分层架构，整合数十个异构数据源，实现人工智能，并将结果反馈到整个运营中，零风险，且无需重写原始系统中的任何一行代码。 所有运营超过五年的公司都面临着同样的问题：当初没有人规划过各个系统之间的互通。CRM 系统运行在 MySQL 上，财务系统运行在 PostgreSQL 上， 运营 平台使用着一个完全不同的 MySQL 实例，营销数据通过电子表格和 SaaS 工具以各自的 API 接口运行，而数据则...
分层架构，整合数十个异构数据源，实现人工智能，并将结果反馈到整个运营中，零风险，且无需重写原始系统中的任何一行代码。 所有运营超过五年的公司都面临着同样的问题：当初没有人规划过各个系统之间的互通。CRM 系统运行在 MySQL 上，财务系统运行在 PostgreSQL 上， 运营 平台使用着一个完全不同的 MySQL 实例，营销数据通过电子表格和 SaaS 工具以各自的 API 接口运行，而数据则散落在队列、缓存、存储桶以及 NoSQL 数据库中——这些数据库是当初为了某个试点项目而搭建的，后来却一直沿用至今。每个系统在它诞生的那个阶段都是最佳选择。真正的问题始终在于缺乏整合策略。 当一位主管问“我想要一份关于客户参与度和收入的报告”时，许多公司给出的诚实回答是：“我们需要两周时间和三个Excel表格拼凑在一起。” 本文描述了我为解决此问题而设计和实现的架构，重点阐述了每个决策背后的原理。 场景：数据量很大，但没有实际用途。 客户多年来积累了数十个系统：不同版本的 MySQL 数据库、PostgreSQL 实例、第三方 API、作为整个部门“数据库”的共享电子表格，以及只能通过手动导出访问的 SaaS 工具中的数据。数据量相当可观，但却存在三个关键问题： 碎片化。 同一个实体（客户、合同、交易）存在于两到三个系统中，这些系统具有不同的模式、不同的ID和不同的数据更新级别。没有单一的数据源。 过时。 废弃的字段、重复的记录、不再反映企业实际运营情况的类别。数据在数据库 中老化，无人维护。 对人工智能而言，不透明性 是决定性因素。该公司希望利用人工智能进行推荐、自动化和预测分析。人工智能依赖于一致且结构化的数据。如果语言模型接收到零散的上下文，就会产生零散的响应。如果评分模型输入的是重复数据，那么生成的排名将无人信任。 挑战既有技术上的，也有战略上的：既要让公司的数据资产能够被人工智能使用，又要不中断依赖现有系统的运营。 原则：对资源零影响 第一个 架构 设计决策，也可能是最重要的决策，就是完整地保留原有的系统。 重写旧版客户关系管理系统（CRM）或将财务企业资源计划（ERP）系统迁移到统一数据库这类项目往往耗时数月，带来运营风险，而且经常失败。我亲眼见过这种情况。“全新升级”的系统上线后，仅保留了旧系统70%的功能，运营团队不得不花费六个月的时间手动弥补这些功能缺失。...
Former victims’ commissioner Vera Baird says disciplinary action is essential to ensure people are held accountable • UK politics live – latest updates Families in Southport cannot be sure that officials who made “catastrophic” errors before the murder of three girls are not still making the same mistakes, a former victims’ commissioner has said. Vera Baird KC said all those who failed to properly...
Former victims’ commissioner Vera Baird says disciplinary action is essential to ensure people are held accountable • UK politics live – latest updates Families in Southport cannot be sure that officials who made “catastrophic” errors before the murder of three girls are not still making the same mistakes, a former victims’ commissioner has said. Vera Baird KC said all those who failed to properly monitor the killer, Axel Rudakubana, should be held “personally accountable” and that authorities must not “shrug it off” with an apology. Continue reading...
(RTTNews) - Wall Street is poised for a slightly higher opening this Tuesday, driven by investor optimism over a potential second round of negotiations with Iran. Renewed diplomatic efforts might help de-escalate the ongoing Middle East conflict.
(RTTNews) - Wall Street is poised for a slightly higher opening this Tuesday, driven by investor optimism over a potential second round of negotiations with Iran. Renewed diplomatic efforts might help de-escalate the ongoing Middle East conflict.
Fearing Iranian Escalation In Red Sea, Saudis Push Trump To Call Off Hormuz Blockade Wary of Iranian escalation that shuts down Red Sea traffic, the Kingdom of Saudi Arabia is asking the Trump administration to back off from its newly-implemented blockade of Iranian-linked shipping in the Strait of Hormuz, the Wall Street Journal reported on Monday evening. On Sunday, a senior advisor to Iranian S...
Fearing Iranian Escalation In Red Sea, Saudis Push Trump To Call Off Hormuz Blockade Wary of Iranian escalation that shuts down Red Sea traffic, the Kingdom of Saudi Arabia is asking the Trump administration to back off from its newly-implemented blockade of Iranian-linked shipping in the Strait of Hormuz, the Wall Street Journal reported on Monday evening. On Sunday, a senior advisor to Iranian Supreme Leader Mojtaba Khamenei warned that Iran has "large, untouched levers" to respond to such a blockade. Perhaps ominously, Bab el-Mandeb translates to "Gate of Tears" (map via Time ) Earlier on Monday -- at 10am ET -- the US blockade took effect, backed up by more than 15 Navy ships, including some equipped to dispatch helicopter-borne commandeering squads. The ships were expected to position themselves outside the Strait of Hormuz, for fear of Iranian attacks. Their mission: Prohibiting any maritime traffic from approaching or departing from Iranian ports , regardless of how the ships are flagged. Shortly before the blockade's commencement, the United Kingdom Maritime Trade Operations Centre issued a notice advising that "maritime access restrictions are being enforced affecting Iranian ports and coastal areas, including locations along the Arabian Gulf, Gulf of Oman, and the Arabian Sea east of the Strait of Hormuz." Describing Saudi unease, Arab officials who spoke to the Journal noted that Iran could answer the US blockade by shutting down the Bab al-Mandeb, a 20-mile-wide, 70-mile-long choke point that links the Red Sea to the Gulf of Aden and the Indian Ocean. To accomplish that, Iran could tap the Houthis, the political and military organization that controls much of Yemen. “If Iran does want to shut down Bab al-Mandeb, the Houthis are the obvious partner to do it, and their response to the Gaza conflict demonstrates that they have the capacity to do it,” Adam Baron, an expert on Yemen at the New America policy institute, told the Journal . Footage of the Houthi...
GameSquare announced on Tuesday that the company's board of directors has authorized an increase in its stock repurchase program from $5M to $15M. Under the repurchase program, GameSquare may purchase shares of its common stock on a discretionary basis from time to time through open market repurchases, in privately negotiated transactions, or other means. As of March 31, 2026, GameSquare has repur...
GameSquare announced on Tuesday that the company's board of directors has authorized an increase in its stock repurchase program from $5M to $15M. Under the repurchase program, GameSquare may purchase shares of its common stock on a discretionary basis from time to time through open market repurchases, in privately negotiated transactions, or other means. As of March 31, 2026, GameSquare has repurchased 5.06M shares of its common stock for $2.5M, representing an average repurchase price of approximately $0.49 since the company's initial repurchase program started in October 2025. The company has approximately $12.5M remaining under its current authorization. GAME -0.68% premarket to $0.3654. Source: Press Release More on GameSquare Holdings GameSquare granted 180-day extension by Nasdaq to regain compliance with minimum bid price requirement Zoned and Dairy MAX announce renewal of multi-year partnership Seeking Alpha’s Quant Rating on GameSquare Holdings Historical earnings data for GameSquare Holdings
LewisTsePuiLung/iStock Editorial via Getty Images Expectations for JPMorgan Chase ’s ( JPM ) upcoming earnings call point to a clear emphasis on core business lines, based on market-implied probabilities in the dashboard. Trading stands out as the dominant theme at 91%, suggesting investors expect strong commentary around market activity, client flows, and performance in the markets division. Priv...
LewisTsePuiLung/iStock Editorial via Getty Images Expectations for JPMorgan Chase ’s ( JPM ) upcoming earnings call point to a clear emphasis on core business lines, based on market-implied probabilities in the dashboard. Trading stands out as the dominant theme at 91%, suggesting investors expect strong commentary around market activity, client flows, and performance in the markets division. Private credit follows at 89%, highlighting continued demand for alternative lending as tighter financial conditions persist. Macro themes are also firmly in focus. Inflation sits at 88%, pointing to likely discussion on pricing pressures, interest rates, and margin dynamics. Basel III at 80% suggests attention on capital requirements and balance sheet positioning. Geopolitics and regulation, both in the 75–80% range, indicate investors are looking for clarity on how external risks and policy shifts are shaping strategy and risk appetite. On the consumer side, credit cards at 64% and hiring at 59% will be closely watched for signals on spending trends, credit quality, and cost discipline. Buybacks at 66% suggest moderate expectations around capital return. Further down, M&A activity at 47% reflects a subdued dealmaking backdrop. Even lower probabilities for fintech, crypto, and blockchain reinforce expectations that these areas will not be central to the discussion. JPMorgan Chase ( JPM ) stock slipped 0.9% in Tuesday premarket trading after the Wall Street giant trimmed its guidance for 2026 firmwide net interest income (NII). Q1 earnings and revenue, though, both topped the average analyst estimates, driven by growth across the bank's businesses combined with a lower provision for credit losses. The earnings call is scheduled for 8:30 a.m. ET. More on JPMorgan Chase JPMorgan, Citigroup Earnings Previews: Citi Is The More Defensive Stock If Iran And Other Issues Linger In 2026 JPMorgan Chase 2025 Chairman And CEO Letter To Shareholders JPMorgan Chase: Earnings Offer Catalyst O...
Bank7 press release ( BSVN ): Q1 GAAP EPS of $1.25 beats by $0.23 . Revenue of $26.16M (+15.8% Y/Y) beats by $2.46M . More on Bank7 Mr. Market Is Finally Waking Up To The Reality Of Bank7 Bank7 Corp. (BSVN) Q4 2025 Earnings Call Transcript Bank7 Corp. 2025 Q4 - Results - Earnings Call Presentation Bank7 outlines disciplined capital strategy while maintaining strong loan growth Seeking Alpha’s Quan...
Bank7 press release ( BSVN ): Q1 GAAP EPS of $1.25 beats by $0.23 . Revenue of $26.16M (+15.8% Y/Y) beats by $2.46M . More on Bank7 Mr. Market Is Finally Waking Up To The Reality Of Bank7 Bank7 Corp. (BSVN) Q4 2025 Earnings Call Transcript Bank7 Corp. 2025 Q4 - Results - Earnings Call Presentation Bank7 outlines disciplined capital strategy while maintaining strong loan growth Seeking Alpha’s Quant Rating on Bank7
The Amazon.com Inc. logo displayed at the company's advanced fulfillment center in Chiba, Japan, on Monday, June 20, 2025. Amazon.com is the world’s largest e-commerce platform. Photographer: Toru Hanai/Bloomberg
The Amazon.com Inc. logo displayed at the company's advanced fulfillment center in Chiba, Japan, on Monday, June 20, 2025. Amazon.com is the world’s largest e-commerce platform. Photographer: Toru Hanai/Bloomberg
AGF Management press release ( AGFMF ): Q1 Non-GAAP EPS of C$0.30. Revenue of C$95.3M (-14.5% Y/Y). AGF reported total assets under management and fee-earning assets 1 of $60.5 billion compared to $60.4 billion as at November 30, 2025 and $53.8 billion as at February 28, 2025. AGF generated strong free cash flows of $36.0 million in the quarter, up 14% from the prior year. More on AGF Management L...
AGF Management press release ( AGFMF ): Q1 Non-GAAP EPS of C$0.30. Revenue of C$95.3M (-14.5% Y/Y). AGF reported total assets under management and fee-earning assets 1 of $60.5 billion compared to $60.4 billion as at November 30, 2025 and $53.8 billion as at February 28, 2025. AGF generated strong free cash flows of $36.0 million in the quarter, up 14% from the prior year. More on AGF Management Limited AGF Management Limited (AGF.B:CA) Q4 2025 Earnings Call Transcript AGF Management Limited 2025 Q4 - Results - Earnings Call Presentation AGF renews share buyback for Class B non-voting shares AGF Management Non-GAAP EPS of C$0.62, revenue of C$120.3M Historical earnings data for AGF Management Limited