{"title":"AI Daily - 2026-02-23","url":"/en/ai-daily/ai-daily-2026-02-24/","date":"2026-02-23","type":"ai-daily","content":"\u003cblockquote\u003e\n\u003cp\u003eThis page is auto-generated from the daily AI Daily.\u003c/p\u003e\n\u003c/blockquote\u003e\n\u003ch1 id=\"2026-02-24-ai-daily-watch-list--x-hot-topics\"\u003e\n  2026-02-24 AI Daily (Watch List + X Hot Topics)\n  \u003ca class=\"heading-link\" href=\"#2026-02-24-ai-daily-watch-list--x-hot-topics\"\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\u003eThis report is based on the Watch List JSON snapshot generated in Phase 2, as well as AI-related hot topics on X/Twitter (captured via the bird CLI).\u003c/p\u003e\n\u003c/blockquote\u003e\n\u003ch2 id=\"1-watch-list-update-summary\"\u003e\n  1. Watch List Update Summary\n  \u003ca class=\"heading-link\" href=\"#1-watch-list-update-summary\"\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\u003eTime Window: Last 7 days; 16 sources covered; 20 updates in total.\u003c/p\u003e\n\u003c/blockquote\u003e\n\u003ch3 id=\"a16z-podcast-a_full\"\u003e\n  a16z Podcast (A_full)\n  \u003ca class=\"heading-link\" href=\"#a16z-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\u003cstrong\u003e\u003ca href=\"https://ai-a16z.simplecast.com/episodes/durable-execution-and-the-infrastructure-powering-ai-agents-edrnjoca-sPuB7Zdw\"  class=\"external-link\" target=\"_blank\" rel=\"noopener\"\u003eDurable Execution and the Infrastructure Powering AI Agents\u003c/a\u003e\u003c/strong\u003e\n\u003cul\u003e\n\u003cli\u003ePublished: 2026-02-19 19:00 Beijing Time\u003c/li\u003e\n\u003cli\u003eSummary: - a16z managing partner Raghu Raghuram and a16z general partner Sarah Wang talk with Temporal CEO Samar Abbas about how durable execution is becoming the infrastructure layer behind some of the world\u0026rsquo;s most widely used AI agents. - They cover why long-running agents need state management and recoverability, how Temporal supports OpenAI\u0026rsquo;s Codex and Snap\u0026rsquo;s Story processing, and why the shift from interactive agents to background agents is presenting challenges to distributed systems that didn\u0026rsquo;t exist two years ago. - Resources: Follow Samar Abbas: Follow Sarah Wang: Follow Raghu Raghuram: See everything a16z is doing in AI, including articles, projects, and more podcasts. - Please note that the content here is for informational purposes only; it should not be taken as legal, business, tax, or investment advice or used to evaluate any investment or security; and it is not directed at any investors or potential investors in any a16z fund. - a16z and its affiliates may maintain investments in the companies discussed.\u003c/li\u003e\n\u003cli\u003eEN Key Points:\n\u003cul\u003e\n\u003cli\u003eRaghu Raghuram, Managing Partner at a16z, and Sarah Wang, General Partner at a16z, speak with Samar Abbas, CEO of Temporal, about how durable execution becam…\u003c/li\u003e\n\u003cli\u003eThey cover why long-running agents require state management and recoverability, how Temporal powers OpenAI’s Codex and Snap’s Story processing, and why the shif…\u003c/li\u003e\n\u003cli\u003eResources:\u003c/li\u003e\n\u003cli\u003eFollow Samar Abbas: \u003ca href=\"https://x.com/SamarAtTemporal\"  class=\"external-link\" target=\"_blank\" rel=\"noopener\"\u003ehttps://x.com/SamarAtTemporal\u003c/a\u003e\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=\"y-combinator-podcast-b_introsearch\"\u003e\n  Y Combinator Podcast (B_intro+search)\n  \u003ca class=\"heading-link\" href=\"#y-combinator-podcast-b_introsearch\"\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://podcasters.spotify.com/pod/show/ycombinator/episodes/The-AI-Agent-Economy-Is-Here-e3fdlfo\"  class=\"external-link\" target=\"_blank\" rel=\"noopener\"\u003eThe AI Agent Economy Is Here\u003c/a\u003e\u003c/strong\u003e\n\u003cul\u003e\n\u003cli\u003ePublished: 2026-02-22 03:32 Beijing Time\u003c/li\u003e\n\u003cli\u003eSummary: - You may have already heard of OpenClaw (formerly known as Clawdbot/Moltbot). - The sensational open-source AI assistant can run on your own device, connect with the messaging apps you already use, and go beyond chat to actually perform tasks like managing emails, calendars, files, workflows, and more. - Now, meet the person behind it. - YC\u0026rsquo;s Raphael Schaad sits down with OpenClaw founder Peter Steinberger to discuss the \u0026ldquo;aha\u0026rdquo; moment behind the viral personal AI agent, why local-first agents could replace many of today\u0026rsquo;s applications, and how personal agents will reshape the future of software.\u003c/li\u003e\n\u003cli\u003eEN Key Points:\n\u003cul\u003e\n\u003cli\u003eWith the takeoff of OpenClaw and MoltBook, a new agent-driven economy is taking shape. In this episode of the Lightcone, we took a look at…\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=\"all-in-podcast-a_full\"\u003e\n  All-In Podcast (A_full)\n  \u003ca class=\"heading-link\" href=\"#all-in-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\u003cstrong\u003e\u003ca href=\"https://allinchamathjason.libsyn.com/prince-andrew-arrested-epstein-mythology-reid-hoffman-files-with-saagar-enjeti-michael-tracey\"  class=\"external-link\" target=\"_blank\" rel=\"noopener\"\u003ePrince Andrew Arrested, Epstein Mythology, Reid Hoffman Files with Saagar Enjeti \u0026amp; Michael Tracey\u003c/a\u003e\u003c/strong\u003e\n\u003cul\u003e\n\u003cli\u003ePublished: 2026-02-21 05:31 Beijing Time\u003c/li\u003e\n\u003c/ul\u003e\n\u003c/li\u003e\n\u003cli\u003eSummary: - (0:00) David Sacks introduces Saagar Enjeti and Michael Tracey (1:04) Epstein\u0026rsquo;s global financial network reacts to the arrest of Prince Andrew in the UK\u0026hellip; - (34:10) Michael Tracey explains the \u0026ldquo;Epstein Mythology\u0026rdquo; (1:14:23) Kevin Bass joins to discuss Reid Hoffman\u0026rsquo;s history with Epstein (1:32:52). - This piece from the All-In Podcast explains how the arrest of Prince Andrew, the Epstein mythology, and Reid Hoffman\u0026rsquo;s file with Saagar Enjeti and Michael Tracey are shaping the broader AI and infrastructure landscape.\n\u003cul\u003e\n\u003cli\u003eEN Highlights:\n\u003cul\u003e\n\u003cli\u003e(0:00) David Sacks introduces Saagar Enjeti and Michael Tracey (1:04) Reacting to the arrest of Prince Andrew in the UK, Epstein\u0026rsquo;s global finance netw…\u003c/li\u003e\n\u003cli\u003e(34:10) Michael Tracey explains \u0026ldquo;Epstein Mythology\u0026rdquo; (1:14:23) Kevin Bass joins to discuss Reid Hoffman\u0026rsquo;s history with Epstein (1:32:52) Mi…\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=\"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/this-week-on-how-i-ai-how-notions\"  class=\"external-link\" target=\"_blank\" rel=\"noopener\"\u003e🎙️ This week on How I AI: How Notion’s design team uses Claude Code to design\u003c/a\u003e\u003c/strong\u003e\u003c/p\u003e\n\u003cul\u003e\n\u003cli\u003ePublished: 2026-02-24 00:02 Beijing Time\u003c/li\u003e\n\u003cli\u003eSummary: - \u0026ldquo;I haven\u0026rsquo;t written a line of front-end code in 3 months\u0026rdquo;: How Notion\u0026rsquo;s design team uses Claude Code to design. Presented by: - WorkOS — Get your app enterprise-ready in minutes. - Orkes — An enterprise platform for reliable application and agent workflows. Notion\u0026rsquo;s Product Designer, Brian Lovin, has built a shared, AI-powered \u0026ldquo;prototype playground\u0026rdquo; that allows the entire design team to use Claude Code to turn Figma designs into working code. - Instead of being stuck in static mockups, the team prototypes directly in a shared Next.js environment connected to real AI models, so they can test ideas in the browser, catch edge cases early, and design for what’s actually possible. - In this episode, Brian details how the system works, how he uses planning mode, slash commands, and custom Claude skills to automate repetitive tasks, and why his core rule for using AI is simple: when Claude asks you to do something, teach it to do that thing itself. - Detailed workflow walkthroughs from this episode: • How Notion uses AI for design: Brian Lovin\u0026rsquo;s Prototype Playground and Claude Code workflow: • Automating your Git and deployment workflows with custom AI commands: - - • Building an AI workflow to convert Figma designs into code with a self-correction loop: - - • Rapidly building interactive prototypes from ideas using Claude Code: - - Top takeaways: - Design is shifting towards code-first prototyping. - While Brian still spends 60% to 70% of his time in Figma, he believes designers increasingly need to understand the actual capabilities of AI models.\u003c/li\u003e\n\u003cli\u003eEN Highlights:\n\u003cul\u003e\n\u003cli\u003e\u0026lt;a class=\u0026ldquo;image-link image2\u0026rdquo; href=\u0026ldquo;\u003ca href=\"https://substackcdn.com/image/fetch/$s\"  class=\"external-link\" target=\"_blank\" rel=\"noopener\"\u003ehttps://substackcdn.com/image/fetch/$s\u003c/a\u003e_\u003c/li\u003e\n\u003cli\u003e,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F361d81ef-7faf-4d8e-8028-5d5e03432a9a_2329x551.pn…\u003c/li\u003e\n\u003cli\u003e,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F361d81ef-7faf-4d8e-8028-5d5e03432…\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,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fe08260b2-68c4-4463-beff-6da937da1a44_1600x114.pn…\u003c/p\u003e\n\u003c/li\u003e\n\u003cli\u003e\n\u003cp\u003e\u003cstrong\u003e\u003ca href=\"https://www.lennysnewsletter.com/p/i-havent-written-a-single-line-of\"  class=\"external-link\" target=\"_blank\" rel=\"noopener\"\u003e“I haven’t written a single line of front-end code in 3 months”: How Notion’s design team uses Claude Code to prototype\u003c/a\u003e\u003c/strong\u003e\u003c/p\u003e\n\u003cul\u003e\n\u003cli\u003ePublished: 2026-02-23 21:03 Beijing Time\u003c/li\u003e\n\u003cli\u003eAbstract: - Brian Lovin, a designer at Notion AI, has transformed how the design team builds prototypes by creating a shared code environment powered by Claude Code. - Instead of working in isolated repositories or being limited to static Figma designs, designers have built a collaborative \u0026ldquo;prototype playground\u0026rdquo; where the entire team can create, share, and iterate on functional prototypes. - In this episode, Brian demonstrates how AI-assisted coding has dramatically accelerated the design process and why code-based prototyping is essential for building AI-driven products. - Listen or watch on YouTube, Spotify, or Apple Podcasts. What you will learn: - How Brian built a shared Next.js application to serve as a collaborative prototyping environment for Notion\u0026rsquo;s design team - Why encountering \u0026ldquo;reality\u0026rdquo; early in the design process leads to better products - How to use Claude Code\u0026rsquo;s \u0026ldquo;plan mode\u0026rdquo; to get better results when prototyping - The power of custom Claude slash commands and skills to automate repetitive tasks - How to turn Figma designs into working code with just one prompt - Why AI-driven products cannot be effectively designed in static tools like Figma - Brian\u0026rsquo;s rule for handling AI: \u0026ldquo;When Claude asks you to do something, teach it to do it itself.\u0026rdquo; Brought to you by: WorkOS — Get your app enterprise-ready in minutes. Orkes — Enterprise-grade platform for reliable apps and agentic workflows. In this episode, we will cover: (00:00) Introduction to Brian (02:36) Building B2B SaaS (04:42) Notion\u0026rsquo;s Prototype Playground: What it is and how it works (08:01) Technical background of designers using the playground (10:52) Demo: Building a podcast player prototype (16:00) Actionable tips for getting better Claude Code results (20:16) Analyzing the results (20:30) Creating slash commands to simplify workflows (23:03) Turning Figma designs into production-ready code (25:06) MCP frustrations and tips (30:54) Demo: Creating a custom \u0026ldquo;find icon\u0026rdquo; skill (35:03) Demo: Creating a deploy command to simplify GitHub workflows (41:09) Quick recap (41:59) How code-based prototyping is changing design at Notion (46:48) Brian\u0026rsquo;s tool preferences (48:42) Prompting techniques when AI isn\u0026rsquo;t listening. Referenced Tools: • Claude Code: • Cursor: • Next.js: • Figma: • Monologue: • GitHub: • GitHub Desktop: • Tailwind CSS: • Bun: Other Resources: • Claude Skills Explained: How to Create Reusable AI Workflows: Where to find Brian Lovin: Website: LinkedIn: linkedin.com/in/brianlovin X: Where to find Claire Vo: ChatPRD: Website: LinkedIn: X: Production and marketing. - Watch Now | 🎙️ Brian Lovin of Notion on how to build a shared prototype playground, convert Figma designs into working code with Claude Code, and why AI is changing how designers work. Brian Lovin, a designer at Notion AI, has tr\u0026hellip; Instead of designers working in isolated repositories or being limited to static Figma designs, Brian built a collaborative \u0026ldquo;prototype playground\u0026rdquo; where t\u0026hellip; In this episode, Brian demonstrates how AI-assisted coding has dramatically accelerated the design process, and why code-based prototyping is essential for build\u0026hellip; si=ecfQK2FsSw2fp2VDyXrh2Q\u0026rdquo;\u0026gt;Spotify or \u0026lt;a href=\u0026quot; “I haven’t written a single line of front-end code in 3 months”: How Notion’s design team uses Claude Code to prototype.\u003c/li\u003e\n\u003cli\u003eEN Key Points:\u003c/li\u003e\n\u003c/ul\u003e\n\u003c/li\u003e\n\u003cli\u003e\n\u003cp\u003eBrian Lovin is a designer at Notion AI who has tr…\u003c/p\u003e\n\u003c/li\u003e\n\u003cli\u003e\n\u003cp\u003eInstead of designers working in isolated repositories or limited to static Figma designs, Brian built a collaborative “prototype playground” where t…\u003c/p\u003e\n\u003c/li\u003e\n\u003cli\u003e\n\u003cp\u003eIn this episode, Brian demonstrates how AI-assisted coding has dramatically accelerated the design process and why code-based prototyping is essential for build…\u003c/p\u003e\n\u003c/li\u003e\n\u003cli\u003e\n\u003cp\u003esi=ecfQK2FsSw2fp2VDyXrh2Q\u0026quot;\u0026gt;Spotify , or \u0026lt;a href=\u0026ldquo;\u003ca href=\"https://podcasts.apple.com/us/podcast/i-havent-written-a-single-line-of-front-end-code-in/id1809663079\"  class=\"external-link\" target=\"_blank\" rel=\"noopener\"\u003ehttps://podcasts.apple.com/us/podcast/i-havent-written-a-single-line-of-front-end-code-in/id1809663079\u003c/a\u003e\u003c/p\u003e\n\u003c/li\u003e\n\u003cli\u003e\n\u003cp\u003e\u003cstrong\u003e\u003ca href=\"https://www.lennysnewsletter.com/p/community-wisdom-making-your-product\"  class=\"external-link\" target=\"_blank\" rel=\"noopener\"\u003e🧠 Community Wisdom: Making your product enterprise-ready, when engineering outpaces product, managing PRD versions as features evolve, planning work around energy, and more\u003c/a\u003e\u003c/strong\u003e\u003c/p\u003e\n\u003cul\u003e\n\u003cli\u003ePublished: 2026-02-22 01:08 Beijing Time\u003c/li\u003e\n\u003cli\u003eAbstract: - 👋 Hello, and welcome to this week\u0026rsquo;s ✨ Community Wisdom ✨ a subscriber-only email, sent every…. - ,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa1ca8352-9571-4b81-b041-52374176f4fc_2912x1456.p…. - ,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa1ca8352-9571-4b81-b041-52374176f….\u003c/li\u003e\n\u003cli\u003eEN Highlights:\n\u003cul\u003e\n\u003cli\u003e👋 Hello and welcome to this week’s edition of ✨ Community Wisdom ✨ a subscriber-only email, delivered every…\u003c/li\u003e\n\u003cli\u003e,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa1ca8352-9571-4b81-b041-52374176f4fc_2912x1456.p…\u003c/li\u003e\n\u003cli\u003e,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa1ca8352-9571-4b81-b041-52374176f…\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/head-of-claude-code-what-happens\"  class=\"external-link\" target=\"_blank\" rel=\"noopener\"\u003eHead of Claude Code: What happens after coding is solved | Boris Cherny\u003c/a\u003e\u003c/strong\u003e\u003c/p\u003e\n\u003cul\u003e\n\u003cli\u003ePublished: 2026-02-19 21:31 Beijing Time\u003c/li\u003e\n\u003c/ul\u003e\n\u003c/li\u003e\n\u003cli\u003e\n\u003cp\u003eSummary: - Boris Cherny is the creator and head of Claude Code at Anthropic. - A simple terminal-based prototype that started a year ago has changed the role of software engineering and is increasingly changing all professional work. - How Claude Code grew from a quick hack to 4% of public GitHub commits, with daily active users doubling last month 2. - The counterintuitive product principles that drove Claude Code\u0026rsquo;s success 3. - The underlying needs shaping Claude Code and Cowork 5.\u003c/p\u003e\n\u003cul\u003e\n\u003cli\u003eEN Highlights:\n\u003cul\u003e\n\u003cli\u003eBoris Cherny is the creator and head of Claude Code at Anthropic\u003c/li\u003e\n\u003cli\u003eWhat began as a simple terminal-based prototype just a year ago has transformed the role of software engineering and is increasingly transforming all profession…\u003c/li\u003e\n\u003cli\u003eHow Claude Code grew from a quick hack to 4% of public GitHub commits, with daily active users doubling last month 2\u003c/li\u003e\n\u003cli\u003eThe counterintuitive product principles that drove Claude Code’s success 3\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\n\u003cp\u003e\u003cstrong\u003e\u003ca href=\"https://stratechery.com/2026/losing-in-the-attention-economy/\"  class=\"external-link\" target=\"_blank\" rel=\"noopener\"\u003e2026.08: Losing in the Attention Economy\u003c/a\u003e\u003c/strong\u003e\u003c/p\u003e\n\u003cul\u003e\n\u003cli\u003ePublication Time: 2026-02-21 02:00 Beijing Time\u003c/li\u003e\n\u003cli\u003eSummary: - Welcome back to this week\u0026rsquo;s Stratechery! - As a reminder, every week, every Friday, we send out an overview of the content in the Stratechery bundle; highlighted links are free for everyone. - Additionally, you have full control over the content we send you. - That said, here are some of our favorites from this week. - \u003cstrong\u003eWhat happened to video games?\u003c/strong\u003e For decades, video games were hailed as the industry of the future, as their growth and eventual total revenue dwarfed other forms of entertainment.\u003c/li\u003e\n\u003cli\u003eEN Highlights:\n\u003cul\u003e\n\u003cli\u003e\u0026lt;img alt=\u0026rdquo;\u0026quot; class=\u0026ldquo;wp-image-18368\u0026rdquo; height=\u0026ldquo;956\u0026rdquo; src=\u0026ldquo;\u003ca href=\"https://i0.wp.com/stratechery.com/wp-content/uploads/20\"  class=\"external-link\" target=\"_blank\" rel=\"noopener\"\u003ehttps://i0.wp.com/stratechery.com/wp-content/uploads/20\u003c/a\u003e…\u003c/li\u003e\n\u003cli\u003eresize=1700%2C956\u0026amp;ssl=1\u0026rdquo; width=\u0026ldquo;1700\u0026rdquo; /\u0026gt; @PUBG\u003c/li\u003e\n\u003cli\u003eWelcome back to This Week in Stratechery\u003c/li\u003e\n\u003cli\u003eAs a reminder, each week, every Friday, we’re sending out this overview of content in the Stratechery bundle; hig…\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://stratechery.com/2026/an-interview-with-matthew-ball-about-gaming-and-the-fight-for-attention/\"  class=\"external-link\" target=\"_blank\" rel=\"noopener\"\u003eAn Interview with Matthew Ball About Gaming and the Fight for Attention\u003c/a\u003e\u003c/strong\u003e\u003c/p\u003e\n\u003cul\u003e\n\u003cli\u003ePublication Time: 2026-02-19 19:00 Beijing Time\u003c/li\u003e\n\u003cli\u003eSummary: - An interview with Matthew Ball about the state of the video game industry in 2026, and why everything is a fight for attention. - \u003cstrong\u003e$15\u003c/strong\u003e/month* or *\u003cstrong\u003e$150\u003c/strong\u003e/year. - Substantive analysis of the day\u0026rsquo;s news via three weekly emails or a podcast. - \u003cstrong\u003eStrategy Interviews\u003c/strong\u003e. - Interviews with leading public company CEOs, private company founders, and discussions with fellow analysts.\u003c/li\u003e\n\u003cli\u003eEN Highlights:\n\u003cul\u003e\n\u003cli\u003eAn interview with Matthew Ball about the state of the video gaming industry in 2026, and why everything is a fight for attention.\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://stratechery.com/2026/shopify-earnings-shopifys-ai-advantages/\"  class=\"external-link\" target=\"_blank\" rel=\"noopener\"\u003eShopify Earnings, Shopify’s AI Advantages\u003c/a\u003e\u003c/strong\u003e\u003c/p\u003e\n\u003cul\u003e\n\u003cli\u003ePublication Time: 2026-02-18 19:00 Beijing Time\u003c/li\u003e\n\u003c/ul\u003e\n\u003c/li\u003e\n\u003cli\u003e\n\u003cp\u003eSummary: - Shopify is poised to be one of the biggest winners from AI; it would behoove investors to actually understand the businesses they are selling. - This article from Ben Thompson\u0026rsquo;s Stratechery explains how Shopify\u0026rsquo;s earnings and AI advantages are shaping the broader AI and infrastructure landscape. - It also reveals the practical implications of Shopify\u0026rsquo;s earnings and AI advantages for founders, operators, and investors.\u003c/p\u003e\n\u003cul\u003e\n\u003cli\u003eEN Highlights:\n\u003cul\u003e\n\u003cli\u003eShopify is poised to be one of the biggest winners from AI; it would behoove investors to actually understand the businesses they are selling.\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/index/why-we-no-longer-evaluate-swe-bench-verified\"  class=\"external-link\" target=\"_blank\" rel=\"noopener\"\u003eWhy we no longer evaluate SWE-bench Verified\u003c/a\u003e\u003c/strong\u003e\u003c/p\u003e\n\u003cul\u003e\n\u003cli\u003ePosted: 2026-02-23 19:00 Beijing Time\u003c/li\u003e\n\u003cli\u003eSummary: - Since its release, SWE-bench Verified has provided a strong signal of capability improvement and has become a standard metric reported in frontier model releases. - This raises the question: do the remaining failures reflect model limitations or properties of the dataset itself? - In a new analysis, we identify two major issues with the verification set, suggesting the benchmark is no longer suitable for measuring progress in autonomous software engineering capabilities for frontier releases at today\u0026rsquo;s performance levels:. - Tests Rejecting Correct Solutions: We audited a 27.6% subset of the dataset that models frequently fail to solve and found that at least 59.4% of the audited problems have flawed test cases that reject functionally correct submissions, despite our best efforts to improve this in the initial creation of SWE-bench Verified. - Solution Training: As large frontier models can learn information from training, it is important that they are never trained on the problems and solutions for which they are evaluated.\u003c/li\u003e\n\u003cli\u003eEN Highlights:\n\u003cul\u003e\n\u003cli\u003eSWE-bench Verified is increasingly contaminated and mismeasures frontier coding progress\u003c/li\u003e\n\u003cli\u003eOur analysis shows flawed tests and training leakage\u003c/li\u003e\n\u003cli\u003eWe recommend SWE-bench Pro.\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/frontier-alliance-partners\"  class=\"external-link\" target=\"_blank\" rel=\"noopener\"\u003eOpenAI announces Frontier Alliance Partners\u003c/a\u003e\u003c/strong\u003e\u003c/p\u003e\n\u003cul\u003e\n\u003cli\u003ePosted: 2026-02-23 13:30 Beijing Time\u003c/li\u003e\n\u003cli\u003eSummary: - The limiting factor in seeing AI value in the enterprise is not model intelligence, but how agents are built and run in an organization. - For example, an AI colleague resolves a customer issue end-to-end by pulling context from a CRM, checking a policy, submitting an update, and only escalating when needed. - Frontier provides the technical foundation. - But harnessing AI for real impact also requires leadership alignment, workflow redesign, integration across systems and data, and change management to drive adoption. - Our partners will work with OpenAI’s Forward Deployed Engineering (FDE) team, combining OpenAI’s research and product expertise with deep transformation experience and global delivery teams.\u003c/li\u003e\n\u003cli\u003eEN Highlights:\n\u003cul\u003e\n\u003cli\u003eOpenAI announces Frontier Alliance Partners to help enterprises move from AI pilots to production with secure, scalable agent deployments.\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/first-proof-submissions\"  class=\"external-link\" target=\"_blank\" rel=\"noopener\"\u003eOur First Proof submissions\u003c/a\u003e\u003c/strong\u003e\u003c/p\u003e\n\u003cul\u003e\n\u003cli\u003ePosted: 2026-02-20 22:30 Beijing Time\u003c/li\u003e\n\u003cli\u003eSummary: - We are sharing our AI model’s proof attempts for the First Proof math challenge, testing research-grade reasoning on expert-level problems. - This article from the OpenAI blog explains how our first proof submissions are shaping the broader AI and infrastructure landscape. - It also covers the practical implications for founders, operators, and investors following our first proof submissions.\u003c/li\u003e\n\u003cli\u003eEN Highlights:\n\u003cul\u003e\n\u003cli\u003eWe share our AI model’s proof attempts for the First Proof math challenge, testing research-grade reasoning on expert-level problems.\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/advancing-independent-research-ai-alignment\"  class=\"external-link\" target=\"_blank\" rel=\"noopener\"\u003eAdvancing independent research on AI alignment\u003c/a\u003e\u003c/strong\u003e\u003c/p\u003e\n\u003c/li\u003e\n\u003cli\u003e\n\u003cp\u003eRelease Time: 2026-02-19 18:00 Beijing Time\u003c/p\u003e\n\u003cul\u003e\n\u003cli\u003eSummary: - OpenAI commits $7.5 million to the Alignment Project to fund independent AI alignment research, strengthening global efforts to address AGI safety risks. - This OpenAI blog post explains how independent research advancing AI alignment shapes the broader AI and infrastructure landscape. - Following the advancement of independent AI alignment research, it also brings practical implications for founders, operators, and investors.\u003c/li\u003e\n\u003cli\u003eEN Key Points:\n\u003cul\u003e\n\u003cli\u003eOpenAI commits $7.5M to The Alignment Project to fund independent AI alignment research, strengthening global efforts to address AGI safety and security risks.\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-for-india\"  class=\"external-link\" target=\"_blank\" rel=\"noopener\"\u003eIntroducing OpenAI for India\u003c/a\u003e\u003c/strong\u003e\u003c/p\u003e\n\u003cul\u003e\n\u003cli\u003eRelease Time: 2026-02-19 05:00 Beijing Time\u003c/li\u003e\n\u003cli\u003eSummary: - OpenAI for India expands the reach of AI nationwide—building local infrastructure, powering businesses, and improving workforce skills. - This OpenAI blog post explains how the launch of OpenAI in India shapes the broader AI and infrastructure landscape. - Following the launch of OpenAI in India, it also brings practical implications for founders, operators, and investors.\u003c/li\u003e\n\u003cli\u003eEN Key Points:\n\u003cul\u003e\n\u003cli\u003eOpenAI for India expands AI access across the country—building local infrastructure, powering enterprises, and advancing workforce skills.\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/introducing-evmbench\"  class=\"external-link\" target=\"_blank\" rel=\"noopener\"\u003eIntroducing EVMbench\u003c/a\u003e\u003c/strong\u003e\u003c/p\u003e\n\u003cul\u003e\n\u003cli\u003eRelease Time: 2026-02-18 08:00 Beijing Time\u003c/li\u003e\n\u003cli\u003eSummary: - OpenAI and Paradigm launch EVMbench, a benchmark evaluating the ability of AI agents to detect, patch, and exploit high-severity smart contract vulnerabilities. - This OpenAI blog post explains how the launch of EVMbench shapes the broader AI and infrastructure landscape. - Following the launch of EVMbench, it also brings practical implications for founders, operators, and investors.\u003c/li\u003e\n\u003cli\u003eEN Key Points:\n\u003cul\u003e\n\u003cli\u003eOpenAI and Paradigm introduce EVMbench, a benchmark evaluating AI agents’ ability to detect, patch, and exploit high-severity smart contract vulnerabilities.\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=\"google-deepmind-blog-a_full\"\u003e\n  Google DeepMind Blog (A_full)\n  \u003ca class=\"heading-link\" href=\"#google-deepmind-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://deepmind.google/blog/gemini-3-1-pro-a-smarter-model-for-your-most-complex-tasks/\"  class=\"external-link\" target=\"_blank\" rel=\"noopener\"\u003eGemini 3.1 Pro: A smarter model for your most complex tasks\u003c/a\u003e\u003c/strong\u003e\u003c/p\u003e\n\u003cul\u003e\n\u003cli\u003eRelease Time: 2026-02-20 00:06 Beijing Time\u003c/li\u003e\n\u003cli\u003eSummary: - 3.1 Pro is designed for tasks where simple answers are not enough. - This Google DeepMind blog post explains how Gemini 3.1 Pro: A smarter model for your most complex tasks shapes the broader AI and infrastructure landscape. - It also provides practical implications for founders, operators, and investors following Gemini 3.1 Pro: A smarter model for your most complex tasks.\u003c/li\u003e\n\u003cli\u003eEN Key Points:\n\u003cul\u003e\n\u003cli\u003e3.1 Pro is designed for tasks where a simple answer isn’t enough.\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://deepmind.google/blog/a-new-way-to-express-yourself-gemini-can-now-create-music/\"  class=\"external-link\" target=\"_blank\" rel=\"noopener\"\u003eA new way to express yourself: Gemini can now create music\u003c/a\u003e\u003c/strong\u003e\u003c/p\u003e\n\u003cul\u003e\n\u003cli\u003eRelease Time: 2026-02-19 00:01 Beijing Time\u003c/li\u003e\n\u003cli\u003eSummary: - The Gemini app now features Lyria 3, our most advanced music generation model, enabling anyone to create 30-second tracks using text or images. - This Google DeepMind blog post explains how a new way to express yourself: Gemini can now create music shapes the broader AI and infrastructure landscape. - It also provides practical implications for founders, operators, and investors for a new way to express yourself: Gemini can now create music.\u003c/li\u003e\n\u003cli\u003eEN Key Points:\n\u003cul\u003e\n\u003cli\u003eThe Gemini app now features Lyria 3, enabling anyone to create 30-second music tracks using text or images.\u003c/li\u003e\n\u003c/ul\u003e\n\u003c/li\u003e\n\u003c/ul\u003e\n\u003c/li\u003e\n\u003cli\u003e\n\u003cp\u003eThe Gemini app now features our most advanced music generation model Lyria 3, empowering anyone to make 30-second tracks using text or images.\u003c/p\u003e\n\u003c/li\u003e\n\u003c/ul\u003e\n\u003ch3 id=\"two-minute-papers-b_introsearch\"\u003e\n  Two Minute Papers （B_intro+search）\n  \u003ca class=\"heading-link\" href=\"#two-minute-papers-b_introsearch\"\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.youtube.com/watch?v=j-B8ymGWlIE\"  class=\"external-link\" target=\"_blank\" rel=\"noopener\"\u003eAdobe \u0026amp; NVIDIA’s New Tech Shouldn’t Be Real Time. But It Is.\u003c/a\u003e\u003c/strong\u003e\u003c/p\u003e\n\u003cul\u003e\n\u003cli\u003ePublished: 2026-02-22 17:50 Beijing Time\u003c/li\u003e\n\u003cli\u003eSummary: - ❤️ Check out Lambda here and sign up for their GPU Cloud:. - 📝 The paper is available here:.\u003c/li\u003e\n\u003cli\u003eEN Key Points:\n\u003cul\u003e\n\u003cli\u003e❤️ Check out Lambda here and sign up for their GPU Cloud: \u003ca href=\"https://lambda.ai/papers\"  class=\"external-link\" target=\"_blank\" rel=\"noopener\"\u003ehttps://lambda.ai/papers\u003c/a\u003e\u003c/li\u003e\n\u003cli\u003e📝 The paper is available here:\u003c/li\u003e\n\u003cli\u003e\u003ca href=\"https://perso.telecom-paristech.fr/boubek/papers/Glinty/\"  class=\"external-link\" target=\"_blank\" rel=\"noopener\"\u003ehttps://perso.telecom-paristech.fr/boubek/papers/Glinty/\u003c/a\u003e\u003c/li\u003e\n\u003cli\u003e\u003ca href=\"https://www.shadertoy.com/view/tcdGDl\"  class=\"external-link\" target=\"_blank\" rel=\"noopener\"\u003ehttps://www.shadertoy.com/view/tcdGDl\u003c/a\u003e\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.youtube.com/watch?v=B6GJjvR6txg\"  class=\"external-link\" target=\"_blank\" rel=\"noopener\"\u003eThe Most Realistic Fire Simulation Ever\u003c/a\u003e\u003c/strong\u003e\u003c/p\u003e\n\u003cul\u003e\n\u003cli\u003ePublished: 2026-02-19 17:55 Beijing Time\u003c/li\u003e\n\u003cli\u003eSummary: - ❤️ Check out Weights \u0026amp; Biases and sign up for a free demo here:. - 📝 The paper is available here:. - Our Patreon if you wish to support us:.\u003c/li\u003e\n\u003cli\u003eEN Key Points:\n\u003cul\u003e\n\u003cli\u003e❤️ Check out Weights \u0026amp; Biases and sign up for a free demo here: \u003ca href=\"https://wandb.me/papers\"  class=\"external-link\" target=\"_blank\" rel=\"noopener\"\u003ehttps://wandb.me/papers\u003c/a\u003e\u003c/li\u003e\n\u003cli\u003e📝 The paper is available here:\u003c/li\u003e\n\u003cli\u003e\u003ca href=\"https://helgewrede.github.io/firex/\"  class=\"external-link\" target=\"_blank\" rel=\"noopener\"\u003ehttps://helgewrede.github.io/firex/\u003c/a\u003e\u003c/li\u003e\n\u003cli\u003eOur Patreon if you wish to support us: \u003ca href=\"https://www.patreon.com/TwoMinutePapers\"  class=\"external-link\" target=\"_blank\" rel=\"noopener\"\u003ehttps://www.patreon.com/TwoMinutePapers\u003c/a\u003e\u003c/li\u003e\n\u003c/ul\u003e\n\u003c/li\u003e\n\u003c/ul\u003e\n\u003c/li\u003e\n\u003c/ul\u003e\n\u003ch2 id=\"ii-ai-hot-topics-on-x-based-on-bird\"\u003e\n  II. AI Hot Topics on X (based on bird)\n  \u003ca class=\"heading-link\" href=\"#ii-ai-hot-topics-on-x-based-on-bird\"\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-anthropic-accuses-chinese-labs-of-stealing-claude-ai-capabilities\"\u003e\n  Topic 1: Anthropic Accuses Chinese Labs of Stealing Claude AI Capabilities\n  \u003ca class=\"heading-link\" href=\"#topic-1-anthropic-accuses-chinese-labs-of-stealing-claude-ai-capabilities\"\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 time: 4 hours ago, Related posts: 38,000\u003c/li\u003e\n\u003cli\u003eWhat happened: Anthropic accuses several Chinese labs of stealing the capabilities of its Claude AI model.\u003c/li\u003e\n\u003cli\u003eWhy it matters: This incident highlights the severe challenges of protecting AI intellectual property, especially in the large language model sector. It could affect AI model security, international cooperation trust, and the competitive landscape of the industry.\u003c/li\u003e\n\u003cli\u003eDiscussion summary: Discussions on X primarily revolve around the evidence and detection methods for Anthropic\u0026rsquo;s accusations, the definition and boundaries of \u0026ldquo;stealing\u0026rdquo; AI capabilities, geopolitical interpretations in the context of US-China tech competition, and the implications for future AI model development and protection strategies.\u003c/li\u003e\n\u003c/ul\u003e\n\u003ch3 id=\"topic-2-justin-sun-declares-all-in-on-web-40\"\u003e\n  Topic 2: Justin Sun Declares All In on Web 4.0\n  \u003ca class=\"heading-link\" href=\"#topic-2-justin-sun-declares-all-in-on-web-40\"\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 time: 13 hours ago, Related posts: 2,800\u003c/li\u003e\n\u003cli\u003eWhat happened: Justin Sun, a well-known figure in the blockchain space, has announced a full commitment to the Web 4.0 field.\u003c/li\u003e\n\u003cli\u003eWhy it matters: Web 4.0 is widely considered the next generation of the internet, featuring deep integration of Web 3.0 with technologies like AI and IoT. As a key industry player, Justin Sun\u0026rsquo;s high-profile entry could accelerate the application and development of AI technology in decentralized networks, intelligent agents, and personalized services. It may also promote the fusion of AI and Web3, attracting more resources and attention to AI-driven web innovation.\u003c/li\u003e\n\u003cli\u003eDiscussion summary: Current discussions focus on the clear definition and actual prospects of Web 4.0, as well as credibility issues stemming from Justin Sun\u0026rsquo;s past project performance. Some users question whether Web 4.0 is a hype concept or just a simple combination of Web 3.0 and AI. Others are concerned about whether Sun\u0026rsquo;s leadership can genuinely drive technological innovation rather than just being a marketing tactic.\u003c/li\u003e\n\u003c/ul\u003e\n\u003ch3 id=\"topic-3-newsom-draws-backlash-for-sat-score-remark-to-black-audience\"\u003e\n  Topic 3: Newsom Draws Backlash for SAT Score Remark to Black Audience\n  \u003ca class=\"heading-link\" href=\"#topic-3-newsom-draws-backlash-for-sat-score-remark-to-black-audience\"\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 · Other\u003c/li\u003e\n\u003cli\u003eOverview: Trending time: 20 hours ago, Related posts: 566,000\u003c/li\u003e\n\u003cli\u003eWhat happened: California Governor Newsom sparked controversy for mentioning SAT scores during a speech to a Black audience.\u003c/li\u003e\n\u003cli\u003eWhy it matters: Although the event itself was a political statement, the discussion it sparked about the fairness of standardized tests (like the SAT), racial disparities, and educational opportunities is closely related to ethical considerations in the AI field. These include data bias, algorithmic fairness, and the potential for AI applications in areas like education and hiring to exacerbate social inequality. If an AI system is trained on biased data, it could replicate or even amplify real-world discrimination.\u003c/li\u003e\n\u003cli\u003eDiscussion summary: On the X platform, discussions focused on the appropriateness of Newsom\u0026rsquo;s remarks, the fairness of SAT scores as a metric, and their potential racial bias. Disagreements mainly stemmed from interpretations of the statement: some considered it insensitive and reinforcing stereotypes, while others believed it aimed to address deeper issues within the education system. This has sparked a broader debate on educational equity, affirmative action, and racial equality.\u003c/li\u003e\n\u003c/ul\u003e\n\u003ch3 id=\"topic-4-developer-challenges-ai-coding-files-like-claudemd-and-agentsmd\"\u003e\n  Topic 4: Developer Challenges AI Coding Files Like CLAUDE.md and AGENTS.md\n  \u003ca class=\"heading-link\" href=\"#topic-4-developer-challenges-ai-coding-files-like-claudemd-and-agentsmd\"\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\u003eSummary: Trending 6 hours ago, 664 related posts\u003c/li\u003e\n\u003cli\u003eWhat it is: Developers are challenging AI coding files, such as CLAUDE.md and AGENTS.md.\u003c/li\u003e\n\u003cli\u003eWhy it matters: This is crucial for evaluating and improving AI\u0026rsquo;s capabilities in code generation, comprehension, and agent development. It helps identify the limitations of existing AI models and drives technological advancement.\u003c/li\u003e\n\u003cli\u003eDiscussion summary: Discussions likely center on the specific limitations of AI coding abilities discovered by developers, how to improve AI models to address these challenges, and the impact of these challenges on the future of AI-assisted programming tools and AI agent development.\u003c/li\u003e\n\u003c/ul\u003e\n\u003ch3 id=\"topic-5-openai-launches-websocket-support-to-speed-up-ai-agents\"\u003e\n  Topic 5: OpenAI Launches WebSocket Support to Speed Up AI Agents\n  \u003ca class=\"heading-link\" href=\"#topic-5-openai-launches-websocket-support-to-speed-up-ai-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\u003cul\u003e\n\u003cli\u003eCategory: AI · News\u003c/li\u003e\n\u003cli\u003eSummary: Trending 2 hours ago, 437 related posts\u003c/li\u003e\n\u003cli\u003eWhat it is: OpenAI has introduced WebSocket support to accelerate the operational efficiency of AI agents.\u003c/li\u003e\n\u003cli\u003eWhy it matters: WebSocket can significantly reduce latency in interactions between AI agents and models, enabling more real-time, fluid conversations and operations. This is crucial for building efficient and responsive AI applications.\u003c/li\u003e\n\u003cli\u003eDiscussion summary: Discussions on X are primarily focused on the actual performance improvements WebSocket brings to AI agents, potential application scenarios (like real-time interactions, complex task flows), and the ease of integration and deployment for developers. Some discussions also touch on its impact on the future development of AI agents.\u003c/li\u003e\n\u003c/ul\u003e\n\u003ch3 id=\"topic-6-openai-launches-gpt-realtime-15-amid-gpt-4o-retirement-backlash\"\u003e\n  Topic 6: OpenAI Launches gpt-realtime-1.5 Amid GPT-4o Retirement Backlash\n  \u003ca class=\"heading-link\" href=\"#topic-6-openai-launches-gpt-realtime-15-amid-gpt-4o-retirement-backlash\"\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\u003eSummary: Trending 3 hours ago, 655 related posts\u003c/li\u003e\n\u003cli\u003eWhat it is: OpenAI has released a new model named gpt-realtime-1.5, amid strong user backlash over the retirement of its GPT-4o model.\u003c/li\u003e\n\u003cli\u003eWhy it matters: The launch of gpt-realtime-1.5 signals new advancements in AI for real-time interaction and low-latency applications, potentially enabling smoother human-computer interactive experiences. Meanwhile, the backlash from the GPT-4o retirement highlights the importance of user experience and expectation management during AI model iterations, as well as potential adjustments in OpenAI\u0026rsquo;s product strategy.\u003c/li\u003e\n\u003cli\u003eDiscussion summary: Discussions primarily revolve around the actual performance, real-time capabilities, and application scenarios of gpt-realtime-1.5, with users hopeful it can fill the void left by GPT-4o\u0026rsquo;s retirement. At the same time, many users have expressed dissatisfaction and confusion over the retirement of GPT-4o, questioning OpenAI\u0026rsquo;s reasoning and worrying whether the new model can deliver an equivalent or superior multimodal experience, and whether OpenAI\u0026rsquo;s product strategy is changing too frequently.\u003c/li\u003e\n\u003c/ul\u003e\n\u003ch3 id=\"topic-7-floyd-mayweather-unretires-again-for-pro-bout-with-mike-tyson\"\u003e\n  Topic 7: Floyd Mayweather Unretires Again for Pro Bout with Mike Tyson\n  \u003ca class=\"heading-link\" href=\"#topic-7-floyd-mayweather-unretires-again-for-pro-bout-with-mike-tyson\"\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 · Other\u003c/li\u003e\n\u003cli\u003eSummary: Trending 8 hours ago, 20,000 related posts\u003c/li\u003e\n\u003cli\u003eWhat it is: Former boxing champion Floyd Mayweather has announced he is coming out of retirement again for a professional boxing match against Mike Tyson.\u003c/li\u003e\n\u003cli\u003eWhy it matters: Such high-profile sporting events provide application scenarios for AI in areas like sports data analysis, predictive modeling, media content generation (e.g., promotional videos, virtual simulations), and social media sentiment analysis, indirectly showcasing AI\u0026rsquo;s potential in the sports and entertainment industry.\u003c/li\u003e\n\u003cli\u003eDiscussion summary: Discussions on the X platform are focused on the authenticity of the match, the age and health of the two legendary boxers, commercial motivations, and predictions for the outcome. Users are generally concerned about whether this is a genuine professional bout and are analyzing and reminiscing about the historical achievements and current conditions of both fighters.\u003c/li\u003e\n\u003c/ul\u003e\n\u003ch3 id=\"topic-8-uefa-suspends-benficas-prestianni-for-alleged-racial-abuse-of-vinicius\"\u003e\n  Topic 8: UEFA Suspends Benfica\u0026rsquo;s Prestianni for Alleged Racial Abuse of Vinicius\n  \u003ca class=\"heading-link\" href=\"#topic-8-uefa-suspends-benficas-prestianni-for-alleged-racial-abuse-of-vinicius\"\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 · Other\u003c/li\u003e\n\u003cli\u003eSummary: Trending 1 day ago, 91,000 related posts\u003c/li\u003e\n\u003cli\u003eWhat it is: UEFA has suspended Benfica player Prestianni for allegedly racially abusing Real Madrid player Vinicius during a match.\u003c/li\u003e\n\u003cli\u003eWhy it matters: Although not direct AI news, the widespread discussion on racial discrimination sparked by this incident highlights the importance and challenges of AI in areas such as social media content moderation, hate speech recognition, and sports behavior analysis, especially in handling and preventing such misconduct.\u003c/li\u003e\n\u003cli\u003eDiscussion Summary: Discussions on X primarily revolved around the severity of the racist behavior, calls for a zero-tolerance policy in the sports world, whether the punishment for the player involved was fair and sufficient, and how to more effectively combat and prevent such incidents.\u003c/li\u003e\n\u003c/ul\u003e\n\u003ch3 id=\"topic-9-gemini-norawit-and-fourth-nattawat-visit-church-for-ticket-to-heaven-prep\"\u003e\n  Topic 9: Gemini Norawit and Fourth Nattawat Visit Church for Ticket to Heaven Prep\n  \u003ca class=\"heading-link\" href=\"#topic-9-gemini-norawit-and-fourth-nattawat-visit-church-for-ticket-to-heaven-prep\"\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\u003eSummary: Trending for: 1 day ago, Related posts: 160,000\u003c/li\u003e\n\u003cli\u003eWhat it is: A project or entity related to the \u0026ldquo;Gemini\u0026rdquo; AI model, codenamed \u0026ldquo;Norawit\u0026rdquo; and \u0026ldquo;Fourth Nattawat,\u0026rdquo; is undertaking key preparations titled \u0026ldquo;Ticket to Heaven Prep.\u0026rdquo;\u003c/li\u003e\n\u003cli\u003eWhy it matters: This event could signify major progress in specific applications, features, or new products for the \u0026ldquo;Gemini\u0026rdquo; AI model, potentially impacting the forefront of AI technology development and future application directions.\u003c/li\u003e\n\u003cli\u003eDiscussion Summary: Discussions on X focused on interpreting the actual meaning of \u0026ldquo;Ticket to Heaven Prep,\u0026rdquo; speculating on the specific roles of \u0026ldquo;Norawit\u0026rdquo; and \u0026ldquo;Fourth Nattawat\u0026rdquo; in the AI project, and exploring the intentions behind this unconventional naming scheme.\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\u003eThe main AI narrative on X today focuses on the rapid progress of AI technology in real-time interaction and efficiency improvement, as well as its vast application potential in fields like Web3, education, and content moderation. This indicates a general industry optimism about AI empowering various sectors in the future. However, there are significant disagreements regarding the definition and evidence for AI intellectual property protection, whether new concepts (like Web 4.0) are innovations or hype, and user experience issues caused by AI model iteration strategies. Potential risks include AI intellectual property disputes that could damage international cooperation and industry trust, models trained on biased data that might exacerbate social inequality, and excessive hype that could divert industry resources and hinder actual technological progress.\u003c/p\u003e\n\u003ch2 id=\"iii-todays-key-takeaways\"\u003e\n  III. Today\u0026rsquo;s Key Takeaways\n  \u003ca class=\"heading-link\" href=\"#iii-todays-key-takeaways\"\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\u003cul\u003e\n\u003cli\u003e\u003cstrong\u003eWatch List:\u003c/strong\u003e The episode from Lenny\u0026rsquo;s Podcast, \u0026ldquo;🎙️ This week on How I AI: How Notion’s design team uses Claude Code to design,\u0026rdquo; is worth prioritizing. Key content: - \u0026ldquo;I haven\u0026rsquo;t written a single line of front-end code in 3 months\u0026rdquo;: How Notion\u0026rsquo;s design team uses Claude Code. Brought to you by: - WorkOS — Get your app enterprise-ready instantly - Orkes — Enterprise-grade reliable apps and agentic workflows\u0026hellip;\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003eWatch List:\u003c/strong\u003e A total of 20 key updates have been captured in the last 7 days. You can select sources (Podcasts/Newsletters/Videos) for in-depth reading based on your needs.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003eX Hot Topic:\u003c/strong\u003e The topic \u0026ldquo;Anthropic Accuses Chinese Labs of Stealing Claude AI Capabilities\u0026rdquo; is trending (approximately 38,000 related posts) and serves as a good entry point for understanding global AI public opinion and perspectives.\u003c/li\u003e\n\u003c/ul\u003e\n","description":" 1. Watch List Update Summary Link to heading a16z Podcast (A_full) Link to heading Release Time: 2026-02-19 19:00 Beijing Time Summary: - a16z Managing Partner Raghu Raghuram and a16z General Partner Sarah Wang discuss with Temporal CEO Samar Abbas how durable execution is becoming the infrastructure layer behind some of the world\u0026rsquo;s most widely used AI agents. They cover why long-running agents require state management and recoverability, how Temporal supports OpenAI\u0026rsquo;s Codex and Snap\u0026rsquo;s Story processing, and why the shift from interactive agents to background agents is giving "}