{
  "title": "AI Daily 2026-05-27 | NVIDIA Client Stratification Exposes Compute Power Struggle, Codex Autonomous Execution and Testing Moat Reshape Development",
  "url": "https://miaok.ong/en/ai-daily/ai-daily-2026-05-27/",
  "date": "2026-05-27T09:29:13+08:00",
  "lastmod": "2026-05-27T09:29:13+08:00",
  "type": "ai-daily",
  "kind": "page",
  "language": "en",
  "description": "\u003ch1 id=\"2026-05-27-ai-daily--nvidia-customer-segmentation-exposes-computing-power-maneuvering-codex-autonomous-execution-and-testing-moat-reshape-development-paradigms\"\u003e\n  2026-05-27 AI Daily | NVIDIA customer segmentation exposes computing power maneuvering, Codex autonomous execution and \u0026ldquo;testing moat\u0026rdquo; reshape development paradigms\n  \u003ca class=\"heading-link\" href=\"#2026-05-27-ai-daily--nvidia-customer-segmentation-exposes-computing-power-maneuvering-codex-autonomous-execution-and-testing-moat-reshape-development-paradigms\"\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\u003eNVIDIA distinguishes customers into hyperscale cloud providers and other enterprises; the former faces commoditization struggles while the latter is controlled by its full-stack, signaling a new stage in the shift of computing power. Meanwhile, Codex\u0026rsquo;s /goal mode enables Agents to move from assisted coding to autonomous execution, and \u0026ldquo;test case completeness\u0026rdquo; is replacing code itself as the new competitive barrier. Stack Overflow doubled its revenue through data licensing amid declining traffic, reflecting the deep contradictions of AI reshaping development communities and business models.\u003c/p\u003e",
  "keywords": null,
  "tags": ["AI","NVIDIA","Anthropic","Microsoft","Xiaomi"],
  "categories": ["ai-daily"],
  "author": "Mark (Miao) Kong",
  "image": "https://miaok.ong/images/avatar.jpg",
  "content": "\u003ch1 id=\"2026-05-27-ai-daily--nvidia-customer-segmentation-exposes-computing-power-maneuvering-codex-autonomous-execution-and-testing-moat-reshape-development-paradigms\"\u003e\n  2026-05-27 AI Daily | NVIDIA customer segmentation exposes computing power maneuvering, Codex autonomous execution and \u0026ldquo;testing moat\u0026rdquo; reshape development paradigms\n  \u003ca class=\"heading-link\" href=\"#2026-05-27-ai-daily--nvidia-customer-segmentation-exposes-computing-power-maneuvering-codex-autonomous-execution-and-testing-moat-reshape-development-paradigms\"\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\u003eNVIDIA distinguishes customers into hyperscale cloud providers and other enterprises; the former faces commoditization struggles while the latter is controlled by its full-stack, signaling a new stage in the shift of computing power. Meanwhile, Codex\u0026rsquo;s /goal mode enables Agents to move from assisted coding to autonomous execution, and \u0026ldquo;test case completeness\u0026rdquo; is replacing code itself as the new competitive barrier. Stack Overflow doubled its revenue through data licensing amid declining traffic, reflecting the deep contradictions of AI reshaping development communities and business models.\u003c/p\u003e\n\u003c/blockquote\u003e\n\u003ch2 id=\"-this-issues-watch-list-in-depth-briefing\"\u003e\n  📖 This Issue\u0026rsquo;s Watch List In-depth Briefing\n  \u003ca class=\"heading-link\" href=\"#-this-issues-watch-list-in-depth-briefing\"\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 industry is advancing simultaneously along two lines: \u0026ldquo;heroic narratives\u0026rdquo; and \u0026ldquo;infrastructure power plays.\u0026rdquo; Google DeepMind CEO\u0026rsquo;s preference for hard problems precisely echoes the deep-water challenges of transitioning basic research into real-world applications; meanwhile, Nvidia\u0026rsquo;s earnings reports and brand-new customer segmentation reports reveal a subtle power shift occurring within the computing power supply chain—on one hand, the maneuvering with hyperscale cloud providers, and on the other, the full-stack control exerted over other customers. Taken together, these two events constitute the most noteworthy tension in the current AI field: how frontier research defines \u0026ldquo;hard,\u0026rdquo; and how computing power infrastructure defines \u0026ldquo;value.\u0026rdquo; The following two in-depth pieces are recommended to be read together.\u003c/p\u003e\n\u003ch2 id=\"-x-platform-ai-hot-news\"\u003e\n  🌐 X Platform AI Hot News\n  \u003ca class=\"heading-link\" href=\"#-x-platform-ai-hot-news\"\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-1microsofts-skillopt-evolves-ai-skills-without-model-changes\"\u003e\n  Topic 1:Microsoft\u0026rsquo;s SkillOpt Evolves AI Skills Without Model Changes\n  \u003ca class=\"heading-link\" href=\"#topic-1microsofts-skillopt-evolves-ai-skills-without-model-changes\"\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:Hotness period:20 hours ago,Related posts:724\u003c/li\u003e\n\u003cli\u003eWhat happened:Microsoft launched SkillOpt technology, which can continuously evolve AI skills without modifying the base model.\u003c/li\u003e\n\u003cli\u003eWhy it matters:This method provides a more efficient, low-cost path for model capability updates, avoiding full retraining or fine-tuning, and is expected to accelerate AI deployment and adaptability in dynamic environments.\u003c/li\u003e\n\u003cli\u003eDiscussion Summary:Discussions on X mainly focus on the differences between SkillOpt and existing fine-tuning or prompt engineering; some users are concerned about whether its actual effects have been fully verified, while others explore the potential business impact it may have on model ownership and customized services.\u003c/li\u003e\n\u003c/ul\u003e\n\u003ch3 id=\"topic-2alibabas-qwen37-max-hits-fourth-on-code-arena-leaderboard\"\u003e\n  Topic 2:Alibaba\u0026rsquo;s Qwen3.7-Max Hits Fourth on Code Arena Leaderboard\n  \u003ca class=\"heading-link\" href=\"#topic-2alibabas-qwen37-max-hits-fourth-on-code-arena-leaderboard\"\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:Hotness period:9 hours ago,Related posts:946\u003c/li\u003e\n\u003cli\u003eWhat happened:Alibaba\u0026rsquo;s Qwen3.7-Max model climbed to fourth place on the Code Arena programming capability leaderboard for the first time.\u003c/li\u003e\n\u003cli\u003eWhy it matters:This marks the first time an open-source large model has entered the global first-tier for core code generation tasks, serving as strong proof that the gap between open-source and closed-source models is narrowing rapidly, with deep impacts on the cost and ecological landscape of global AI development.\u003c/li\u003e\n\u003cli\u003eDiscussion Summary:The focus is on: the actual code quality comparison between Qwen3.7-Max and models like GPT-4 and DeepSeek; whether the leaderboard truly reflects engineering implementation capabilities rather than just excelling at arena evaluations; and the divergence in the open-source community regarding whether Alibaba can persist with its open strategy in the future.\u003c/li\u003e\n\u003c/ul\u003e\n\u003ch3 id=\"topic-3anthropic-launches-security-plugin-for-claude-code\"\u003e\n  Topic 3:Anthropic Launches Security Plugin for Claude Code\n  \u003ca class=\"heading-link\" href=\"#topic-3anthropic-launches-security-plugin-for-claude-code\"\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:Hotness period:2 hours ago,Related posts:974\u003c/li\u003e\n\u003cli\u003eWhat happened:Anthropic officially launched a security plugin for Claude Code, which can detect and fix security vulnerabilities in code in real-time.\u003c/li\u003e\n\u003cli\u003eWhy it matters:This move pushes AI programming security from research preview to production-ready, which is crucial for enhancing enterprise-level development trust and reducing the risks of AI-generated code.\u003c/li\u003e\n\u003cli\u003eDiscussion Summary:The community is mainly concerned about the false positive rate of the plugin in real projects, the comparison of security capabilities with competitors like GitHub Copilot, and whether it can truly integrate into developers\u0026rsquo; existing workflows.\u003c/li\u003e\n\u003c/ul\u003e\n\u003ch3 id=\"topic-4microsofts-skillopt-trains-ai-agent-skills-like-neural-weights\"\u003e\n  Topic 4:Microsoft\u0026rsquo;s SkillOpt Trains AI Agent Skills Like Neural Weights\n  \u003ca class=\"heading-link\" href=\"#topic-4microsofts-skillopt-trains-ai-agent-skills-like-neural-weights\"\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:Hotness period:20 hours ago,Related posts:920\u003c/li\u003e\n\u003cli\u003eWhat happened:Microsoft introduced the SkillOpt method, treating AI Agent skills as trainable neural network weights to achieve systematic learning and combination of skills.\u003c/li\u003e\n\u003cli\u003eWhy it matters:This method transforms discrete skills into continuous, differentiable optimization targets, potentially breaking through the limitations of existing Agents that rely on manual orchestration or prompt engineering, driving the evolution of autonomous agents toward more flexible and generalizable adaptive capabilities.\u003c/li\u003e\n\u003cli\u003eDiscussion Summary:Mainly focused on: the fundamental difference between SkillOpt and traditional fine-tuning or tool calling; whether skills as weights truly possess generalization and combination capabilities; the potential impact on Agent security and controllability; and the implementation feasibility of this method in complex, open scenarios.\u003c/li\u003e\n\u003c/ul\u003e\n\u003ch3 id=\"topic-5xiaomi-slashes-mimo-v25-ai-prices-by-up-to-99\"\u003e\n  Topic 5:Xiaomi Slashes MiMo-V2.5 AI Prices by Up to 99%\n  \u003ca class=\"heading-link\" href=\"#topic-5xiaomi-slashes-mimo-v25-ai-prices-by-up-to-99\"\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:Hotness period:6 hours ago,Related posts:1300\u003c/li\u003e\n\u003cli\u003eWhat happened:Xiaomi significantly lowered its MiMo-V2.5 large model API service prices, with reductions reaching up to 99%.\u003c/li\u003e\n\u003cli\u003eWhy it matters:This move may intensify the domestic AI large model price war, significantly lowering the entry barrier for developers and enterprises through extremely low pricing, accelerating the landing and ecosystem construction of models in more scenarios.\u003c/li\u003e\n\u003cli\u003eDiscussion Summary:Discussions on the X platform focus on the squeeze effect of the price war on small and medium-sized model vendors, and whether ultra-low prices are sustainable and service quality can be guaranteed; some users question the long-term impact of the strategy of trading subsidies for market share, while others concern whether the technology has been \u0026ldquo;watered down.\u0026rdquo;\u003c/li\u003e\n\u003c/ul\u003e\n\u003ch4 id=\"ai-sentiment-summary-on-x-today\"\u003e\n  AI Sentiment Summary on X Today\n  \u003ca class=\"heading-link\" href=\"#ai-sentiment-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 discussion revolves around the low-cost and agile evolution of AI capabilities: Microsoft\u0026rsquo;s SkillOpt method attempts to turn skill learning into weight updates without retraining, while Xiaomi cut API prices by up to 99%, lowering entry barriers from both technical and commercial ends. Meanwhile, Qwen3.7-Max jumped to fourth on the programming leaderboard, further confirming that open-source models are quickly catching up to closed-source standards. Public opinion remains clearly divided, with controversies focusing on whether SkillOpt can truly achieve skill generalization and combination, whether leaderboard scores equate to actual engineering capabilities, and whether ultra-low-price strategies will lead to service quality degradation or technical \u0026ldquo;dilution.\u0026rdquo; Potential risks lie in the fact that if price wars trading subsidies for market share are unsustainable, they may squeeze small and medium-sized vendors and harm ecological health, while new learning paradigms for agent skills make safety guardrails and controllability more urgent.\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\u003ch1 id=\"ai-industry-trends-daily-2026-05-26\"\u003e\n  AI Industry Trends Daily (2026-05-26)\n  \u003ca class=\"heading-link\" href=\"#ai-industry-trends-daily-2026-05-26\"\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\u003ch2 id=\"i-todays-key-technical-trends-and-product-hotspots\"\u003e\n  I. Today\u0026rsquo;s Key Technical Trends and Product Hotspots\n  \u003ca class=\"heading-link\" href=\"#i-todays-key-technical-trends-and-product-hotspots\"\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=\"1-agent-programming-tools-entering-the\"\u003e\n  1. \u003cstrong\u003eAgent Programming Tools Entering the \u0026ldquo;Deep Collaboration\u0026rdquo; Phase\u003c/strong\u003e\n  \u003ca class=\"heading-link\" href=\"#1-agent-programming-tools-entering-the\"\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\u003eCodex /goal mode becomes the core workflow\u003c/strong\u003e: Multiple bloggers including @zhixianio, @dotey, and @Pluvio9yte are intensively discussing Codex\u0026rsquo;s \u003ccode\u003e/goal\u003c/code\u003e command, viewing it as a key leap from \u0026ldquo;single-task\u0026rdquo; to \u0026ldquo;continuous autonomous progression.\u0026rdquo; @zhixianio completed a personal RSS filtering tool with 5 goal iterations, requiring no manual coding throughout the process.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003eCodex browser capability expansion\u003c/strong\u003e: @OpenAI officially announced that Codex supports parallel running in the Chrome background. @Pluvio9yte\u0026rsquo;s testing shows \u0026ldquo;@chrome help me replicate xxx page\u0026rdquo; has become the most efficient way for frontend cloning.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003eControversy over the trainability of Skills\u003c/strong\u003e: @karminski3 proposed the view that Skills can also be \u0026ldquo;trained.\u0026rdquo; @dotey countered, arguing that \u003cstrong\u003eonly Skills with clear programmable acceptance criteria can self-evolve\u003c/strong\u003e (such as performance optimization), while subjective tasks like writing still require human-AI collaborative iteration.\u003c/li\u003e\n\u003c/ul\u003e\n\u003ch3 id=\"2-edge-models-and-local-ai-infrastructure-acceleration\"\u003e\n  2. \u003cstrong\u003eEdge Models and Local AI Infrastructure Acceleration\u003c/strong\u003e\n  \u003ca class=\"heading-link\" href=\"#2-edge-models-and-local-ai-infrastructure-acceleration\"\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\u003eMiniCPM5-1B tops the small model leaderboard\u003c/strong\u003e: The 1B parameter model released by @OpenBMB surpassed Qwen3.5-2B with a score of 17.9 on the Artificial Analysis index. @zhixianio stated they will perform in-depth testing on this series.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003eAMD Ryzen AI Halo released\u003c/strong\u003e: @AMDRyzen launched a desktop-level AI computing mini-PC, pre-installed with ROCm and AI development tools. @zhixianio commented, \u0026ldquo;Another platform for edge models has arrived.\u0026rdquo;\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003eNetEase Youdao Ziyue 4 open-sourced\u003c/strong\u003e: @vista8 detailed the evaluation of the 27B omni-modal model and TTS engine, featuring 3-second voice cloning, support for 14 languages, and 97% accuracy, noting that \u0026ldquo;local TTS deployment has gained another high-quality option.\u0026rdquo;\u003c/li\u003e\n\u003c/ul\u003e\n\u003ch3 id=\"3-reconstruction-of-ai-content-production-and-distribution-paradigms\"\u003e\n  3. \u003cstrong\u003eReconstruction of AI Content Production and Distribution Paradigms\u003c/strong\u003e\n  \u003ca class=\"heading-link\" href=\"#3-reconstruction-of-ai-content-production-and-distribution-paradigms\"\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\u003eMarkdown → HTML becomes the standard output stream\u003c/strong\u003e: @Pluvio9yte proposed that \u0026ldquo;Markdown is becoming the language of AI, while HTML is becoming yours,\u0026rdquo; suggesting that engineering practices should output both formats simultaneously to balance AI readability and human visualization.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003eTopview Canvas\u0026rsquo;s Storyboard mode\u003c/strong\u003e: @AI_Jasonyu focused on how this tool shifts AI video creation from \u0026ldquo;gacha-style prompt\u0026rdquo; to \u0026ldquo;Figma-style storyboard planning,\u0026rdquo; considering it \u0026ldquo;cost-effective and controllable.\u0026rdquo;\u003c/li\u003e\n\u003c/ul\u003e\n\u003chr\u003e\n\u003ch2 id=\"2-notable-unique-perspectives-and-industry-foresight\"\u003e\n  2. Notable Unique Perspectives and Industry Foresight\n  \u003ca class=\"heading-link\" href=\"#2-notable-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/h2\u003e\n\u003ctable\u003e\n  \u003cthead\u003e\n      \u003ctr\u003e\n          \u003cth style=\"text-align: left\"\u003ePerspective\u003c/th\u003e\n          \u003cth style=\"text-align: left\"\u003eSource\u003c/th\u003e\n          \u003cth style=\"text-align: left\"\u003eInsight Summary\u003c/th\u003e\n      \u003c/tr\u003e\n  \u003c/thead\u003e\n  \u003ctbody\u003e\n      \u003ctr\u003e\n          \u003ctd style=\"text-align: left\"\u003e\u003cstrong\u003eThe Essential Difference between \u0026ldquo;Agent Apps vs Traditional App+AI\u0026rdquo;\u003c/strong\u003e\u003c/td\u003e\n          \u003ctd style=\"text-align: left\"\u003e@dotey\u003c/td\u003e\n          \u003ctd style=\"text-align: left\"\u003eThe key is not feature stacking, but the \u003cstrong\u003eshift of the executing entity\u003c/strong\u003e: the traditional mode is humans operating the App with AI assistance; the Agent mode is humans commanding the Agent, and the Agent autonomously operating the App/CLI. Taking Codex directly generating and modifying PPT as an example, the user never needs to open PowerPoint.\u003c/td\u003e\n      \u003c/tr\u003e\n      \u003ctr\u003e\n          \u003ctd style=\"text-align: left\"\u003e\u003cstrong\u003e\u0026ldquo;Testing is the New Moat\u0026rdquo;\u003c/strong\u003e\u003c/td\u003e\n          \u003ctd style=\"text-align: left\"\u003e@ruanyf\u003c/td\u003e\n          \u003ctd style=\"text-align: left\"\u003eResponding to the incident where a Cloudflare engineer replicated Next.js with a $1100 Token cost, pointing out that code moats have become invalid, and the \u003cstrong\u003ecompleteness of test cases\u003c/strong\u003e has become the key barrier to preventing AI replication.\u003c/td\u003e\n      \u003c/tr\u003e\n      \u003ctr\u003e\n          \u003ctd style=\"text-align: left\"\u003e\u003cstrong\u003eStack Overflow\u0026rsquo;s \u0026ldquo;Death and Rebirth\u0026rdquo; Paradox\u003c/strong\u003e\u003c/td\u003e\n          \u003ctd style=\"text-align: left\"\u003e@dotey\u003c/td\u003e\n          \u003ctd style=\"text-align: left\"\u003eCommunity post volume has dropped to 2008 levels (\u0026ldquo;Death by LLM\u0026rdquo;), but annual revenue has doubled to $115M. Core logic: simple questions are swallowed by AI, while complex ones still rely on the community; historical data has become a mineral deposit for AI training, making data licensing a new source of income. However, the hidden concern is that \u0026ldquo;the data mine is aging.\u0026rdquo;\u003c/td\u003e\n      \u003c/tr\u003e\n      \u003ctr\u003e\n          \u003ctd style=\"text-align: left\"\u003e\u003cstrong\u003eCybernetics Perspective: \u0026ldquo;Constraints as Action Space\u0026rdquo;\u003c/strong\u003e\u003c/td\u003e\n          \u003ctd style=\"text-align: left\"\u003e@lijigang\u003c/td\u003e\n          \u003ctd style=\"text-align: left\"\u003eWhen analyzing a company or individual, one should first identify the \u003cstrong\u003econstraints\u003c/strong\u003e they face—constraints carve out the space of actual possibilities, rather than arbitrary strokes on a hypothetical blank canvas.\u003c/td\u003e\n      \u003c/tr\u003e\n      \u003ctr\u003e\n          \u003ctd style=\"text-align: left\"\u003e\u003cstrong\u003eAI Entrepreneurs\u0026rsquo; \u0026ldquo;Picking up Nickels in front of a Steamroller\u0026rdquo; Dilemma\u003c/strong\u003e\u003c/td\u003e\n          \u003ctd style=\"text-align: left\"\u003e@vista8\u003c/td\u003e\n          \u003ctd style=\"text-align: left\"\u003eCiting Qu Kai\u0026rsquo;s view: the speed of model progress will devour startups; \u003cstrong\u003efailing to reach escape velocity means death\u003c/strong\u003e. The product forms of surrounding AI tool entrepreneurs have been almost completely reconstructed within two years.\u003c/td\u003e\n      \u003c/tr\u003e\n      \u003ctr\u003e\n          \u003ctd style=\"text-align: left\"\u003e\u003cstrong\u003eAnthropic\u0026rsquo;s Possible KYC Policy\u003c/strong\u003e\u003c/td\u003e\n          \u003ctd style=\"text-align: left\"\u003e@zhixianio\u003c/td\u003e\n          \u003ctd style=\"text-align: left\"\u003eSuggesting the \u0026ldquo;tyranny\u0026rdquo; of giants is approaching; the importance of on-device models will be further highlighted.\u003c/td\u003e\n      \u003c/tr\u003e\n  \u003c/tbody\u003e\n\u003c/table\u003e\n\u003chr\u003e\n\u003ch2 id=\"iii-recommended-tools--resources\"\u003e\n  III. Recommended Tools \u0026amp; Resources\n  \u003ca class=\"heading-link\" href=\"#iii-recommended-tools--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/h2\u003e\n\u003ch3 id=\"-development-tools\"\u003e\n  🔧 Development Tools\n  \u003ca class=\"heading-link\" href=\"#-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/h3\u003e\n\u003ctable\u003e\n  \u003cthead\u003e\n      \u003ctr\u003e\n          \u003cth style=\"text-align: left\"\u003eTool\u003c/th\u003e\n          \u003cth style=\"text-align: left\"\u003eRecommended By\u003c/th\u003e\n          \u003cth style=\"text-align: left\"\u003eUse Case\u003c/th\u003e\n      \u003c/tr\u003e\n  \u003c/thead\u003e\n  \u003ctbody\u003e\n      \u003ctr\u003e\n          \u003ctd style=\"text-align: left\"\u003e\u003cstrong\u003eOwlia Nest\u003c/strong\u003e\u003c/td\u003e\n          \u003ctd style=\"text-align: left\"\u003e@zhixianio\u003c/td\u003e\n          \u003ctd style=\"text-align: left\"\u003eRemote PA (e.g., OpenClaw) file browser, access via Tailscale intranet, supports multi-format preview, PWA, 5 themes\u003c/td\u003e\n      \u003c/tr\u003e\n      \u003ctr\u003e\n          \u003ctd style=\"text-align: left\"\u003e\u003cstrong\u003ecodegraph\u003c/strong\u003e\u003c/td\u003e\n          \u003ctd style=\"text-align: left\"\u003e@AI_Jasonyu (RT)\u003c/td\u003e\n          \u003ctd style=\"text-align: left\"\u003eProvides \u003cstrong\u003epre-indexed code knowledge graphs\u003c/strong\u003e for Claude Code/Codex/Cursor, etc., reducing token consumption and tool calls, runs 100% locally\u003c/td\u003e\n      \u003c/tr\u003e\n      \u003ctr\u003e\n          \u003ctd style=\"text-align: left\"\u003e\u003cstrong\u003eWaza Skills\u003c/strong\u003e\u003c/td\u003e\n          \u003ctd style=\"text-align: left\"\u003e@vista8\u003c/td\u003e\n          \u003ctd style=\"text-align: left\"\u003eConverts engineering habits into AI Skills, supports Mac native apps, CLI tools, Rust, compatible with Claude Code/Codex/Cursor/Pi\u003c/td\u003e\n      \u003c/tr\u003e\n      \u003ctr\u003e\n          \u003ctd style=\"text-align: left\"\u003e\u003cstrong\u003eSimple Icons + CDN\u003c/strong\u003e\u003c/td\u003e\n          \u003ctd style=\"text-align: left\"\u003e@vista8\u003c/td\u003e\n          \u003ctd style=\"text-align: left\"\u003e3000+ brand logo SVGs/PNGs, direct reference via colored CDN version, suitable for quickly building product interfaces\u003c/td\u003e\n      \u003c/tr\u003e\n      \u003ctr\u003e\n          \u003ctd style=\"text-align: left\"\u003e\u003cstrong\u003eUmami Self-hosted\u003c/strong\u003e\u003c/td\u003e\n          \u003ctd style=\"text-align: left\"\u003e@vista8\u003c/td\u003e\n          \u003ctd style=\"text-align: left\"\u003eOpen-source website analytics, no limit on the number of websites when self-hosted, Codex can complete deployment entirely via SSH\u003c/td\u003e\n      \u003c/tr\u003e\n  \u003c/tbody\u003e\n\u003c/table\u003e\n\u003ch3 id=\"-content-production\"\u003e\n  🎨 Content Production\n  \u003ca class=\"heading-link\" href=\"#-content-production\"\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\u003ctable\u003e\n  \u003cthead\u003e\n      \u003ctr\u003e\n          \u003cth style=\"text-align: left\"\u003eTool\u003c/th\u003e\n          \u003cth style=\"text-align: left\"\u003eRecommended By\u003c/th\u003e\n          \u003cth style=\"text-align: left\"\u003eHighlights\u003c/th\u003e\n      \u003c/tr\u003e\n  \u003c/thead\u003e\n  \u003ctbody\u003e\n      \u003ctr\u003e\n          \u003ctd style=\"text-align: left\"\u003e\u003cstrong\u003eTopview Canvas\u003c/strong\u003e\u003c/td\u003e\n          \u003ctd style=\"text-align: left\"\u003e@AI_Jasonyu\u003c/td\u003e\n          \u003ctd style=\"text-align: left\"\u003eStoryboard-first AI video creation; draw storyboards before generating, offering better controllability than pure prompt-based random generation\u003c/td\u003e\n      \u003c/tr\u003e\n      \u003ctr\u003e\n          \u003ctd style=\"text-align: left\"\u003e\u003cstrong\u003eZiyue4 TTS\u003c/strong\u003e\u003c/td\u003e\n          \u003ctd style=\"text-align: left\"\u003e@vista8\u003c/td\u003e\n          \u003ctd style=\"text-align: left\"\u003e3-second cloning, 14 languages, local deployment, suitable for AI podcasts/bedtime stories/advertisements\u003c/td\u003e\n      \u003c/tr\u003e\n      \u003ctr\u003e\n          \u003ctd style=\"text-align: left\"\u003e\u003cstrong\u003eCapWords\u003c/strong\u003e\u003c/td\u003e\n          \u003ctd style=\"text-align: left\"\u003e@nishuang (RT)\u003c/td\u003e\n          \u003ctd style=\"text-align: left\"\u003eGamified design language learning, AI segmentation + situational flashcards, featuring motion effects, sound effects, and real-life footage restoration\u003c/td\u003e\n      \u003c/tr\u003e\n  \u003c/tbody\u003e\n\u003c/table\u003e\n\u003ch3 id=\"-data--business\"\u003e\n  📊 Data \u0026amp; Business\n  \u003ca class=\"heading-link\" href=\"#-data--business\"\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\u003ctable\u003e\n  \u003cthead\u003e\n      \u003ctr\u003e\n          \u003cth style=\"text-align: left\"\u003eResource\u003c/th\u003e\n          \u003cth style=\"text-align: left\"\u003eRecommended By\u003c/th\u003e\n          \u003cth style=\"text-align: left\"\u003eDescription\u003c/th\u003e\n      \u003c/tr\u003e\n  \u003c/thead\u003e\n  \u003ctbody\u003e\n      \u003ctr\u003e\n          \u003ctd style=\"text-align: left\"\u003e\u003cstrong\u003eAppark / PaywallPro\u003c/strong\u003e\u003c/td\u003e\n          \u003ctd style=\"text-align: left\"\u003e@AI_Jasonyu\u003c/td\u003e\n          \u003ctd style=\"text-align: left\"\u003eView revenue and download data of top apps for free\u003c/td\u003e\n      \u003c/tr\u003e\n      \u003ctr\u003e\n          \u003ctd style=\"text-align: left\"\u003e\u003cstrong\u003eOpenAI Internal Codex Usage PDF\u003c/strong\u003e\u003c/td\u003e\n          \u003ctd style=\"text-align: left\"\u003e@Pluvio9yte\u003c/td\u003e\n          \u003ctd style=\"text-align: left\"\u003eReal workflows from Security/Infra/Frontend/API teams: understanding unfamiliar codebases, cross-file refactoring, edge case test generation\u003c/td\u003e\n      \u003c/tr\u003e\n  \u003c/tbody\u003e\n\u003c/table\u003e\n\u003ch3 id=\"-security-alert\"\u003e\n  ⚠️ Security Alert\n  \u003ca class=\"heading-link\" href=\"#-security-alert\"\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\u003eaxios poisoning incident\u003c/strong\u003e: @evilcos, @zhixianio remind to check \u003ccode\u003eaxios@1.14.1\u003c/code\u003e, \u003ccode\u003eaxios@0.30.4\u003c/code\u003e, and the malicious module \u003ccode\u003eplain-crypto-js\u003c/code\u003e. It is recommended to pause upgrading OpenClaw and installing new Skills.\u003c/li\u003e\n\u003c/ul\u003e\n\u003chr\u003e\n\u003ch2 id=\"iv-one-sentence-summary\"\u003e\n  IV. One-sentence Summary\n  \u003ca class=\"heading-link\" href=\"#iv-one-sentence-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\u003e\u003cstrong\u003eToday\u0026rsquo;s Core Contradiction\u003c/strong\u003e: Agent tools are moving from \u0026ldquo;assisted coding\u0026rdquo; toward \u0026ldquo;autonomous execution\u0026rdquo; (Codex /goal, browser Agent), but the \u0026ldquo;model progress swallowing startups\u0026rdquo; steamroller effect is intensifying simultaneously—the key to escape velocity may lie in \u003cstrong\u003econstraint identification in vertical domains\u003c/strong\u003e (@lijigang) and \u003cstrong\u003etest-driven moat construction\u003c/strong\u003e (@ruanyf).\u003c/p\u003e\n\u003c/blockquote\u003e\n\u003ch2 id=\"-appendix-todays-watch-list-update-source-list\"\u003e\n  📚 Appendix: Today\u0026rsquo;s Watch List Update Source List\n  \u003ca class=\"heading-link\" href=\"#-appendix-todays-watch-list-update-source-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\u003cblockquote\u003e\n\u003cp\u003eTime window: last 3 days; coverage 16 sources; total 2 updates\u003c/p\u003e\n\u003c/blockquote\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/nvidia-earnings-the-ai-stack-nvidias-new-reporting/\"  class=\"external-link\" target=\"_blank\" rel=\"noopener\"\u003eNvidia Earnings, The AI Stack, Nvidia’s New Reporting\u003c/a\u003e\u003c/strong\u003e\n\u003cul\u003e\n\u003cli\u003eRelease time: 2026-05-26 18:00 Beijing time\u003c/li\u003e\n\u003cli\u003eSummary: Nvidia is adjusting its reporting methods to differentiate between sales to hyperscale cloud providers (where Nvidia is fighting commoditization) and other customers (where Nvidia controls the entire technology stack).\n15 USD per month or 150 USD per year.\nProvides in-depth analysis of daily news via three emails per week or podcasts.\nStratechery Interviews. Interviews with prominent public company CEOs, private company founders, and discussions with peer analysts.\u003c/li\u003e\n\u003cli\u003eEN Key Points:\n\u003cul\u003e\n\u003cli\u003eNvidia is changing its reporting to delineate between hyperscaler sales — where Nvidia is fighting commoditization — and everyone else, where Nvidia runs the wh…\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=\"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\u003cstrong\u003e\u003ca href=\"https://www.youtube.com/shorts/kIvvzCR5NjA\"  class=\"external-link\" target=\"_blank\" rel=\"noopener\"\u003eGoogle DeepMind CEO Likes Hard Questions\u003c/a\u003e\u003c/strong\u003e\n\u003cul\u003e\n\u003cli\u003eRelease time: 2026-05-27 01:35 Beijing time\u003c/li\u003e\n\u003cli\u003eSummary: Google DeepMind CEO likes hard questions.\nThis update provides developers with quick background information on the topic of Google DeepMind\u0026rsquo;s CEO liking hard questions, and why it is worth bookmarking.\u003c/li\u003e\n\u003c/ul\u003e\n\u003c/li\u003e\n\u003c/ul\u003e\n",
  "wordCount": 2168,
  "readingTime": 11,
  "tableOfContents": "\u003cnav id=\"TableOfContents\"\u003e\n  \u003cul\u003e\n    \u003cli\u003e\u003ca href=\"#-this-issues-watch-list-in-depth-briefing\"\u003e📖 This Issue\u0026rsquo;s Watch List In-depth Briefing\u003c/a\u003e\u003c/li\u003e\n    \u003cli\u003e\u003ca href=\"#-x-platform-ai-hot-news\"\u003e🌐 X Platform AI Hot News\u003c/a\u003e\n      \u003cul\u003e\n        \u003cli\u003e\u003ca href=\"#topic-1microsofts-skillopt-evolves-ai-skills-without-model-changes\"\u003eTopic 1:Microsoft\u0026rsquo;s SkillOpt Evolves AI Skills Without Model Changes\u003c/a\u003e\u003c/li\u003e\n        \u003cli\u003e\u003ca href=\"#topic-2alibabas-qwen37-max-hits-fourth-on-code-arena-leaderboard\"\u003eTopic 2:Alibaba\u0026rsquo;s Qwen3.7-Max Hits Fourth on Code Arena Leaderboard\u003c/a\u003e\u003c/li\u003e\n        \u003cli\u003e\u003ca href=\"#topic-3anthropic-launches-security-plugin-for-claude-code\"\u003eTopic 3:Anthropic Launches Security Plugin for Claude Code\u003c/a\u003e\u003c/li\u003e\n        \u003cli\u003e\u003ca href=\"#topic-4microsofts-skillopt-trains-ai-agent-skills-like-neural-weights\"\u003eTopic 4:Microsoft\u0026rsquo;s SkillOpt Trains AI Agent Skills Like Neural Weights\u003c/a\u003e\u003c/li\u003e\n        \u003cli\u003e\u003ca href=\"#topic-5xiaomi-slashes-mimo-v25-ai-prices-by-up-to-99\"\u003eTopic 5:Xiaomi Slashes MiMo-V2.5 AI Prices by Up to 99%\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\u003c/li\u003e\n  \u003c/ul\u003e\n\n  \u003cul\u003e\n    \u003cli\u003e\u003ca href=\"#i-todays-key-technical-trends-and-product-hotspots\"\u003eI. Today\u0026rsquo;s Key Technical Trends and Product Hotspots\u003c/a\u003e\n      \u003cul\u003e\n        \u003cli\u003e\u003ca href=\"#1-agent-programming-tools-entering-the\"\u003e1. \u003cstrong\u003eAgent Programming Tools Entering the “Deep Collaboration” Phase\u003c/strong\u003e\u003c/a\u003e\u003c/li\u003e\n        \u003cli\u003e\u003ca href=\"#2-edge-models-and-local-ai-infrastructure-acceleration\"\u003e2. \u003cstrong\u003eEdge Models and Local AI Infrastructure Acceleration\u003c/strong\u003e\u003c/a\u003e\u003c/li\u003e\n        \u003cli\u003e\u003ca href=\"#3-reconstruction-of-ai-content-production-and-distribution-paradigms\"\u003e3. \u003cstrong\u003eReconstruction of AI Content Production and Distribution Paradigms\u003c/strong\u003e\u003c/a\u003e\u003c/li\u003e\n      \u003c/ul\u003e\n    \u003c/li\u003e\n    \u003cli\u003e\u003ca href=\"#2-notable-unique-perspectives-and-industry-foresight\"\u003e2. Notable Unique Perspectives and Industry Foresight\u003c/a\u003e\u003c/li\u003e\n    \u003cli\u003e\u003ca href=\"#iii-recommended-tools--resources\"\u003eIII. Recommended Tools \u0026amp; Resources\u003c/a\u003e\n      \u003cul\u003e\n        \u003cli\u003e\u003ca href=\"#-development-tools\"\u003e🔧 Development Tools\u003c/a\u003e\u003c/li\u003e\n        \u003cli\u003e\u003ca href=\"#-content-production\"\u003e🎨 Content Production\u003c/a\u003e\u003c/li\u003e\n        \u003cli\u003e\u003ca href=\"#-data--business\"\u003e📊 Data \u0026amp; Business\u003c/a\u003e\u003c/li\u003e\n        \u003cli\u003e\u003ca href=\"#-security-alert\"\u003e⚠️ Security Alert\u003c/a\u003e\u003c/li\u003e\n      \u003c/ul\u003e\n    \u003c/li\u003e\n    \u003cli\u003e\u003ca href=\"#iv-one-sentence-summary\"\u003eIV. One-sentence Summary\u003c/a\u003e\u003c/li\u003e\n    \u003cli\u003e\u003ca href=\"#-appendix-todays-watch-list-update-source-list\"\u003e📚 Appendix: Today\u0026rsquo;s Watch List Update Source List\u003c/a\u003e\n      \u003cul\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=\"#two-minute-papers-b_introsearch\"\u003eTwo Minute Papers (B_intro+search)\u003c/a\u003e\u003c/li\u003e\n      \u003c/ul\u003e\n    \u003c/li\u003e\n  \u003c/ul\u003e\n\u003c/nav\u003e",
  "isDraft": false
}