If you found it insightful, reshare it with your network.Find me → @_avichawlaEvery day, I share tutorials and insights on DS, ML, LLMs, and RAGs.Avi Chawla (@_avichawla):Let's build an MCP server (100% locally): ...

Uh hello everyone. So today I will be talking about AI and sustainability. So let me give you a brief introduction about myself.I've been in education and AI industry from past 10 years. One of the major thing that I have noticed in my life is that no matter how fast you go, there is always innovation happening faster than your rate of learning. Now let me explain that in terms.If I suddenly woke up today and start looking at uh what these large language models are doing, I will be shocked. It would appear ...

Core Insights - The hybrid cloud storage market is emerging and rapidly evolving due to the need for efficient data management and unification [2][4] - The market generated approximately $100 billion in 2024, with a projected compound annual growth rate (CAGR) of about 16% over the next six years [4] Industry Overview - Businesses are increasingly adopting hybrid cloud storage solutions to manage costs, ensure performance, and support sustainability goals [1] - A full solution is deemed necessary to support multimodal AI applications that utilize diverse datasets [3] Market Dynamics - Few vendors currently offer comprehensive solutions that support unified data across multiple storage formats and types [2] - The market opportunity is expected to grow significantly, especially with the acceleration of AI adoption and the development of large language models (LLMs) [4] Companies to Watch - Key players in the hybrid cloud storage market include Cloudian, CTERA, Hammerspace, LucidLink, Nasuni, NetApp, Panzura, and Peer Software [7]

Core Insights - Nvidia has shown remarkable growth, with a 740% increase over the past three years, significantly outperforming the market [1] - The stock is considered a strong investment opportunity, with potential for further growth even if it does not replicate past performance [2] Performance Overview - Nvidia's sales surged by 69% year-over-year in the first quarter of fiscal 2026, with earnings per share (EPS) at $0.81, despite a $0.15 impact from U.S. policy affecting shipments to China [7] - The company has a dominant position in the AI chip market, holding an estimated 70% to 95% market share, which positions it well for future growth [11] Technological Advancements - The demand for powerful chips is driven by advancements in generative AI, with Nvidia continuously developing new technologies, including the upcoming Rubin model in 2026 [10] - As large language models (LLMs) evolve, they are moving towards reasoning capabilities, which enhances their effectiveness and increases the need for Nvidia's chips [9] Market Valuation - Nvidia's stock is currently trading at 25 times next year's earnings estimates, suggesting room for price appreciation without becoming excessively expensive [12] - The stock trades at a premium valuation of 23 times trailing-12-month sales, indicating high expectations for growth [13] Growth Potential - To double its stock price over the next five years, Nvidia would need to achieve a compound annual growth rate (CAGR) of 15%, which is deemed achievable given its current performance and market opportunities [14] - There is a strong possibility that Nvidia could double its stock price even sooner than five years, considering its growth trajectory and market position [15]

Transformer vs. Mixture of Experts in LLMs, clearly explained (with visuals): ...

It was this week that WWE DC left us hanging on theory and you bring us some clarity. That's exactly right. So they did not talk about Siri features pretty much at all at WDC, other than to say they're still delayed and they'll be arriving in the coming year.So I looked into it and the new launch time frame is likely going to be as part of what will be known as iOS 26.4% and that it's currently scheduled for the spring time next year. So around March, April. And this will deliver the delayed Siri features.T ...

Core Viewpoint - Apple is aiming to launch an AI-powered upgrade of its Siri voice assistant in spring 2026, after multiple delays from its original target of fall 2024 [1][2][3] Group 1: Release Timeline - The initial announcement for Siri's new features was made in June 2024, with a planned launch in fall 2024 [2][3] - The release date was later pushed to spring 2025 and then postponed to sometime in the coming year [3] - Apple has indicated that the new features could be previewed in the fall before the spring release [2] Group 2: Technical Challenges - Technical challenges have necessitated a complete rebuild of Siri, leading to shifts in management responsibilities within Apple [3] - Apple CEO Tim Cook acknowledged the need for "more time" to enhance Siri's AI capabilities during a quarterly earnings call [4][5] - Employees who recently left the company reported difficulties in updating Siri with advanced large language models (LLMs) for improved responses [5] Group 3: Competitive Landscape - Apple's cautious approach to generative AI contrasts with competitors like Amazon, Google, and Microsoft, which are aggressively adopting LLMs and enterprise-scale AI solutions [6]

Xcode can now use large language models such as ChatGPT to provide coding assistance. You can ask general questions about Swift — like “tell me about swift concurrency”. And because of the integration with Xcode, the model can take your code into consideration and answer specific questions about your project, or even make changes on your behalf. ...

After a rough start to the year, tech stocks have come roaring back. As of this writing, the tech-heavy Nasdaq Composite index has surged by more than 25% over the last two months. So with market sentiment swinging back in favor of tech stocks, let's have a closer look at two social media stocks that I believe are buys right now. Reddit First up is Reddit (RDDT). A relative newcomer as far as social media stocks go, Reddit has only been a public company for a little over a year. However, during that time, i ...

JFrog (FROG) 2025 Conference June 05, 2025 01:00 PM ET Speaker0 Everybody, my name is Koji Keda. I am one of the software analysts here at Bank of America. Welcome to day three of our technology conference. I am absolutely thrilled to have JFrog doing a fireside chat with us. We have the CFO, Ed Grabshied, and we also have IR, Jeff Schreiner here. So thank you so much for being here. We appreciate it. I always ask the obligatory introductory comments or question of, you know, what is JFrog? What do you guys ...