Offering cheap AI systems is a national priority for Saudi Arabia, backed by the state’s defacto ruler. The conditions for this seem favourable https://t.co/WUc6xXlXYi ...

What is the model context protocol and where did it come from. >> Essentially the the simplest way to think about it and this is going to be oversimplified, but imagine you went to a resort and there were a bunch of activities you could do and you were handed a brochure of all those activities and how to book them. So before you got that brochure, you wouldn't know what activities were there and you also wouldn't know how to book them.Um, so that's kind of the situation with MCP for AI systems. It's allowin ...

Explore the unique challenges of observing and evaluating Deep Agents in production. Deep Agents represent a shift in how AI systems operate – unlike simple chatbots or basic RAG applications, these agents run for extended periods, execute multiple sub-tasks, and make complex decisions autonomously. In this session, we'll dive into practical approaches for gaining visibility into Deep Agent behavior and measuring their effectiveness using LangSmith. Learn more about Deep Agents here: https://blog.langchain. ...

AI Development & Investment - Some AI companies are potentially taking on excessive risk by committing to spend hundreds of billions of dollars (hundreds of billions) to develop and support AI systems [1] Risk Assessment - Anthropic CEO Dario Amodei suggests that overspending on AI development could be a significant risk [1]

5/Agentic orchestration isn’t just about automation — it’s about accountable execution.And CallSine’s move to anchor deterministic agents directly on top of a CDP marks a new category: Customer data becoming a verifiable decision engine.At that frontier, proof becomes part of the operational stack.That’s what @PolyhedraZK is building: AI systems where every autonomous action can justify itself. ...

Product Announcement - Gemini API 推出文件搜索工具，这是一个托管的 RAG 解决方案，提供免费存储和免费查询时间嵌入 [1] - 该方法旨在显著简化上下文感知 AI 系统的路径 [1]

AI Safety Concerns - Emerging AI systems that rewrite their own code and workflows may erode their own safeguards [1]

Group 1 - Opendoor Technologies Inc. has seen its stock price increase by 800% over the last six months, indicating significant market interest and potential irrationality in the stock's valuation [1] Group 2 - The writer has a technical background in software engineering and has developed an interest in financial markets, particularly in the intersection of software, infrastructure, and capital allocation [2] - The writer analyzes tech companies through both technical and fundamental lenses, focusing on enterprise software, cloud infrastructure, AI platforms, and trading technology [2]

AI Technology & Advancements - The discussion covered the limitations of current AI systems [1] - The conversation included the latest world models like Genie 3 and their potential in robotics [1] Industry Events & Collaboration - Demis Hassabis attended the @theallinpod summit [1] - The summit provided a platform for discussing AI-related topics [1]

Financial Performance - The company achieved record-breaking revenue and expanded profitability sequentially [1] - Traditional server business is expected to return to approximately 10% of the quarter [2] - Juniper transaction is expected to result in at least $600 million in synergies [15] - An incremental $350 million in savings is expected through portfolio optimization, workforce optimization, and technology deployment [16] Strategic Initiatives & Market Positioning - The company is leading with networking for AI, leveraging the Juniper transaction [4] - Sovereign and neo clouds and enterprise now represent more than 60% of the market [5] - The company is focused on rack scale integrity architecture for the sovereign space and integrated solutions for enterprise [6] - The company aims to build the best networking business in a modern, secure, cloud-native, and AI-driven portfolio [13] - The company is integrating Nvidia's AI suite into its Greenlake Cloud, offering an integrated solution for enterprise customers [20] AI & Technology Adoption - The company is deploying generative AI (becoming "genetic AI") across finance, marketing, services, and supply chain [25][26] - The company has deployed more than 60 generative AI use cases and has more than 200 in testing [27]