RT Avi Chawla (@_avichawla)DevOps vs. MLOps vs. LLMOps:Many teams are trying to apply DevOps practices to LLM apps.But DevOps, MLOps, and LLMOps solve fundamentally different problems.DevOps is software-centric. You write code, test it, and deploy it. The feedback loop is straightforward: Does the code work or not?MLOps is model-centric. Here, you're dealing with data drift, model decay, and continuous retraining. The code might be fine, but the model's performance can degrade over time because the world ch ...

DevOps vs. MLOps vs. LLMOps:Many teams are trying to apply DevOps practices to LLM apps.But DevOps, MLOps, and LLMOps solve fundamentally different problems.DevOps is software-centric. You write code, test it, and deploy it. The feedback loop is straightforward: Does the code work or not?MLOps is model-centric. Here, you're dealing with data drift, model decay, and continuous retraining. The code might be fine, but the model's performance can degrade over time because the world changes.LLMOps is foundation- ...

JFrog Conference Call Summary Company Overview - **Company**: JFrog (NasdaqGS:FROG) - **Founded**: 2010 - **Core Product**: Artifactory, a repository manager for binaries and open-source packages [3][4] Industry Context - **Market Opportunity**: Transition from monolithic software development to a more modular approach, necessitating better management of binaries and security [3][4] - **Shift in Software Development**: Increasing reliance on open-source packages and external binaries in software development [3][4] Key Value Proposition - **Security Integration**: Transitioning from a product-led organization to a security-focused platform with the acquisition of Vdoo, enhancing the value proposition with security features [5][50] - **Enterprise Plus Platform**: Offers additional security-related products, including AppTrust, which integrates governance into the software development lifecycle [5][50] Financial Performance and Guidance - **Revenue Growth**: Accelerating revenue growth driven by cloud consumption, security add-ons, and higher-tier adoptions [19][21] - **Guidance Philosophy**: Shifted to a more conservative guidance approach post-Q2 hiccup, focusing on commitments rather than overusage [18][19] Growth Drivers - **Cloud Migration**: Significant uplift (20%-80%) from migrating customers from self-hosted to cloud solutions [20][21] - **Security Demand**: Addition of security features has led to larger deal sizes and new customer acquisitions [21][22] - **RPO Growth**: Record visibility with RPO doubling since the end of 2023, indicating increased customer commitment [22][24] Competitive Landscape - **Main Competitors**: - **DevOps**: Sonatype (focus on security, less on DevOps), Cloudsmith (AI-focused but limited by consumption concerns) [28][30] - **Security**: Competing against point solutions like Aqua, Checkmarx, Veracode, and Black Duck [30] - **AI/ML**: Emerging competitive landscape with potential new entrants [31] Strategic Initiatives - **Platformization**: Emphasis on consolidating vendors and creating a comprehensive platform for software development [23][24] - **Security Products**: Advanced Security and Curation products are critical for addressing customer needs in software development security [50][51] Future Outlook - **AI/ML Integration**: Anticipated growth in the importance of binaries in AI/ML development, with JFrog positioned as a leader in managing these assets [56][57] - **Cash Management**: Strategic cash allocation for potential acquisitions and employee compensation adjustments [54][55] Conclusion - **Key Message for Investors**: JFrog is positioned as a leader in managing binaries, with a focus on security and the emerging AI/ML landscape, indicating strong future growth potential [57][58]

Market Performance - On December 2, the three major A-share indices collectively adjusted, with the Shanghai Composite Index falling by 0.42% to 3897.71 points, the Shenzhen Component Index down by 0.68% to 13056.7 points, and the ChiNext Index decreasing by 0.69% to 3071.15 points [1] Fund Manager Changes - On December 2, there were 12 fund manager changes, with 660 fund products experiencing manager turnover in the past 30 days (November 2 to December 2) [3] - Two fund managers left their positions due to product expiration, managing a total of four funds [3] - Zhao Yunyang from Bosera Fund managed assets totaling 71.709 billion yuan, with the highest return of 302.45% from the Bosera Gold D fund over a tenure of 10 years and 58 days [3] New Fund Managers - On December 2, 26 fund products announced new fund managers, involving 10 managers [4] - Chen Gengsi from Changsheng Fund managed assets of 2.865 billion yuan, with a highest return of 93.38% from the Changsheng Tongxin Industry Allocation Mixed A fund over a tenure of 6 years and 56 days [4] Fund Research Activity - In the past month (November 2 to December 2), Bosera Fund conducted the most company research, engaging with 54 listed companies, followed by Huaxia Fund, Guotai Fund, and Penghua Fund with 51, 48, and 41 companies respectively [5][6] - The consumer electronics sector was the most researched, with 301 instances, followed by the specialized equipment sector with 231 instances [5][6] Individual Stock Research - The most researched stock in the past month was Luxshare Precision, with 88 fund management companies participating in the research [6] - Other notable companies included Jerry Holdings and Huichuan Technology, each receiving attention from 65 fund management companies [6][9] Recent Research Trends - In the week from November 25 to December 2, Jerry Holdings was the most researched company, with 64 fund institutions participating [7] - Other companies with significant research interest included Century Huatong, Tianhua New Energy, and Kaiying Network, receiving attention from 53, 41, and 33 fund institutions respectively [8]

（文章来源：每日经济新闻） 每经AI快讯，MLOps概念板块领涨，上涨1.37%，其中传音控股上涨3.34%，新炬网络上涨0.12%。 ...

Company Overview - JFrog Ltd. is a leading provider of a unified DevOps, DevSecOps, and MLOps platform, aiming to deliver software seamlessly from development to production [2][8] - The company operates under a "Liquid Software" vision, offering a Software Supply Chain Platform that ensures software is built, managed, and distributed quickly and securely [2][8] - JFrog's platform includes integrated security features to identify and mitigate threats and vulnerabilities, supporting organizations in their digital transformation efforts [2] Upcoming Investor Conferences - JFrog will present at three major investor conferences in Q4 2025: - UBS Global Technology and AI Conference on December 2nd at 7:55 a.m. PDT [3] - Raymond James TMT and Consumer Conference on December 8th at 11:20 a.m. PDT [3] - Barclays 23rd Annual Global Technology Conference on December 10th at 1:20 p.m. PDT [3] Recognition and Achievements - JFrog has been named GitHub's 2025 Tech Partner of the Year, highlighting its exceptional performance and commitment to enhancing customer value through its partnership with GitHub [7]

Financial Performance - JFrog's 3Q'25 Last Twelve Months (LTM) revenue reached $503 million[7] - The company experienced a 23% year-over-year (YoY) revenue growth in 3Q'25 LTM[7] - JFrog's 3Q'25 LTM Free Cash Flow was $141 million[7] - The Net Dollar Retention Rate for 3Q'25 LTM was 118%[7] - The company projects FY'25 revenue between $523 million and $525 million[145] Customer Base - JFrog has 7,300 customers as of FY24[7] - 82% of Fortune 100 companies are JFrog customers[7] Platform and Security - JFrog discovered over 2.8 million malicious artifacts[51] - JFrog Security Research has scored over 1700 CVEs[51] - JFrog Security Research has disclosed over 200 zero-day vulnerabilities[51] Economic Impact - The JFrog platform accelerates software delivery time, resulting in $13.5 million in value[27] - Automation of activities on Open Source Software (OSS) contributes $6.7 million in economic impact[27] - Increased productivity due to JFrog leads to $3.4 million in value[27]

MLOps Fundamentals - MadeWithML is highlighted as a prime resource for integrating AI/ML with software engineering for production-grade solutions [1] - The first principles approach to MLOps is emphasized [1] - These MLOps fundamentals are directly applicable to LLMOps (Large Language Model Operations) [1] Resource Accessibility - The learning resource is 100% free and open-source [1]

First Principles Approach to MLOps!MadeWithML is the best place to learn how to combine AI/ML with software engineering to build production-grade solutions.These fundamentals are directly applicable to LLMOps as well.100% free and open-source. https://t.co/aqIbBTqIhg ...

Market Performance - On October 23, 2025, the Shanghai Composite Index rose by 0.22%, and the Shenzhen Component Index also increased by 0.22%, while the ChiNext Index saw a smaller gain of 0.09%[15] - The total market turnover was 16,607.09 billion yuan, a decrease of 295.50 billion yuan from the previous trading day[15] - Out of 5,296 stocks, 2,994 rose while 2,302 fell, indicating a generally positive market sentiment[15] Sector Performance - The top-performing sectors included Oil & Petrochemicals (up 1.84%), Coal (up 1.70%), and Composite (up 1.28%) while the laggards were Communication (down 1.51%), Real Estate (down 1.02%), and Building Materials (down 0.86%)[21] - Most concept sectors saw gains, particularly Shenzhen State-Owned Enterprise Reform, Horse Racing, and MLOps, while sectors like Cultivated Diamonds and Co-Packaged Optics (CPO) experienced declines[21] Capital Flow - On October 23, 2025, the net outflow of main funds was 337.33 billion yuan, with large orders contributing to a significant portion of this outflow[25] - Small orders, however, saw a continuous net inflow of 394.31 billion yuan, indicating retail investor interest[25] ETF Activity - Major ETFs such as the Huaxia SSE 50 ETF and the Huatai-PB CSI 300 ETF saw varied trading volumes, with the former decreasing by 6.75 billion yuan to 18.16 billion yuan[29] - The net inflow for the CSI A50 ETF was 3.53 billion yuan on October 22, indicating a preference for large-cap stocks[29] Global Market Trends - On October 23, 2025, the Hang Seng Index rose by 0.72%, while the Nikkei 225 fell by 1.35%[34] - The U.S. stock market saw declines across major indices, with the Dow Jones Industrial Average down 0.71% and the S&P 500 down 0.53%[34]