{
  "title": "2026-05-12 AI Daily Update | OpenAI Establishes DeployCo to Compete for Commercialization, Computing Power Demand Shifts Towards Large-Scale Inference",
  "url": "https://miaok.ong/en/ai-daily/ai-daily-2026-05-12/",
  "date": "2026-05-12T07:00:00+08:00",
  "lastmod": "2026-05-12T07:00:00+08:00",
  "type": "ai-daily",
  "kind": "page",
  "language": "en",
  "description": "Today, the focus of the AI industry is rapidly shifting from \u0026ldquo;model experimentation\u0026rdquo; to \u0026ldquo;industrial-scale implementation.\u0026rdquo; OpenAI has established DeployCo, a deployment company with $4 billion in funding, aimed at deeply penetrating government and enterprise markets. Meanwhile, Cerebras\u0026rsquo;s potential IPO signals that hardware demand is shifting from training to large-scale inference. On the engineering front, Notion\u0026rsquo;s proposed \u0026ldquo;spec-driven development\u0026rdquo; offers a new paradigm for building agents, marking AI\u0026rsquo;s move beyond chat interfaces to become deeply embedded in real-world workflows.",
  "keywords": null,
  "tags": [],
  "categories": [],
  "author": "Mark (Miao) Kong",
  "image": "https://miaok.ong/images/avatar.jpg",
  "content": "\u003ch1 id=\"2026-05-12-ai-daily--openai-establishes-deployco-to-compete-for-commercial-deployment-shifting-compute-demand-to-large-scale-inference\"\u003e\n  2026-05-12 AI Daily | OpenAI Establishes DeployCo to Compete for Commercial Deployment, Shifting Compute Demand to Large-Scale Inference\n  \u003ca class=\"heading-link\" href=\"#2026-05-12-ai-daily--openai-establishes-deployco-to-compete-for-commercial-deployment-shifting-compute-demand-to-large-scale-inference\"\u003e\n    \u003ci class=\"fa-solid fa-link\" aria-hidden=\"true\" title=\"Link to heading\"\u003e\u003c/i\u003e\n    \u003cspan class=\"sr-only\"\u003eLink to heading\u003c/span\u003e\n  \u003c/a\u003e\n\u003c/h1\u003e\n\u003cblockquote\u003e\n\u003cp\u003eToday, the focus of the AI industry is rapidly shifting from \u0026ldquo;model experimentation\u0026rdquo; to \u0026ldquo;industrial-scale deployment.\u0026rdquo; OpenAI has established DeployCo, a deployment company with $4 billion in funding, to deeply penetrate government and enterprise markets. Meanwhile, Cerebras\u0026rsquo;s IPO plans signal a shift in hardware demand from training to large-scale inference. On the engineering front, Notion\u0026rsquo;s proposed \u0026ldquo;spec-driven development\u0026rdquo; offers a new paradigm for building agents, marking AI\u0026rsquo;s move beyond dialogue boxes and its deep integration into real-world workflows.\u003c/p\u003e\n\u003c/blockquote\u003e\n\u003ch2 id=\"-in-depth-guide-from-this-issues-watch-list\"\u003e\n  📖 In-Depth Guide from This Issue\u0026rsquo;s Watch List\n  \u003ca class=\"heading-link\" href=\"#-in-depth-guide-from-this-issues-watch-list\"\u003e\n    \u003ci class=\"fa-solid fa-link\" aria-hidden=\"true\" title=\"Link to heading\"\u003e\u003c/i\u003e\n    \u003cspan class=\"sr-only\"\u003eLink to heading\u003c/span\u003e\n  \u003c/a\u003e\n\u003c/h2\u003e\n\u003cp\u003eToday\u0026rsquo;s AI developments focus on the paradigm shift from \u0026ldquo;model experimentation\u0026rdquo; to \u0026ldquo;industrial-scale deployment.\u0026rdquo; First, we highly recommend that engineering teams pay attention to the \u0026ldquo;Spec-driven development\u0026rdquo; model, as deeply reviewed by Notion\u0026rsquo;s core architect Ryan Nystrom. This provides an extremely valuable engineering workflow for building custom agents. Echoing this, OpenAI\u0026rsquo;s establishment of DeployCo aims to address the final mile of enterprise adoption, signaling that the industry\u0026rsquo;s focus has shifted from simply supplying technology to delivering commercial results.\u003c/p\u003e\n\u003cp\u003eSecondly, the market-level \u0026ldquo;shift to inference\u0026rdquo; deserves close attention. Cerebras\u0026rsquo;s highly competitive IPO valuation reflects the shift in hardware demand from training to large-scale inference. Meanwhile, ChatGPT\u0026rsquo;s adoption data from early 2026 confirms that AI has crossed the chasm, achieving mass adoption across all age groups globally. For organizations seeking to scale, the mentioned Sendbird skills marketplace guide and the practical insights from European business leaders on \u0026ldquo;trust and continuous improvement\u0026rdquo; are also not to be missed.\u003c/p\u003e\n\u003ch2 id=\"-ai-hot-topics-on-x\"\u003e\n  🌐 AI Hot Topics on X\n  \u003ca class=\"heading-link\" href=\"#-ai-hot-topics-on-x\"\u003e\n    \u003ci class=\"fa-solid fa-link\" aria-hidden=\"true\" title=\"Link to heading\"\u003e\u003c/i\u003e\n    \u003cspan class=\"sr-only\"\u003eLink to heading\u003c/span\u003e\n  \u003c/a\u003e\n\u003c/h2\u003e\n\u003ch3 id=\"topic-1-openai-launches-deployment-company-with-4-billion-backing\"\u003e\n  Topic 1: OpenAI Launches Deployment Company with $4 Billion Backing\n  \u003ca class=\"heading-link\" href=\"#topic-1-openai-launches-deployment-company-with-4-billion-backing\"\u003e\n    \u003ci class=\"fa-solid fa-link\" aria-hidden=\"true\" title=\"Link to heading\"\u003e\u003c/i\u003e\n    \u003cspan class=\"sr-only\"\u003eLink to heading\u003c/span\u003e\n  \u003c/a\u003e\n\u003c/h3\u003e\n\u003cul\u003e\n\u003cli\u003eCategory: AI · News\u003c/li\u003e\n\u003cli\u003eOverview: Trending for: 10 hours ago, Related posts: 5,200\u003c/li\u003e\n\u003cli\u003eWhat it is: OpenAI has established a deployment company with $4 billion in funding to drive the commercialization of its AI technology in government and enterprise sectors.\u003c/li\u003e\n\u003cli\u003eWhy it matters: This move marks OpenAI\u0026rsquo;s transition from pure model R\u0026amp;D to large-scale application deployment, solidifying its dominant position in the AI commercial ecosystem through deep involvement in infrastructure and military/government projects.\u003c/li\u003e\n\u003cli\u003eDiscussion summary: Discussions focus on the policy divergence between OpenAI and Anthropic on safety guardrails, the ethical debate surrounding military applications of AI, and whether the industry is facing a valuation bubble amid massive funding.\u003c/li\u003e\n\u003c/ul\u003e\n\u003ch3 id=\"topic-2-google-tests-gemini-omni-ai-video-tool-in-app\"\u003e\n  Topic 2: Google Tests Gemini Omni AI Video Tool in App\n  \u003ca class=\"heading-link\" href=\"#topic-2-google-tests-gemini-omni-ai-video-tool-in-app\"\u003e\n    \u003ci class=\"fa-solid fa-link\" aria-hidden=\"true\" title=\"Link to heading\"\u003e\u003c/i\u003e\n    \u003cspan class=\"sr-only\"\u003eLink to heading\u003c/span\u003e\n  \u003c/a\u003e\n\u003c/h3\u003e\n\u003cul\u003e\n\u003cli\u003eCategory: AI · News\u003c/li\u003e\n\u003cli\u003eOverview: Trending for: 15 hours ago, Related posts: 3,300\u003c/li\u003e\n\u003cli\u003eWhat it is: Google is testing a multimodal AI video tool named \u0026ldquo;Gemini Omni\u0026rdquo; in its mobile app, supporting real-time video stream understanding and interaction.\u003c/li\u003e\n\u003cli\u003eWhy it matters: This tool is Google\u0026rsquo;s key initiative to rival OpenAI\u0026rsquo;s GPT-4o, aiming to upgrade AI assistants from text/image interaction to an omni-capable form with real-time visual perception.\u003c/li\u003e\n\u003cli\u003eDiscussion summary: Discussions focus on its real-time response latency, privacy risks from an always-on camera, and whether the feature will be exclusive to the Pixel series of phones.\u003c/li\u003e\n\u003c/ul\u003e\n\u003ch3 id=\"topic-3-new-benchmark-ranks-top-ai-coding-agents-and-frameworks\"\u003e\n  Topic 3: New Benchmark Ranks Top AI Coding Agents and Frameworks\n  \u003ca class=\"heading-link\" href=\"#topic-3-new-benchmark-ranks-top-ai-coding-agents-and-frameworks\"\u003e\n    \u003ci class=\"fa-solid fa-link\" aria-hidden=\"true\" title=\"Link to heading\"\u003e\u003c/i\u003e\n    \u003cspan class=\"sr-only\"\u003eLink to heading\u003c/span\u003e\n  \u003c/a\u003e\n\u003c/h3\u003e\n\u003cul\u003e\n\u003cli\u003eCategory: AI · News\u003c/li\u003e\n\u003cli\u003eOverview: Trending for: 6 hours ago, Related posts: 465\u003c/li\u003e\n\u003cli\u003eWhat it is: Multiple authoritative benchmarks have released their latest rankings for AI programming and reasoning models. Claude Opus 4.5 has taken the crown for programming, while Gemini 3 Pro and Grok 4.1 have shown outstanding performance in complex reasoning.\u003c/li\u003e\n\u003cli\u003eWhy it matters: This signals the evolution of AI programming from an assistive tool to an \u0026ldquo;engineering agent.\u0026rdquo; The long-range reasoning capability of Opus 4.5 significantly enhances development efficiency for complex projects and also reveals a trend toward specialized divisions of labor among models for programming, math, and UX tasks.\u003c/li\u003e\n\u003cli\u003eDiscussion summary: The discussion focuses on the cost-efficiency balance of Opus 4.5\u0026rsquo;s thinking patterns, the routing strategies for different models in specific tasks, and the fundamental architectural debate over whether static neural networks are sufficient for achieving AGI.\u003c/li\u003e\n\u003c/ul\u003e\n\u003ch3 id=\"topic-4-anthropic-releases-audiobook-of-claudes-guiding-constitution\"\u003e\n  Topic 4: Anthropic Releases Audiobook of Claude\u0026rsquo;s Guiding Constitution\n  \u003ca class=\"heading-link\" href=\"#topic-4-anthropic-releases-audiobook-of-claudes-guiding-constitution\"\u003e\n    \u003ci class=\"fa-solid fa-link\" aria-hidden=\"true\" title=\"Link to heading\"\u003e\u003c/i\u003e\n    \u003cspan class=\"sr-only\"\u003eLink to heading\u003c/span\u003e\n  \u003c/a\u003e\n\u003c/h3\u003e\n\u003cul\u003e\n\u003cli\u003eCategory: AI · News\u003c/li\u003e\n\u003cli\u003eOverview: Trending for: 4 hours ago, Related posts: 485\u003c/li\u003e\n\u003cli\u003eWhat it is: Anthropic has released an audiobook of the \u0026ldquo;constitution\u0026rdquo; that its large language model, Claude, adheres to, publicly detailing the framework of principles that guides the model\u0026rsquo;s behavior.\u003c/li\u003e\n\u003cli\u003eWhy it matters: This exemplifies \u0026ldquo;Constitutional AI,\u0026rdquo; a core alignment technique that aims to enhance public understanding of the AI safety governance and value-setting process through increased transparency.\u003c/li\u003e\n\u003cli\u003eDiscussion Overview: The discussion focuses on transparency in AI governance, the trade-off between the initiative as a PR move and its actual contribution to safety, and the role the public should play in defining AI ethical guidelines.\u003c/li\u003e\n\u003c/ul\u003e\n\u003ch4 id=\"ai-public-opinion-summary-on-x-today\"\u003e\n  AI Public Opinion Summary on X Today\n  \u003ca class=\"heading-link\" href=\"#ai-public-opinion-summary-on-x-today\"\u003e\n    \u003ci class=\"fa-solid fa-link\" aria-hidden=\"true\" title=\"Link to heading\"\u003e\u003c/i\u003e\n    \u003cspan class=\"sr-only\"\u003eLink to heading\u003c/span\u003e\n  \u003c/a\u003e\n\u003c/h4\u003e\n\u003cp\u003eToday\u0026rsquo;s main AI discourse focuses on the deep transition from general model R\u0026amp;D to large-scale commercial deployment and specialized application scenarios. The industry consensus is that real-time multimodal interaction and advanced programming reasoning have become the core battlegrounds for tech giants, while enhancing technical transparency through public governance principles is becoming a necessary means to build public trust. Disagreements center on the balance between the high inference costs of top-tier models and their actual output efficiency, as well as the different approaches various vendors take regarding safety guardrails and the boundaries of military applications. Potential risks point to privacy violations from real-time video surveillance, the ethical challenges of AI involvement in governmental military decision-making, and a potential valuation bubble in the industry amidst heavy investment.\u003c/p\u003e\n\u003ch2 id=\"-influencer-insights\"\u003e\n  💡 Influencer Insights\n  \u003ca class=\"heading-link\" href=\"#-influencer-insights\"\u003e\n    \u003ci class=\"fa-solid fa-link\" aria-hidden=\"true\" title=\"Link to heading\"\u003e\u003c/i\u003e\n    \u003cspan class=\"sr-only\"\u003eLink to heading\u003c/span\u003e\n  \u003c/a\u003e\n\u003c/h2\u003e\n\u003cp\u003eHello, I am a senior AI industry analyst. Based on the activities of AI leaders and senior developers on X over the past 24 hours, I have compiled today\u0026rsquo;s AI industry insight report for you.\u003c/p\u003e\n\u003chr\u003e\n\u003ch3 id=\"1-todays-hot-trend-the-full-leap-from-chatbots-to-autonomous-agents\"\u003e\n  1. Today\u0026rsquo;s Hot Trend: The Full Leap from \u0026ldquo;Chatbots\u0026rdquo; to \u0026ldquo;Autonomous Agents\u0026rdquo;\n  \u003ca class=\"heading-link\" href=\"#1-todays-hot-trend-the-full-leap-from-chatbots-to-autonomous-agents\"\u003e\n    \u003ci class=\"fa-solid fa-link\" aria-hidden=\"true\" title=\"Link to heading\"\u003e\u003c/i\u003e\n    \u003cspan class=\"sr-only\"\u003eLink to heading\u003c/span\u003e\n  \u003c/a\u003e\n\u003c/h3\u003e\n\u003cp\u003eToday\u0026rsquo;s most significant technical developments are centered on the frequent updates to \u003cstrong\u003eOpenAI Codex\u003c/strong\u003e and \u003cstrong\u003eAnthropic Claude Code\u003c/strong\u003e, signaling AI\u0026rsquo;s evolution from simple chatbots to \u0026ldquo;digital employees\u0026rdquo; capable of directly manipulating their environment.\u003c/p\u003e\n\u003cul\u003e\n\u003cli\u003e\u003cstrong\u003eThe Dawn of the Native Browser Agent Era:\u003c/strong\u003e OpenAI\u0026rsquo;s release of the Codex Chrome extension has sparked heated discussion. It allows for direct browser control on macOS and Windows and features parallel processing across multiple background tabs. @op7418 noted that this parallel experience, which \u0026ldquo;doesn\u0026rsquo;t interfere with the user\u0026rsquo;s native operations,\u0026rdquo; is excellent and can even automate complex tasks like API integration and service deployment. @Pluvio9yte believes this represents a \u0026ldquo;paradigm-shifting disruption\u0026rdquo; to existing browser control products (like Manus).\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003eTask-Oriented \u0026ldquo;/goal Mode\u0026rdquo;:\u003c/strong\u003e The internal testing of Codex\u0026rsquo;s \u003ccode\u003e/goal\u003c/code\u003e command is seen as a milestone. @Pluvio9yte analyzed that this shifts the AI from a \u0026ldquo;requesting-permission-at-every-step\u0026rdquo; model to an autonomous mode that \u0026ldquo;doesn\u0026rsquo;t stop until the goal is met,\u0026rdquo; enabling it to automatically complete the entire loop of reading files, modifying code, and running tests.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003eConvergence on a \u0026ldquo;Three-Column\u0026rdquo; Interface:\u003c/strong\u003e @dotey observed that top-tier Agent applications like Codex, the Claude desktop version, and Cursor have reached a strong consensus on interface layout: conversation history on the left, the current conversation in the middle, and the workspace on the right. This reflects that in the Agent era, users need not only to \u0026ldquo;talk\u0026rdquo; but also to \u0026ldquo;see\u0026rdquo; and \u0026ldquo;modify\u0026rdquo; the Agent\u0026rsquo;s execution results.\u003c/li\u003e\n\u003c/ul\u003e\n\u003ch3 id=\"2-unique-perspectives-and-industry-foresight\"\u003e\n  2. Unique Perspectives and Industry Foresight\n  \u003ca class=\"heading-link\" href=\"#2-unique-perspectives-and-industry-foresight\"\u003e\n    \u003ci class=\"fa-solid fa-link\" aria-hidden=\"true\" title=\"Link to heading\"\u003e\u003c/i\u003e\n    \u003cspan class=\"sr-only\"\u003eLink to heading\u003c/span\u003e\n  \u003c/a\u003e\n\u003c/h3\u003e\n\u003cp\u003eInfluencers offered profound insights into AI\u0026rsquo;s underlying logic, business models, and future forms:\u003c/p\u003e\n\u003cul\u003e\n\u003cli\u003e\u003cstrong\u003eHTML Will Replace Markdown as the Preferred Output Format for Agents:\u003c/strong\u003e This is a highly controversial and forward-looking discussion. @op7418 and @Pluvio9yte argue that while Markdown is suitable for storage, HTML offers higher information density, better visualization, and interactivity, making it more suitable for Agents to deliver complex results to humans. However, @dotey expressed reservations, believing that Markdown still holds an advantage in information density and LLM comprehension, whereas HTML is too bloated and not conducive to version control.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003eThe \u0026ldquo;App Store\u0026rdquo; Moment for Agents is Approaching:\u003c/strong\u003e @dotey predicts that the next step for Agents is \u0026ldquo;plugin-ization.\u0026rdquo; Since a simple Prompt (Skill) offers a very shallow moat and is difficult to commercialize, a plugin ecosystem similar to VSCode or Chrome will emerge to solve the \u0026ldquo;last mile\u0026rdquo; problem of user\u0026rsquo;s secondary edits.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003eTest Cases Are the New Moat for Code:\u003c/strong\u003e @ruanyf proposed that as AI becomes capable of easily replicating large software (e.g., recreating Next.js for $1100), the code itself no longer serves as a moat. The real barrier lies in the \u0026ldquo;test cases\u0026rdquo; that ensure logical correctness.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003eAI is the \u0026ldquo;Encapsulation\u0026rdquo; of the Brain:\u003c/strong\u003e @lijigang offered a philosophical perspective: a robotic arm is an encapsulation of the hand, a car is an encapsulation of the legs, and AI is an encapsulation of the brain. When AI replaces all the \u0026ldquo;How,\u0026rdquo; humanity must rediscover its \u0026ldquo;Why.\u0026rdquo;\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003ePerceived Obsolescence:\u003c/strong\u003e @nishuang drew on Apple\u0026rsquo;s innovation strategy to remind us that hardware and software updates in the AI era may not be driven by \u0026ldquo;necessity,\u0026rdquo; but rather by creating new experiences that make old products seem \u0026ldquo;obsolete,\u0026rdquo; thereby stimulating consumption.\u003c/li\u003e\n\u003c/ul\u003e\n\u003ch3 id=\"3-recommended-tools-and-resources\"\u003e\n  3. Recommended Tools and Resources\n  \u003ca class=\"heading-link\" href=\"#3-recommended-tools-and-resources\"\u003e\n    \u003ci class=\"fa-solid fa-link\" aria-hidden=\"true\" title=\"Link to heading\"\u003e\u003c/i\u003e\n    \u003cspan class=\"sr-only\"\u003eLink to heading\u003c/span\u003e\n  \u003c/a\u003e\n\u003c/h3\u003e\n\u003cp\u003eThe following are practical tools frequently recommended or released by influencers today:\u003c/p\u003e\n\u003ch4 id=\"productivity-and-development-tools\"\u003e\n  \u003cstrong\u003eProductivity and Development Tools\u003c/strong\u003e\n  \u003ca class=\"heading-link\" href=\"#productivity-and-development-tools\"\u003e\n    \u003ci class=\"fa-solid fa-link\" aria-hidden=\"true\" title=\"Link to heading\"\u003e\u003c/i\u003e\n    \u003cspan class=\"sr-only\"\u003eLink to heading\u003c/span\u003e\n  \u003c/a\u003e\n\u003c/h4\u003e\n\u003cul\u003e\n\u003cli\u003e\u003cstrong\u003eCodex Chrome Extension:\u003c/strong\u003e Directly controls the browser to execute tasks, supporting Chromium-based browsers (like Chrome, Dia).\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003eClaude Code (Agent View):\u003c/strong\u003e A new feature from Anthropic that provides an overview of all running AI programming sessions and supports background tasks (\u003ccode\u003e/bg\u003c/code\u003e).\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003eUI-TARS:\u003c/strong\u003e An open-source visual language model from ByteDance that can directly control a computer desktop using screenshots and instructions.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003eCloakBrowser:\u003c/strong\u003e An open-source browser project that bypasses 57 types of fingerprint detection by modifying the Chromium source code to counter anti-scraping measures.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003eHuggingface CLI:\u003c/strong\u003e The official tool recommended by @vista8, which allows for reading AI papers directly from the command line (\u003ccode\u003ehf papers read [URL]\u003c/code\u003e).\u003c/li\u003e\n\u003c/ul\u003e\n\u003ch4 id=\"content-creation--design\"\u003e\n  \u003cstrong\u003eContent Creation \u0026amp; Design\u003c/strong\u003e\n  \u003ca class=\"heading-link\" href=\"#content-creation--design\"\u003e\n    \u003ci class=\"fa-solid fa-link\" aria-hidden=\"true\" title=\"Link to heading\"\u003e\u003c/i\u003e\n    \u003cspan class=\"sr-only\"\u003eLink to heading\u003c/span\u003e\n  \u003c/a\u003e\n\u003c/h4\u003e\n\u003cul\u003e\n\u003cli\u003e\u003cstrong\u003ePPT Skill 2.0:\u003c/strong\u003e An updated open-source PPT creation tool by @op7418, supporting over 20 layouts and capable of automatically sourcing images via GPT-Image-2.0.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003eGPT Image 2.0 Prompt Templates:\u003c/strong\u003e @dotey shared advanced prompt frameworks for generating \u0026ldquo;ink wash style slides\u0026rdquo; and \u0026ldquo;viral Chinese tech news covers.\u0026rdquo;\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003eCapWords:\u003c/strong\u003e Recommended by @nishuang, a \u0026ldquo;gamified\u0026rdquo; AI app for learning foreign languages that makes memorizing vocabulary less tedious through AI-powered image cutouts and scene recognition.\u003c/li\u003e\n\u003c/ul\u003e\n\u003ch4 id=\"learning-resources\"\u003e\n  \u003cstrong\u003eLearning Resources\u003c/strong\u003e\n  \u003ca class=\"heading-link\" href=\"#learning-resources\"\u003e\n    \u003ci class=\"fa-solid fa-link\" aria-hidden=\"true\" title=\"Link to heading\"\u003e\u003c/i\u003e\n    \u003cspan class=\"sr-only\"\u003eLink to heading\u003c/span\u003e\n  \u003c/a\u003e\n\u003c/h4\u003e\n\u003cul\u003e\n\u003cli\u003e\u003cstrong\u003eLex Fridman Podcast Script Library:\u003c/strong\u003e Transcripts of the world\u0026rsquo;s top AI podcast, suitable as a corpus for Agents or for in-depth reading.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003eAI Paper Learning Library (33k Stars):\u003c/strong\u003e Recommended by @vista8, this collection features detailed video explanations from experts like Li Mu, categorized by time and type.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003eProgramBench:\u003c/strong\u003e Currently the most challenging AI programming benchmark, released by Meta, Stanford, and others, used to test AI\u0026rsquo;s reverse engineering capabilities without source code.\u003c/li\u003e\n\u003c/ul\u003e\n\u003chr\u003e\n\u003cp\u003e\u003cstrong\u003eAnalyst\u0026rsquo;s Comment:\u003c/strong\u003e\nOver the past 24 hours, the industry\u0026rsquo;s focus has been shifting from \u0026ldquo;model capabilities\u0026rdquo; to \u0026ldquo;engineering and implementation.\u0026rdquo; Whether it\u0026rsquo;s Codex\u0026rsquo;s takeover of the browser or the debates around HTML/Markdown delivery formats, it all points to one central theme: \u003cstrong\u003eAI is moving beyond the chatbox and into real-world workflows.\u003c/strong\u003e Developers should pay attention to the business opportunities created by \u0026ldquo;plugin-ization,\u0026rdquo; while general users should start getting accustomed to collaborating with multiple Agents running in the background.\u003c/p\u003e\n\u003ch2 id=\"-appendix-todays-watch-list-update-sources\"\u003e\n  📚 Appendix: Today\u0026rsquo;s Watch List Update Sources\n  \u003ca class=\"heading-link\" href=\"#-appendix-todays-watch-list-update-sources\"\u003e\n    \u003ci class=\"fa-solid fa-link\" aria-hidden=\"true\" title=\"Link to heading\"\u003e\u003c/i\u003e\n    \u003cspan class=\"sr-only\"\u003eLink to heading\u003c/span\u003e\n  \u003c/a\u003e\n\u003c/h2\u003e\n\u003cblockquote\u003e\n\u003cp\u003eTimeframe: Last 3 days; 16 sources covered; 7 updates in total\u003c/p\u003e\n\u003c/blockquote\u003e\n\u003ch3 id=\"lennys-podcast-a_full\"\u003e\n  Lenny\u0026rsquo;s Podcast (A_full)\n  \u003ca class=\"heading-link\" href=\"#lennys-podcast-a_full\"\u003e\n    \u003ci class=\"fa-solid fa-link\" aria-hidden=\"true\" title=\"Link to heading\"\u003e\u003c/i\u003e\n    \u003cspan class=\"sr-only\"\u003eLink to heading\u003c/span\u003e\n  \u003c/a\u003e\n\u003c/h3\u003e\n\u003cul\u003e\n\u003cli\u003e\n\u003cp\u003e\u003cstrong\u003e\u003ca href=\"https://www.lennysnewsletter.com/p/how-i-ai-quests-token-leaderboards\"  class=\"external-link\" target=\"_blank\" rel=\"noopener\"\u003e🎙️ How I AI: Quests, token leaderboards, and the elite AI adoption playbook \u0026amp; Notion’s spec-driven development\u003c/a\u003e\u003c/strong\u003e\u003c/p\u003e\n\u003cul\u003e\n\u003cli\u003ePublication Time: 2026-05-12 00:02 Beijing Time\u003c/li\u003e\n\u003cli\u003eAbstract: - Quests, token leaderboards, and a skills marketplace: The elite AI adoption playbook | John Kim (Sendbird) Listen now on YouTube • Spotify • Apple Podcasts.\n\u003cul\u003e\n\u003cli\u003e\n\u003cul\u003e\n\u003cli\u003eWorkOS —Make your app enterprise-ready today.\u003c/li\u003e\n\u003c/ul\u003e\n\u003c/li\u003e\n\u003cli\u003e\n\u003cul\u003e\n\u003cli\u003eThoughtSpot —Build AI-powered analytics into your product.\u003c/li\u003e\n\u003c/ul\u003e\n\u003c/li\u003e\n\u003cli\u003eJohn Kim is the co-founder and CEO of Sendbird.\u003c/li\u003e\n\u003cli\u003eIn this episode, John shares how his marketing team built a real-time merchandise store with a Stripe integration without engineering support; why he tracks every single token spent within the company; how he identifies the \u0026ldquo;AI gurus\u0026rdquo; internally; and why the future of work belongs to those with curiosity, initiative, and drive, not just years of experience.\u003c/li\u003e\n\u003c/ul\u003e\n\u003c/li\u003e\n\u003cli\u003eEN Highlights:\n\u003cul\u003e\n\u003cli\u003eQuests, token leaderboards, and a skills marketplace: The elite AI adoption playbook | John Kim (Sendbird) Listen now on YouTube • Spotify • Apple Podcasts\u003c/li\u003e\n\u003cli\u003eBrought to you by:\u003c/li\u003e\n\u003cli\u003e\n\u003cul\u003e\n\u003cli\u003eWorkOS —Make your app enterprise-ready today\u003c/li\u003e\n\u003c/ul\u003e\n\u003c/li\u003e\n\u003cli\u003e\n\u003cul\u003e\n\u003cli\u003eThoughtSpot —Build AI-powered analytics into your product\u003c/li\u003e\n\u003c/ul\u003e\n\u003c/li\u003e\n\u003c/ul\u003e\n\u003c/li\u003e\n\u003c/ul\u003e\n\u003c/li\u003e\n\u003cli\u003e\n\u003cp\u003e\u003cstrong\u003e\u003ca href=\"https://www.lennysnewsletter.com/p/spec-driven-development-the-ai-engineering\"  class=\"external-link\" target=\"_blank\" rel=\"noopener\"\u003eSpec-driven development: The AI engineering workflow at Notion | Ryan Nystrom\u003c/a\u003e\u003c/strong\u003e\u003c/p\u003e\n\u003c/li\u003e\n\u003cli\u003e\n\u003cp\u003ePublication Time: 2026-05-11 20:03 Beijing Time\u003c/p\u003e\n\u003cul\u003e\n\u003cli\u003eSummary: Ryan Nystrom is a software engineer at Notion.\nHe joined Notion in December 2024 after Notion acquired Campsite, the team communication platform he co-founded with Brian Lovin.\nAt Notion, he has been a core builder of Notion AI and the Custom Agents feature launched in February 2026.\nHe currently manages a team of six to seven engineers while still writing code himself, and is currently in charge of \u0026ldquo;Project Afterburner,\u0026rdquo; which aims to reduce Notion\u0026rsquo;s continuous integration (CI) time to one-third of its current duration.\nFeel free to listen or watch on YouTube, Spotify, or Apple Podcasts.\u003c/li\u003e\n\u003cli\u003eEN Key Points:\n\u003cul\u003e\n\u003cli\u003eRyan Nystrom is a software engineer at Notion\u003c/li\u003e\n\u003cli\u003eHe joined in December 2024 after Notion acquired Campsite, the team communication platform he co-founded with Brian Lovin\u003c/li\u003e\n\u003cli\u003eAt Notion, he’s been a core builder of Notion AI and the Custom Agents feature launched in February 2026\u003c/li\u003e\n\u003cli\u003eHe manages a team of six to seven engineers while still writing code himself, currently running Project Afterburner, a push to cut Notion’s CI time to a quarter…\u003c/li\u003e\n\u003c/ul\u003e\n\u003c/li\u003e\n\u003c/ul\u003e\n\u003c/li\u003e\n\u003c/ul\u003e\n\u003ch3 id=\"stratechery-by-ben-thompson-a_full\"\u003e\n  Stratechery by Ben Thompson (A_full)\n  \u003ca class=\"heading-link\" href=\"#stratechery-by-ben-thompson-a_full\"\u003e\n    \u003ci class=\"fa-solid fa-link\" aria-hidden=\"true\" title=\"Link to heading\"\u003e\u003c/i\u003e\n    \u003cspan class=\"sr-only\"\u003eLink to heading\u003c/span\u003e\n  \u003c/a\u003e\n\u003c/h3\u003e\n\u003cul\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://stratechery.com/2026/the-inference-shift/\"  class=\"external-link\" target=\"_blank\" rel=\"noopener\"\u003eThe Inference Shift\u003c/a\u003e\u003c/strong\u003e\n\u003cul\u003e\n\u003cli\u003ePublication Time: 2026-05-11 18:00 Beijing Time\u003c/li\u003e\n\u003cli\u003eSummary: - \u003cstrong\u003eListen to this article:\u003c/strong\u003e\n\u003cul\u003e\n\u003cli\u003eIf you were looking for the best time for an Initial Public Offering (IPO), going public as a chip company in May 2026 is almost impeccable.\u003c/li\u003e\n\u003cli\u003e\n\u003cblockquote\u003e\n\u003cp\u003eAccording to two sources familiar with the matter who spoke to Reuters on Sunday, Cerebras Systems is set to increase the size and pricing of its initial public offering as early as Monday, due to soaring market demand for the AI chipmaker\u0026rsquo;s stock.\u003c/p\u003e\n\u003c/blockquote\u003e\n\u003c/li\u003e\n\u003cli\u003eThe sources, who requested anonymity as the information is not yet public, said the company is considering raising its new IPO price range to $150-$160 per share from $115-$125, and increasing the number of shares offered from 28 million to 30 million.\u003c/li\u003e\n\u003cli\u003eHowever, what Cerebras represents is more profound: although the narrative around AI computing power has largely revolved around GPUs (especially Nvidia\u0026rsquo;s products), the future computing landscape will show an increasingly diversified trend.\u003c/li\u003e\n\u003c/ul\u003e\n\u003c/li\u003e\n\u003cli\u003eEN Key Points:\n\u003cul\u003e\n\u003cli\u003eListen to this post :\u003c/li\u003e\n\u003cli\u003eLog in to listen\u003c/li\u003e\n\u003cli\u003eIf you were looking for the ideal time to IPO, being a chip company in May 2026 is hard to beat\u003c/li\u003e\n\u003cli\u003eReuters reported over the weekend :\u003c/li\u003e\n\u003c/ul\u003e\n\u003c/li\u003e\n\u003c/ul\u003e\n\u003c/li\u003e\n\u003c/ul\u003e\n\u003ch3 id=\"openai-blog-a_full\"\u003e\n  OpenAI Blog (A_full)\n  \u003ca class=\"heading-link\" href=\"#openai-blog-a_full\"\u003e\n    \u003ci class=\"fa-solid fa-link\" aria-hidden=\"true\" title=\"Link to heading\"\u003e\u003c/i\u003e\n    \u003cspan class=\"sr-only\"\u003eLink to heading\u003c/span\u003e\n  \u003c/a\u003e\n\u003c/h3\u003e\n\u003cul\u003e\n\u003cli\u003e\n\u003cp\u003e\u003cstrong\u003e\u003ca href=\"https://openai.com/signals/research/2026q1-update\"  class=\"external-link\" target=\"_blank\" rel=\"noopener\"\u003eHow ChatGPT adoption broadened in early 2026\u003c/a\u003e\u003c/strong\u003e\u003c/p\u003e\n\u003cul\u003e\n\u003cli\u003ePublication Time: 2026-05-11 23:00 Beijing Time\u003c/li\u003e\n\u003cli\u003eSummary: - First-quarter data shows growth in adoption among consumers across gender, age, and geographical distribution.\n\u003cul\u003e\n\u003cli\u003eIn the first quarter of 2026, ChatGPT saw broad growth among consumer groups of all ages, continued to rise among users who typically use female names, and gained deeper adoption in more countries.\u003c/li\u003e\n\u003cli\u003eThis analysis covers messages sent from ChatGPT\u0026rsquo;s consumer plans (Free, Go, Plus, and Pro).\u003c/li\u003e\n\u003cli\u003eBecause this analysis does not include Codex and the ChatGPT Enterprise and Education products, it underestimates the overall work and educational usage.\u003c/li\u003e\n\u003cli\u003e\n\u003ch2 id=\"the-usage-of-chatgpt-has-expanded-beyond-early-adopters\"\u003e\n  The usage of ChatGPT has expanded beyond early adopters.\n  \u003ca class=\"heading-link\" href=\"#the-usage-of-chatgpt-has-expanded-beyond-early-adopters\"\u003e\n    \u003ci class=\"fa-solid fa-link\" aria-hidden=\"true\" title=\"Link to heading\"\u003e\u003c/i\u003e\n    \u003cspan class=\"sr-only\"\u003eLink to heading\u003c/span\u003e\n  \u003c/a\u003e\n\u003c/h2\u003e\n\u003c/li\u003e\n\u003c/ul\u003e\n\u003c/li\u003e\n\u003cli\u003eEN Key Points:\u003c/li\u003e\n\u003c/ul\u003e\n\u003c/li\u003e\n\u003cli\u003e\n\u003cp\u003eChatGPT adoption surged in Q1 2026, with fastest growth among users over 35 and more balanced gender usage, signaling broader mainstream AI adoption.\u003c/p\u003e\n\u003c/li\u003e\n\u003cli\u003e\n\u003cp\u003e\u003cstrong\u003e\u003ca href=\"https://openai.com/business/guides-and-resources/how-enterprises-are-scaling-ai\"  class=\"external-link\" target=\"_blank\" rel=\"noopener\"\u003eHow enterprises are scaling AI\u003c/a\u003e\u003c/strong\u003e\u003c/p\u003e\n\u003cul\u003e\n\u003cli\u003ePublication Time: 2026-05-11 18:00 Beijing Time\u003c/li\u003e\n\u003cli\u003eSummary: - Practical insights from European business leaders.\n\u003cul\u003e\n\u003cli\u003eThrough interviews with executives from companies like Philips, BBVA, Mirakl, Scout24, JetBrains, and Scania, a common reality emerges: the key to scaling AI isn\u0026rsquo;t about \u0026ldquo;deploying AI,\u0026rdquo; but about creating the conditions for people to trust, adopt, and continuously improve it.\u003c/li\u003e\n\u003cli\u003eThe organizations that stand out are not merely chasing speed.\u003c/li\u003e\n\u003cli\u003eThey act more deliberately—treating AI as an operational layer and a leadership discipline, grounded in workflow design, governance that enables speed, and proof that stands up to the pressures of production.\u003c/li\u003e\n\u003cli\u003e\n\u003ch2 id=\"five-patterns-we-observed-repeatedly\"\u003e\n  Five patterns we observed repeatedly.\n  \u003ca class=\"heading-link\" href=\"#five-patterns-we-observed-repeatedly\"\u003e\n    \u003ci class=\"fa-solid fa-link\" aria-hidden=\"true\" title=\"Link to heading\"\u003e\u003c/i\u003e\n    \u003cspan class=\"sr-only\"\u003eLink to heading\u003c/span\u003e\n  \u003c/a\u003e\n\u003c/h2\u003e\n\u003c/li\u003e\n\u003c/ul\u003e\n\u003c/li\u003e\n\u003cli\u003eEN Key Points:\n\u003cul\u003e\n\u003cli\u003eHow enterprises scale AI: from early experiments to compounding impact through trust, governance, workflow design, and quality at scale.\u003c/li\u003e\n\u003c/ul\u003e\n\u003c/li\u003e\n\u003c/ul\u003e\n\u003c/li\u003e\n\u003cli\u003e\n\u003cp\u003e\u003cstrong\u003e\u003ca href=\"https://openai.com/index/openai-campus-network-student-club-interest-form\"  class=\"external-link\" target=\"_blank\" rel=\"noopener\"\u003eOpenAI Campus Network: Student club interest form\u003c/a\u003e\u003c/strong\u003e\u003c/p\u003e\n\u003cul\u003e\n\u003cli\u003ePublication Time: 2026-05-11 18:00 Beijing Time\u003c/li\u003e\n\u003cli\u003eSummary: - Join the OpenAI Campus Network—connect with student clubs worldwide, use AI tools, host various events, and build an AI-driven campus community.\n\u003cul\u003e\n\u003cli\u003eThis article from the OpenAI blog explains how the \u0026ldquo;OpenAI Campus Network: Student club interest form\u0026rdquo; is shaping the broader AI and infrastructure landscape.\u003c/li\u003e\n\u003cli\u003eThe article also reveals the underlying practical significance for founders, operators, and investors interested in the \u0026ldquo;OpenAI Campus Network: Student club interest form\u0026rdquo;.\u003c/li\u003e\n\u003c/ul\u003e\n\u003c/li\u003e\n\u003cli\u003eEN Key Points:\n\u003cul\u003e\n\u003cli\u003eJoin the OpenAI Campus Network—connect student clubs worldwide, access AI tools, host events, and build an AI-powered campus community.\u003c/li\u003e\n\u003c/ul\u003e\n\u003c/li\u003e\n\u003c/ul\u003e\n\u003c/li\u003e\n\u003cli\u003e\n\u003cp\u003e\u003cstrong\u003e\u003ca href=\"https://openai.com/index/openai-launches-the-deployment-company\"  class=\"external-link\" target=\"_blank\" rel=\"noopener\"\u003eOpenAI launches DeployCo to help businesses build around intelligence\u003c/a\u003e\u003c/strong\u003e\u003c/p\u003e\n\u003cul\u003e\n\u003cli\u003ePublication Time: 2026-05-11 14:00 Beijing Time\u003c/li\u003e\n\u003cli\u003eSummary: - OpenAI has launched a new enterprise deployment company, DeployCo, to help organizations bring cutting-edge AI technology into production and convert it into measurable business results.\n\u003cul\u003e\n\u003cli\u003eOpenAI has launched a new enterprise deployment company, DeployCo, to help organizations bring cutting-edge AI technology into production and convert it into measurable business\u0026hellip;\u003c/li\u003e\n\u003cli\u003eOpenAI launches DeployCo to help businesses build around intelligence.\u003c/li\u003e\n\u003c/ul\u003e\n\u003c/li\u003e\n\u003cli\u003eEN Key Points:\n\u003cul\u003e\n\u003cli\u003eOpenAI launches DeployCo, a new enterprise deployment company built to help organizations bring frontier AI into production and turn it into measurable business…\u003c/li\u003e\n\u003c/ul\u003e\n\u003c/li\u003e\n\u003c/ul\u003e\n\u003c/li\u003e\n\u003c/ul\u003e\n",
  "wordCount": 2929,
  "readingTime": 14,
  "tableOfContents": "\u003cnav id=\"TableOfContents\"\u003e\n  \u003cul\u003e\n    \u003cli\u003e\u003ca href=\"#-in-depth-guide-from-this-issues-watch-list\"\u003e📖 In-Depth Guide from This Issue\u0026rsquo;s Watch List\u003c/a\u003e\u003c/li\u003e\n    \u003cli\u003e\u003ca href=\"#-ai-hot-topics-on-x\"\u003e🌐 AI Hot Topics on X\u003c/a\u003e\n      \u003cul\u003e\n        \u003cli\u003e\u003ca href=\"#topic-1-openai-launches-deployment-company-with-4-billion-backing\"\u003eTopic 1: OpenAI Launches Deployment Company with $4 Billion Backing\u003c/a\u003e\u003c/li\u003e\n        \u003cli\u003e\u003ca href=\"#topic-2-google-tests-gemini-omni-ai-video-tool-in-app\"\u003eTopic 2: Google Tests Gemini Omni AI Video Tool in App\u003c/a\u003e\u003c/li\u003e\n        \u003cli\u003e\u003ca href=\"#topic-3-new-benchmark-ranks-top-ai-coding-agents-and-frameworks\"\u003eTopic 3: New Benchmark Ranks Top AI Coding Agents and Frameworks\u003c/a\u003e\u003c/li\u003e\n        \u003cli\u003e\u003ca href=\"#topic-4-anthropic-releases-audiobook-of-claudes-guiding-constitution\"\u003eTopic 4: Anthropic Releases Audiobook of Claude\u0026rsquo;s Guiding Constitution\u003c/a\u003e\u003c/li\u003e\n      \u003c/ul\u003e\n    \u003c/li\u003e\n    \u003cli\u003e\u003ca href=\"#-influencer-insights\"\u003e💡 Influencer Insights\u003c/a\u003e\n      \u003cul\u003e\n        \u003cli\u003e\u003ca href=\"#1-todays-hot-trend-the-full-leap-from-chatbots-to-autonomous-agents\"\u003e1. Today\u0026rsquo;s Hot Trend: The Full Leap from \u0026ldquo;Chatbots\u0026rdquo; to \u0026ldquo;Autonomous Agents\u0026rdquo;\u003c/a\u003e\u003c/li\u003e\n        \u003cli\u003e\u003ca href=\"#2-unique-perspectives-and-industry-foresight\"\u003e2. Unique Perspectives and Industry Foresight\u003c/a\u003e\u003c/li\u003e\n        \u003cli\u003e\u003ca href=\"#3-recommended-tools-and-resources\"\u003e3. Recommended Tools and Resources\u003c/a\u003e\u003c/li\u003e\n      \u003c/ul\u003e\n    \u003c/li\u003e\n    \u003cli\u003e\u003ca href=\"#-appendix-todays-watch-list-update-sources\"\u003e📚 Appendix: Today\u0026rsquo;s Watch List Update Sources\u003c/a\u003e\n      \u003cul\u003e\n        \u003cli\u003e\u003ca href=\"#lennys-podcast-a_full\"\u003eLenny\u0026rsquo;s Podcast (A_full)\u003c/a\u003e\u003c/li\u003e\n        \u003cli\u003e\u003ca href=\"#stratechery-by-ben-thompson-a_full\"\u003eStratechery by Ben Thompson (A_full)\u003c/a\u003e\u003c/li\u003e\n        \u003cli\u003e\u003ca href=\"#openai-blog-a_full\"\u003eOpenAI Blog (A_full)\u003c/a\u003e\u003c/li\u003e\n      \u003c/ul\u003e\n    \u003c/li\u003e\n    \u003cli\u003e\u003ca href=\"#the-usage-of-chatgpt-has-expanded-beyond-early-adopters\"\u003eThe usage of ChatGPT has expanded beyond early adopters.\u003c/a\u003e\u003c/li\u003e\n    \u003cli\u003e\u003ca href=\"#five-patterns-we-observed-repeatedly\"\u003eFive patterns we observed repeatedly.\u003c/a\u003e\u003c/li\u003e\n  \u003c/ul\u003e\n\u003c/nav\u003e",
  "isDraft": false
}