip shortages and delivery delays, which are expected to persist in the coming quarters [3][19]. Financial Forecasts - Revenue forecasts for 2025-2027 have been slightly adjusted to $706.3 billion, $776.9 billion, and $856.2 billion, respectively [30]. - Net profit forecasts for the same period have been slightly reduced to $70.9 billion, $82.6 billion, and $99.0 billion, respectively [30]. Key Financial Metrics - The company is projected to achieve an EPS of $6.70 in 2025, with a PE ratio of 32 [5][32]. - The operating margin is expected to improve to 11% by 2026, with a net profit growth rate of 20% in 2025 [5][32].
亚马逊电话会实录:AWS遇AI电力瓶颈!自研芯片成突围关键,性价比领先30%-40%
美股IPO· 2025-08-01 04:07
Core Viewpoint - Amazon's Q2 earnings report reveals a mixed performance, with strong revenue but significant concerns over AWS's growth and profitability, particularly in the context of AI demand outpacing supply and rising operational costs [1][2][5][6]. Financial Performance - Amazon's total revenue for Q2 reached $167.7 billion, a 12% year-over-year increase when excluding foreign exchange impacts [27]. - AWS generated $30.9 billion in sales, reflecting a 17.5% year-over-year growth, but this growth is seen as insufficient compared to competitors [1][30]. - AWS's operating profit margin fell sharply from 39.5% in Q1 to 32.9% in Q2, primarily due to increased capital expenditures for AI support [2][31]. AI and Supply Constraints - CEO Andy Jassy acknowledged a significant supply constraint in AI capabilities, stating that demand currently exceeds supply, with electricity being the primary limiting factor [5][6][41]. - The company is investing heavily in AI infrastructure, including the development of its proprietary AI chip, Trainium2, which is claimed to be 30% to 40% more cost-effective than competitors' GPUs [3][8][22]. Competitive Landscape - Despite AWS's strong position, concerns are growing about its ability to maintain market leadership as competitors achieve higher growth rates [1][30]. - Jassy emphasized AWS's advantages in security and operational performance, attempting to reassure investors about its competitive edge [2][8][37]. Other Business Segments - Amazon's retail business performed well, with record sales during Prime Day and a 22% year-over-year growth in advertising revenue [3][7][30]. - However, Jassy expressed caution regarding potential impacts from tariffs, indicating uncertainty about future demand and pricing [4][7][18]. Future Outlook - The company plans to continue investing in AI and cloud infrastructure to meet growing demand, with expectations of gradual improvements in supply constraints over the coming quarters [31][41]. - Amazon's Project Kuiper aims to address the digital divide by providing broadband access to underserved areas, indicating a long-term growth strategy beyond its core e-commerce and cloud services [47].
Amazon Sees Agentic AI Customers Shaping Future Growth
PYMNTS.com· 2025-08-01 01:26
Core Insights - Amazon is shifting its focus to designing products for "non-human" customers, such as software agents that can autonomously make purchasing decisions [3][4] - CEO Andy Jassy emphasized the company's ambition to lead in agentic AI development and infrastructure, addressing the growing demand for tools to deploy AI agents securely and at scale [4][5] Financial Performance - In the second quarter, Amazon reported net sales of $167.7 billion, a 13% increase year-over-year, and operating income rose 31% to $19.2 billion [12] - North America retail sales grew by 11%, while advertising revenue increased by 22% to $15.7 billion [12] - AWS achieved a 17.5% growth rate, reaching a $123 billion annualized run-rate, although its margin decreased to 32.9% due to rising stock-based compensation and depreciation [12] Future Outlook - Amazon's management expects third-quarter revenue to be between $174 billion and $179.5 billion, indicating high-single-digit to low-double-digit growth, with projected operating income of $15.5 billion to $20.5 billion [13] - The company is investing heavily in data centers and custom AI chips, which has led to a decrease in free cash flow to $18.2 billion over the past 12 months [13] - Jassy highlighted the early stage of the AI market, suggesting significant future opportunities as Amazon aims to monetize its non-human customer base [14]