{"title":"2026-04-09 AI Daily | Anthropic Discloses Mythos Performance, xAI Launches Ten Trillion Parameter Training","url":"/en/ai-daily/ai-daily-2026-04-09/","date":"2026-04-09","type":"ai-daily","content":"\u003ch1 id=\"2026-04-09-ai-daily--anthropic-discloses-mythos-performance-xai-initiates-10-trillion-parameter-training\"\u003e\n  2026-04-09 AI Daily | Anthropic Discloses Mythos Performance, xAI Initiates 10 Trillion Parameter Training\n  \u003ca class=\"heading-link\" href=\"#2026-04-09-ai-daily--anthropic-discloses-mythos-performance-xai-initiates-10-trillion-parameter-training\"\u003e\n    \u003ci class=\"fa-solid fa-link\" aria-hidden=\"true\" title=\"Link to heading\"\u003e\u003c/i\u003e\n    \u003cspan class=\"sr-only\"\u003eLink to heading\u003c/span\u003e\n  \u003c/a\u003e\n\u003c/h1\u003e\n\u003cblockquote\u003e\n\u003cp\u003eToday, the AI field is witnessing dual breakthroughs in computing power and engineering. xAI has initiated the training of a 10 trillion parameter model, challenging the limits of large-scale models. Anthropic has disclosed its Mythos model, achieving a generational leap in the domains of code and mathematics, and has launched a managed agents public beta. The industry\u0026rsquo;s focus is shifting from general-purpose models to \u0026ldquo;Harness Engineering,\u0026rdquo; driving agents from prototype to large-scale production through structured memory and self-evolving frameworks.\u003c/p\u003e\n\u003c/blockquote\u003e\n\u003ch2 id=\"-this-issues-watch-list-in-depth-guide\"\u003e\n  📖 This Issue\u0026rsquo;s Watch List: In-Depth Guide\n  \u003ca class=\"heading-link\" href=\"#-this-issues-watch-list-in-depth-guide\"\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\u003eThe first topic worth noting today is the \u0026ldquo;paradigm shift in development driven by AI.\u0026rdquo; GitHub co-founder Scott Chacon deeply explored the limitations of Git in the age of agents and proposed new ideas for version control optimized for AI. Combined with Yash Tekriwal\u0026rsquo;s practical case study on building a customized Slack system using OpenClaw, we can clearly see that developer tools are undergoing a fundamental restructuring from being \u0026ldquo;human-centric\u0026rdquo; to \u0026ldquo;human-computer collaboration.\u0026rdquo;\u003c/p\u003e\n\u003cp\u003eThe second is the \u0026ldquo;interplay between enterprise-level implementation and governance.\u0026rdquo; OpenAI officially reviewed the unprecedented sense of urgency in corporate AI transformation, signaling that the technology has entered deep waters. However, Anthropic\u0026rsquo;s warnings about the risks of new model releases, along with the industry\u0026rsquo;s newly launched \u0026ldquo;Blueprint for Child Safety,\u0026rdquo; serve as a reminder to decision-makers: while pursuing business growth, the establishment of security governance and compliance frameworks is now urgent. Furthermore, Pennsylvania Governor Shapiro\u0026rsquo;s discourse on economic and administrative efficiency provides an important perspective for observing policy trends amid technological change.\u003c/p\u003e\n\u003ch2 id=\"-trending-ai-news-on-the-x-platform\"\u003e\n  🌐 Trending AI News on the X Platform\n  \u003ca class=\"heading-link\" href=\"#-trending-ai-news-on-the-x-platform\"\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-launches-claude-managed-agents-in-public-beta\"\u003e\n  Topic 1: Anthropic Launches Claude Managed Agents in Public Beta\n  \u003ca class=\"heading-link\" href=\"#topic-1-anthropic-launches-claude-managed-agents-in-public-beta\"\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: 6 hours ago, Related posts: 0\u003c/li\u003e\n\u003cli\u003eWhat it is: Anthropic announced the launch of Claude Managed Agents in public beta, providing developers with a fully managed AI agent production infrastructure that includes sandboxing, memory management, and security protection.\u003c/li\u003e\n\u003cli\u003eWhy it matters: It significantly lowers the engineering barrier for deploying AI agents from prototype to production, reducing the months-long process of building underlying infrastructure to just a few days and accelerating the large-scale implementation of enterprise-grade AI applications.\u003c/li\u003e\n\u003cli\u003eDiscussion summary: Discussions on social media primarily revolve around its massive boost to development efficiency (e.g., a 10x speed-up) and whether it will allow developers to shift their focus from underlying operations to optimizing agent task logic and security strategies.\u003c/li\u003e\n\u003c/ul\u003e\n\u003ch3 id=\"topic-2-cz-releases-memoir-on-binance-rise-prison-and-user-protection\"\u003e\n  Topic 2: CZ Releases Memoir on Binance Rise, Prison, and User Protection\n  \u003ca class=\"heading-link\" href=\"#topic-2-cz-releases-memoir-on-binance-rise-prison-and-user-protection\"\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: 16 hours ago, Related posts: 0\u003c/li\u003e\n\u003cli\u003eWhat it is: Binance founder Changpeng Zhao (CZ) released his personal memoir, detailing the rise of Binance, his prison experience, and his insights on user protection.\u003c/li\u003e\n\u003cli\u003eWhy it matters: As the founder of the world\u0026rsquo;s largest cryptocurrency exchange, CZ\u0026rsquo;s regulatory experiences and his reflections on decentralized governance offer important references for compliance, digital asset security, and the construction of decentralized infrastructure in the context of AI and Web3 integration.\u003c/li\u003e\n\u003cli\u003eDiscussion summary: Social media discussions are focused on the candor with which CZ addresses his legal disputes, the future strategic transparency of Binance, and his new vision for education and technological innovation after his release from prison.\u003c/li\u003e\n\u003c/ul\u003e\n\u003ch3 id=\"topic-3-israel-launches-massive-airstrikes-on-hezbollah-targets-in-lebanon\"\u003e\n  Topic 3: Israel Launches Massive Airstrikes on Hezbollah Targets in Lebanon\n  \u003ca class=\"heading-link\" href=\"#topic-3-israel-launches-massive-airstrikes-on-hezbollah-targets-in-lebanon\"\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: 1 day ago, Related posts: 0\u003c/li\u003e\n\u003cli\u003eWhat it is: Israel launched large-scale airstrikes on Hezbollah targets in Lebanon, which subsequently triggered multiple rounds of retaliatory missile and drone offense-defense battles involving Iran, Yemen, and U.S. military bases in the Gulf.\u003c/li\u003e\n\u003cli\u003eWhy it matters: This conflict demonstrated the large-scale combat coordination of drone swarms, automated air defense networks, and precision-guided munitions, reflecting the decisive role of AI-driven autonomous weapons systems in modern high-intensity warfare.\u003c/li\u003e\n\u003cli\u003eDiscussion summary: Discussions on X are focused on the authenticity of the extent of damage to U.S. military bases, the significant improvement in Iran\u0026rsquo;s long-range strike capabilities, the risk of a collapse in the global energy supply chain, and the condemnation of civilian casualties and the humanitarian disaster.\u003c/li\u003e\n\u003c/ul\u003e\n\u003ch3 id=\"topic-4-meta-prepares-new-ai-models-with-partial-open-source-plans\"\u003e\n  Topic 4: Meta Prepares New AI Models with Partial Open-Source Plans\n  \u003ca class=\"heading-link\" href=\"#topic-4-meta-prepares-new-ai-models-with-partial-open-source-plans\"\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: 2 days ago, Related posts: 0\u003c/li\u003e\n\u003cli\u003eWhat it is: Meta is preparing to release its next generation of AI models and plans to adopt a \u0026ldquo;partial open-source\u0026rdquo; strategy, rather than its previous model of fully releasing the weights.\u003c/li\u003e\n\u003cli\u003eWhy it matters: As a leader in the open-source AI ecosystem, Meta\u0026rsquo;s strategic shift could reshape the balance of power between open-source and closed-source approaches and directly impact the global developer community\u0026rsquo;s reliance on the Llama series of models.\u003c/li\u003e\n\u003cli\u003eDiscussion summary: The discussion centers on the specific definition of \u0026ldquo;partial open-source\u0026rdquo; and its impact on the democratization of AI. Some users worry that Meta is compromising under pressure to move toward a closed-source model, while others are focused on whether the new models will deliver a qualitative leap in performance.\u003c/li\u003e\n\u003c/ul\u003e\n\u003ch3 id=\"topic-5-openais-codex-hits-3-million-weekly-users-with-rate-limit-reset\"\u003e\n  Topic 5: OpenAI\u0026rsquo;s Codex Hits 3 Million Weekly Users with Rate Limit Reset\n  \u003ca class=\"heading-link\" href=\"#topic-5-openais-codex-hits-3-million-weekly-users-with-rate-limit-reset\"\u003e\n    \u003ci class=\"fa-solid fa-link\" aria-hidden=\"true\" title=\"Link to heading\"\u003e\u003c/i\u003e\n    \u003cspan class=\"sr-only\"\u003eLink to heading\u003c/span\u003e\n  \u003c/a\u003e\n\u003c/h3\u003e\n\u003cul\u003e\n\u003cli\u003eCategory: AI · News\u003c/li\u003e\n\u003cli\u003eOverview: Trending for: 1 day ago, Related posts: 0\u003c/li\u003e\n\u003cli\u003eWhat happened: OpenAI announced that its Codex model has surpassed 3 million weekly active users and has reset its API rate limits to support broader usage.\u003c/li\u003e\n\u003cli\u003eWhy it matters: As the core engine for tools like GitHub Copilot, the surge in Codex\u0026rsquo;s user base signals that AI-assisted programming has entered a phase of mass adoption. It also validates the commercial value of specialized large models within the vertical developer ecosystem.\u003c/li\u003e\n\u003cli\u003eDiscussion summary: The discussion focuses on the benefits of lifting rate limits for third-party application development, and the balance between developers\u0026rsquo; growing reliance on AI programming tools and code quality.\u003c/li\u003e\n\u003c/ul\u003e\n\u003ch3 id=\"topic-6-xais-colossus-2-trains-seven-ai-models-at-once-including-10-trillion-parameter-giant\"\u003e\n  Topic 6: xAI\u0026rsquo;s Colossus 2 Trains Seven AI Models at Once, Including 10-Trillion-Parameter Giant\n  \u003ca class=\"heading-link\" href=\"#topic-6-xais-colossus-2-trains-seven-ai-models-at-once-including-10-trillion-parameter-giant\"\u003e\n    \u003ci class=\"fa-solid fa-link\" aria-hidden=\"true\" title=\"Link to heading\"\u003e\u003c/i\u003e\n    \u003cspan class=\"sr-only\"\u003eLink to heading\u003c/span\u003e\n  \u003c/a\u003e\n\u003c/h3\u003e\n\u003cul\u003e\n\u003cli\u003eCategory: AI · News\u003c/li\u003e\n\u003cli\u003eOverview: Trending for: 17 hours ago, Related posts: 0\u003c/li\u003e\n\u003cli\u003eWhat happened: xAI\u0026rsquo;s Colossus 2 supercomputer is currently training seven AI models simultaneously, including a giant model with up to 10 trillion parameters.\u003c/li\u003e\n\u003cli\u003eWhy it matters: This marks a new breakthrough in the scale of AI computing clusters. The 10-trillion-parameter model challenges the current size limits of large models and demonstrates xAI\u0026rsquo;s leadership in ultra-large-scale distributed training.\u003c/li\u003e\n\u003cli\u003eDiscussion summary: The discussion centers on whether a 10-trillion-parameter model can deliver a qualitative leap in performance, the energy consumption challenges at this scale, and the speed at which xAI is catching up to OpenAI in the AGI race.\u003c/li\u003e\n\u003c/ul\u003e\n\u003ch3 id=\"topic-7-anthropic-launches-project-glasswing-with-powerful-ai-for-cybersecurity\"\u003e\n  Topic 7: Anthropic Launches Project Glasswing with Powerful AI for Cybersecurity\n  \u003ca class=\"heading-link\" href=\"#topic-7-anthropic-launches-project-glasswing-with-powerful-ai-for-cybersecurity\"\u003e\n    \u003ci class=\"fa-solid fa-link\" aria-hidden=\"true\" title=\"Link to heading\"\u003e\u003c/i\u003e\n    \u003cspan class=\"sr-only\"\u003eLink to heading\u003c/span\u003e\n  \u003c/a\u003e\n\u003c/h3\u003e\n\u003cul\u003e\n\u003cli\u003eCategory: AI · News\u003c/li\u003e\n\u003cli\u003eOverview: Trending for: 1 day ago, Related posts: 0\u003c/li\u003e\n\u003cli\u003eWhat happened: Anthropic has launched Project Glasswing, a new initiative aimed at leveraging advanced AI technology to strengthen cybersecurity defenses, vulnerability detection, and threat intelligence analysis.\u003c/li\u003e\n\u003cli\u003eWhy it matters: This project signifies a deep evolution of large models from general-purpose tasks to the high-barrier, specialized field of security. It holds significant strategic importance for building automated defense systems and responding to AI-driven malicious attacks.\u003c/li\u003e\n\u003cli\u003eDiscussion summary: The discussion focuses on the \u0026ldquo;double-edged sword\u0026rdquo; risk of AI security tools (i.e., whether defense tools could be reverse-engineered by hackers) and the accuracy and reliability of this technology in complex, real-world combat scenarios.\u003c/li\u003e\n\u003c/ul\u003e\n\u003ch3 id=\"topic-8-cta-rules-barcelonas-gerard-martín-deserved-red-card-vs-atlético\"\u003e\n  Topic 8: CTA Rules Barcelona\u0026rsquo;s Gerard Martín Deserved Red Card vs. Atlético\n  \u003ca class=\"heading-link\" href=\"#topic-8-cta-rules-barcelonas-gerard-mart%c3%adn-deserved-red-card-vs-atl%c3%a9tico\"\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 for: 1 day ago, Related posts: 0\u003c/li\u003e\n\u003cli\u003eWhat happened: The Spanish Technical Committee of Referees (CTA) ruled that Barcelona player Gerard Martín should have received a red card in the match against Atlético, admitting an on-field officiating error.\u003c/li\u003e\n\u003cli\u003eWhy it matters: This incident highlights the limitations of assistive officiating technologies (like VAR) in handling complex, dynamic decisions in sports, and underscores the importance of using technical means for post-match fairness assessments.\u003c/li\u003e\n\u003cli\u003eDiscussion summary: The discussion centers on why the VAR system failed to intervene and correct the error in real-time during the match, and the impact of such post-hoc rulings on the consistency of officiating standards in the league.\u003c/li\u003e\n\u003c/ul\u003e\n\u003ch3 id=\"topic-9-twice-thrills-chicago-with-back-to-back-sold-out-shows\"\u003e\n  Topic 9: TWICE Thrills Chicago with Back-to-Back Sold-Out Shows\n  \u003ca class=\"heading-link\" href=\"#topic-9-twice-thrills-chicago-with-back-to-back-sold-out-shows\"\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 for: 2 days ago, Related posts: 0\u003c/li\u003e\n\u003cli\u003eWhat happened: South Korean pop girl group TWICE successfully held two sold-out concerts in Chicago, generating widespread attention on social media.\u003c/li\u003e\n\u003cli\u003eWhy it matters: Although in the entertainment category, the massive amount of real-time data generated by such large-scale offline events is a crucial input for social media recommendation algorithms. This demonstrates the driving role of AI in content distribution and the precise operation of the fan economy.\u003c/li\u003e\n\u003cli\u003eDiscussion summary: Discussions on X primarily focused on the members\u0026rsquo; stage performances, the electric atmosphere of the venue, and appreciation for the group\u0026rsquo;s continued influence in the global music market.\u003c/li\u003e\n\u003c/ul\u003e\n\u003ch4 id=\"todays-ai-public-opinion-summary-on-x\"\u003e\n  Today\u0026rsquo;s AI Public Opinion Summary on X\n  \u003ca class=\"heading-link\" href=\"#todays-ai-public-opinion-summary-on-x\"\u003e\n    \u003ci class=\"fa-solid fa-link\" aria-hidden=\"true\" title=\"Link to heading\"\u003e\u003c/i\u003e\n    \u003cspan class=\"sr-only\"\u003eLink to heading\u003c/span\u003e\n  \u003c/a\u003e\n\u003c/h4\u003e\n\u003cp\u003eToday\u0026rsquo;s discourse centers on the deep evolution of AI from general-purpose large models to advanced productivity tools and specialized security domains. There is a clear industry consensus on lowering the barrier to agent development through fully managed infrastructure and pursuing the limits of model performance with ultra-large-scale computing clusters. However, regarding technical paths and ecosystem building, Meta\u0026rsquo;s strategic shift has sparked disagreement over whether \u0026ldquo;partial open-sourcing\u0026rdquo; deviates from the original goal of democratization. Meanwhile, the balance between developer reliance on and the accuracy of AI-assisted tools in programming and decision-making remains a point of contention. Potential risks are highly concentrated on the lethal destructive power of AI-driven autonomous weapons in modern warfare, the \u0026ldquo;double-edged sword\u0026rdquo; effect of cybersecurity tools being exploited by hackers, and the energy consumption pressures behind giant models.\u003c/p\u003e\n\u003ch2 id=\"-influencer-insights\"\u003e\n  💡 Influencer Insights\n  \u003ca class=\"heading-link\" href=\"#-influencer-insights\"\u003e\n    \u003ci class=\"fa-solid fa-link\" aria-hidden=\"true\" title=\"Link to heading\"\u003e\u003c/i\u003e\n    \u003cspan class=\"sr-only\"\u003eLink to heading\u003c/span\u003e\n  \u003c/a\u003e\n\u003c/h2\u003e\n\u003cp\u003eHello! I am your AI industry analyst. Based on the activities of AI leaders on the X platform over the past 24 hours (Note: data timestamps indicate late March to early April 2026), I have compiled today\u0026rsquo;s in-depth industry observations for you.\u003c/p\u003e\n\u003chr\u003e\n\u003ch3 id=\"1-todays-tech-trends-and-product-hotspots\"\u003e\n  1. Today\u0026rsquo;s Tech Trends and Product Hotspots\n  \u003ca class=\"heading-link\" href=\"#1-todays-tech-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/h3\u003e\n\u003ch4 id=\"heading\"\u003e\n  \u003cstrong\u003e\u0026ldquo;Harness Engineering\u0026rdquo; Becomes a Core Topic\u003c/strong\u003e\n  \u003ca class=\"heading-link\" href=\"#heading\"\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 most heatedly discussed concept today is \u003cstrong\u003eHarness Engineering\u003c/strong\u003e, proposed by @dotey. He argues that if an LLM is the \u0026ldquo;brain in a vat,\u0026rdquo; then the Harness is its \u0026ldquo;body\u0026rdquo; (perception, action, memory).\u003c/p\u003e\n\u003cul\u003e\n\u003cli\u003e\u003cstrong\u003eThe Era of Managed Agents:\u003c/strong\u003e Anthropic has released \u003cstrong\u003eClaude Managed Agents\u003c/strong\u003e, offering a hosted sandbox, state management, and a multi-agent collaboration API. This signals a shift for large model providers from selling models to selling complete development platforms.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003eThe Framework Debate:\u003c/strong\u003e The community is engaged in a heated discussion comparing \u003cstrong\u003eClaude Code\u003c/strong\u003e (official, specialized), \u003cstrong\u003eOpenClaw\u003c/strong\u003e (general-purpose gateway), and the emerging dark horse \u003cstrong\u003eHermes Agent\u003c/strong\u003e (self-evolving engine).\u003c/li\u003e\n\u003c/ul\u003e\n\u003ch4 id=\"anthropic\"\u003e\n  \u003cstrong\u003eAnthropic\u0026rsquo;s \u0026ldquo;Nuclear-Grade\u0026rdquo; Model: Claude Mythos Preview\u003c/strong\u003e\n  \u003ca class=\"heading-link\" href=\"#anthropic\"\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\u003eAnthropic has unveiled its most powerful model, \u003cstrong\u003eMythos\u003c/strong\u003e, which demonstrates a staggering lead in code fixing (93.9% on SWE-bench) and mathematical proofs.\u003c/p\u003e\n\u003cul\u003e\n\u003cli\u003e\u003cstrong\u003eProject Glasswing:\u003c/strong\u003e Due to Mythos\u0026rsquo;s terrifying ability to discover 0-day vulnerabilities (having already found thousands in systems like Linux and OpenBSD), Anthropic is withholding it from public release. It is only available to giants like Apple and Microsoft for defensive security through this program.\u003c/li\u003e\n\u003c/ul\u003e\n\u003ch4 id=\"the-structured-evolution-of-agent-memory-systems\"\u003e\n  \u003cstrong\u003eThe Structured Evolution of Agent Memory Systems\u003c/strong\u003e\n  \u003ca class=\"heading-link\" href=\"#the-structured-evolution-of-agent-memory-systems\"\u003e\n    \u003ci class=\"fa-solid fa-link\" aria-hidden=\"true\" title=\"Link to heading\"\u003e\u003c/i\u003e\n    \u003cspan class=\"sr-only\"\u003eLink to heading\u003c/span\u003e\n  \u003c/a\u003e\n\u003c/h4\u003e\n\u003cul\u003e\n\u003cli\u003e\u003cstrong\u003eSelf-Evolving Memory:\u003c/strong\u003e @dotey detailed the \u0026ldquo;closed-loop learning cycle\u0026rdquo; of \u003cstrong\u003eHermes Agent\u003c/strong\u003e, which can distill complex tasks into structured skill documents and iterate on them.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003eMemory Palace:\u003c/strong\u003e While the crossover release of \u003cstrong\u003eMemPalace\u003c/strong\u003e by actress Milla Jovovich is controversial in its benchmarks, its concept of \u0026ldquo;structurally organizing local conversation memory\u0026rdquo; has garnered widespread attention.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003eLLM Wiki:\u003c/strong\u003e The idea proposed in @memory/karpathy-pkm-SOP.md of automatically organizing fragmented information into a structured Wiki is seen by @dotey and @lijigang as a key shift in information gathering from \u0026ldquo;point-based\u0026rdquo; to \u0026ldquo;structured.\u0026rdquo;\u003c/li\u003e\n\u003c/ul\u003e\n\u003chr\u003e\n\u003ch3 id=\"2-unique-perspectives-and-industry-foresight\"\u003e\n  2. Unique Perspectives and Industry Foresight\n  \u003ca class=\"heading-link\" href=\"#2-unique-perspectives-and-industry-foresight\"\u003e\n    \u003ci class=\"fa-solid fa-link\" aria-hidden=\"true\" title=\"Link to heading\"\u003e\u003c/i\u003e\n    \u003cspan class=\"sr-only\"\u003eLink to heading\u003c/span\u003e\n  \u003c/a\u003e\n\u003c/h3\u003e\n\u003cul\u003e\n\u003cli\u003e\u003cstrong\u003eTesting is the New Moat:\u003c/strong\u003e @ruanyf points out that when AI can easily replicate large software like Next.js, the code itself no longer provides a moat. \u003cstrong\u003eTest cases\u003c/strong\u003e will become the core asset preventing rapid AI replication.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003eLatent Space Reasoning:\u003c/strong\u003e @lijigang shared research on models thinking directly in their internal vector space, bypassing language (tokens). He believes language is just a lossy compression of thought, and the future evolutionary path is for models to perform reasoning without needing to \u0026ldquo;talk to themselves.\u0026rdquo;\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003eThe \u0026ldquo;Super Soldier\u0026rdquo; Model in the AI Era:\u003c/strong\u003e @gefei55 proposes that AI significantly enhances individual operational capabilities. The future trend is \u0026ldquo;one-person operations,\u0026rdquo; where a single individual acts as an entire army (handling the full cycle of research, development, promotion, and monetization).\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003ePerceived Obsolescence:\u003c/strong\u003e @nishuang draws on Apple\u0026rsquo;s innovation logic to remind developers that iterating AI products isn\u0026rsquo;t just about functionality, but also about creating a \u0026ldquo;sense of being outdated\u0026rdquo; to stimulate continuous user investment.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003eEcosystem Lockdown:\u003c/strong\u003e @op7418 complains that Anthropic is starting to restrict subscribers\u0026rsquo; quota usage on third-party tools like OpenClaw, indicating that large model providers are tightening their grip on their ecosystems.\u003c/li\u003e\n\u003c/ul\u003e\n\u003chr\u003e\n\u003ch3 id=\"3-recommended-tools-and-resources\"\u003e\n  3. Recommended Tools and Resources\n  \u003ca class=\"heading-link\" href=\"#3-recommended-tools-and-resources\"\u003e\n    \u003ci class=\"fa-solid fa-link\" aria-hidden=\"true\" title=\"Link to heading\"\u003e\u003c/i\u003e\n    \u003cspan class=\"sr-only\"\u003eLink to heading\u003c/span\u003e\n  \u003c/a\u003e\n\u003c/h3\u003e\n\u003ch4 id=\"agent-frameworks-and-platforms\"\u003e\n  \u003cstrong\u003eAgent Frameworks and Platforms\u003c/strong\u003e\n  \u003ca class=\"heading-link\" href=\"#agent-frameworks-and-platforms\"\u003e\n    \u003ci class=\"fa-solid fa-link\" aria-hidden=\"true\" title=\"Link to heading\"\u003e\u003c/i\u003e\n    \u003cspan class=\"sr-only\"\u003eLink to heading\u003c/span\u003e\n  \u003c/a\u003e\n\u003c/h4\u003e\n\u003cul\u003e\n\u003cli\u003e\u003cstrong\u003eHermes Agent:\u003c/strong\u003e Open-sourced by Nous Research, it supports skill self-evolution and local storage, and is considered a strong competitor to OpenClaw.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003eOfoxAI:\u003c/strong\u003e An API gateway recommended by @AI_Jasonyu that supports over 100 models, suitable for corporate teams to centrally manage token consumption.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003eClaude Code:\u003c/strong\u003e The official CLI tool. Its \u003ccode\u003eauto mode\u003c/code\u003e and remote control features are worth following.\u003c/li\u003e\n\u003c/ul\u003e\n\u003ch4 id=\"practical-skills-plugins\"\u003e\n  \u003cstrong\u003ePractical Skills (Plugins)\u003c/strong\u003e\n  \u003ca class=\"heading-link\" href=\"#practical-skills-plugins\"\u003e\n    \u003ci class=\"fa-solid fa-link\" aria-hidden=\"true\" title=\"Link to heading\"\u003e\u003c/i\u003e\n    \u003cspan class=\"sr-only\"\u003eLink to heading\u003c/span\u003e\n  \u003c/a\u003e\n\u003c/h4\u003e\n\u003cul\u003e\n\u003cli\u003e\u003cstrong\u003eqiaomu-epub-book-generator:\u003c/strong\u003e Open-sourced by @vista8, it converts webpages or Markdown to beautifully formatted Epub e-books with a single command.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003eWeb-To-Markdown Skill:\u003c/strong\u003e Recommended by @Pluvio9yte, it scrapes and cleans webpages from YouTube, WeChat, Zhihu, etc., into Markdown with one click.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003eplanning-with-files:\u003c/strong\u003e Recommended by @vista8, this forces the Agent to write an execution plan before starting a task, effectively solving the problem of long-context memory loss.\u003c/li\u003e\n\u003c/ul\u003e\n\u003ch4 id=\"local-models-and-experiments\"\u003e\n  \u003cstrong\u003eLocal Models and Experiments\u003c/strong\u003e\n  \u003ca class=\"heading-link\" href=\"#local-models-and-experiments\"\u003e\n    \u003ci class=\"fa-solid fa-link\" aria-hidden=\"true\" title=\"Link to heading\"\u003e\u003c/i\u003e\n    \u003cspan class=\"sr-only\"\u003eLink to heading\u003c/span\u003e\n  \u003c/a\u003e\n\u003c/h4\u003e\n\u003cul\u003e\n\u003cli\u003e\u003cstrong\u003eGemma 4:\u003c/strong\u003e Google\u0026rsquo;s new on-device model, which supports Agent and tool calling, can be quickly deployed locally via \u003cstrong\u003eOllama\u003c/strong\u003e.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003eQwen 3.6 Plus:\u003c/strong\u003e Alibaba\u0026rsquo;s latest release, with significantly improved Agent and coding capabilities, supporting an ultra-long context of 1 million tokens.\u003c/li\u003e\n\u003c/ul\u003e\n\u003ch4 id=\"security-alert\"\u003e\n  \u003cstrong\u003eSecurity Alert\u003c/strong\u003e\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/h4\u003e\n\u003cul\u003e\n\u003cli\u003e\u003cstrong\u003eaxios Poisoning Incident:\u003c/strong\u003e @zhixianio reminds developers to check their environments and avoid using the contaminated \u003ccode\u003eaxios@1.14.1\u003c/code\u003e and \u003ccode\u003eplain-crypto-js\u003c/code\u003e modules to prevent Agent key leakage.\u003c/li\u003e\n\u003c/ul\u003e\n\u003chr\u003e\n\u003cp\u003e\u003cstrong\u003eAnalyst\u0026rsquo;s Comment:\u003c/strong\u003e\nToday\u0026rsquo;s developments show that the AI industry is shifting from competing on model parameters to competing on Harness (engineering implementation). Vendors (like Anthropic) are tightening API access and building closed ecosystems, while the open-source community is attempting to achieve \u0026ldquo;decentralized self-evolution\u0026rdquo; for Agents through projects like Hermes. For developers, mastering \u003cstrong\u003eSkill Development\u003c/strong\u003e and \u003cstrong\u003eStructured Memory Management\u003c/strong\u003e will be the core competencies in 2026.\u003c/p\u003e\n\u003ch2 id=\"-appendix-todays-watch-list-update-sources\"\u003e\n  📚 Appendix: Today\u0026rsquo;s Watch List Update Sources\n  \u003ca class=\"heading-link\" href=\"#-appendix-todays-watch-list-update-sources\"\u003e\n    \u003ci class=\"fa-solid fa-link\" aria-hidden=\"true\" title=\"Link to heading\"\u003e\u003c/i\u003e\n    \u003cspan class=\"sr-only\"\u003eLink to heading\u003c/span\u003e\n  \u003c/a\u003e\n\u003c/h2\u003e\n\u003cblockquote\u003e\n\u003cp\u003eTimeframe: Last 3 days; Covers 16 sources; 7 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/rethinking-git-for-the-age-of-coding-agents-with-github-cofounder-scott-chacon-DAVGh_qe\"  class=\"external-link\" target=\"_blank\" rel=\"noopener\"\u003eRethinking Git for the Age of Coding Agents with GitHub Cofounder Scott Chacon\u003c/a\u003e\u003c/strong\u003e\n\u003cul\u003e\n\u003cli\u003ePublication Time: 2026-04-08 23:00 Beijing Time\u003c/li\u003e\n\u003cli\u003eSummary: - Matt Bornstein in conversation with Scott Chacon, cofounder of GitHub and CEO of GitButler, discusses why Git\u0026rsquo;s user interface has barely changed since 2005, how GitButler is reimagining version control for both humans and AI agents, and what the \u0026ldquo;next GitHub\u0026rdquo; might look like.\n\u003cul\u003e\n\u003cli\u003eThey discuss parallel branches, CLI design optimized for agents, the future of code review, and why the top engineers of the future will be excellent writers.\u003c/li\u003e\n\u003cli\u003eClick here to learn about all of a16z\u0026rsquo;s activities in the AI space, including articles, projects, and more podcast content.\u003c/li\u003e\n\u003cli\u003ePlease note that this content is for informational purposes only and should not be considered legal, business, tax, or investment advice, nor should it be used to evaluate any investment or security; furthermore, this content is not directed at any investors or potential investors in any a16z fund.\u003c/li\u003e\n\u003cli\u003ea16z and its affiliates may hold investments in the companies mentioned.\u003c/li\u003e\n\u003c/ul\u003e\n\u003c/li\u003e\n\u003cli\u003eEN Highlights:\n\u003cul\u003e\n\u003cli\u003eMatt Bornstein speaks with Scott Chacon, cofounder of GitHub and CEO of GitButler, about why Git\u0026rsquo;s user interface has barely changed since 2005, how GitButler i…\u003c/li\u003e\n\u003cli\u003eThey cover parallel branches, agent-optimized CLI design, the future of code review, and why the best engineers of the future will be the best writers\u003c/li\u003e\n\u003cli\u003eFollow Scott Chacon on X:\u003c/li\u003e\n\u003cli\u003eFollow Matt Bornstein on X:\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/josh-shapiro-on-trump-iran-war-chaos-israels-failure-the-economy-and-2028-race\"  class=\"external-link\" target=\"_blank\" rel=\"noopener\"\u003eJosh Shapiro on Trump, Iran War Chaos, Israel\u0026rsquo;s Failure, the Economy, and 2028 Race\u003c/a\u003e\u003c/strong\u003e\n\u003cul\u003e\n\u003cli\u003ePublication Time: 2026-04-08 23:52 Beijing Time\u003c/li\u003e\n\u003cli\u003eSummary: - (0:00) Jason introduces Pennsylvania Governor Josh Shapiro.\n\u003cul\u003e\n\u003cli\u003e(1:40) Shapiro\u0026rsquo;s blueprint for Pennsylvania: promoting growth, championing freedom, streamlining administrative approvals, and cracking down on fraud.\u003c/li\u003e\n\u003cli\u003e(13:05) The debate on the wealth tax and the Democratic Party\u0026rsquo;s missteps on business issues.\u003c/li\u003e\n\u003cli\u003e(20:17) The Democratic Party\u0026rsquo;s decline in 2024, the party\u0026rsquo;s future direction, and its socialist faction.\u003c/li\u003e\n\u003c/ul\u003e\n\u003c/li\u003e\n\u003cli\u003eEN Highlights:\n\u003cul\u003e\n\u003cli\u003e(0:00) Jason intros PA Governor Josh Shapiro\u003c/li\u003e\n\u003c/ul\u003e\n\u003c/li\u003e\n\u003c/ul\u003e\n\u003c/li\u003e\n\u003cli\u003e(1:40) Shapiro\u0026rsquo;s blueprint for PA: pro-growth, pro-freedom, less red tape, prosecuting fraud\u003c/li\u003e\n\u003cli\u003e(13:05) Wealth tax debate, what Dems are getting wrong on business\u003c/li\u003e\n\u003cli\u003e(20:17) 2024 Democratic collapse, future of the party, socialist wing\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/i-built-a-custom-slack-inbox-it-was\"  class=\"external-link\" target=\"_blank\" rel=\"noopener\"\u003eI built a custom Slack inbox. It was easier than you’d think. | Yash Tekriwal (Clay)\u003c/a\u003e\u003c/strong\u003e\u003c/p\u003e\n\u003cul\u003e\n\u003cli\u003eRelease Date: 2026-04-08 20:03 Beijing Time\u003c/li\u003e\n\u003cli\u003eSummary: - Yash Tekriwal is the head of education at Clay.\n\u003cul\u003e\n\u003cli\u003eA self-described \u0026ldquo;hyper-optimizer,\u0026rdquo; Yash has leveraged Perplexity Computer and OpenClaw to build multiple customized productivity applications to handle overwhelming workflows. These include a Slack summarization system that categorizes over 150 daily notifications into actionable priorities, and a personal dashboard integrating news, email, and Slack, serving as his personal command center.\u003c/li\u003e\n\u003cli\u003ePlease listen or watch on YouTube, Spotify, or Apple Podcasts.\u003c/li\u003e\n\u003cli\u003e\n\u003cul\u003e\n\u003cli\u003eHow Yash built a customized Slack summarization system that automatically categorizes over 150 daily notifications into \u0026ldquo;Action Now,\u0026rdquo; \u0026ldquo;Read,\u0026rdquo; and \u0026ldquo;FYI.\u0026rdquo;\u003c/li\u003e\n\u003c/ul\u003e\n\u003c/li\u003e\n\u003cli\u003e\n\u003cul\u003e\n\u003cli\u003eWhy Perplexity Computer outperforms Claude Code and Codex when building personal productivity applications.\u003c/li\u003e\n\u003c/ul\u003e\n\u003c/li\u003e\n\u003c/ul\u003e\n\u003c/li\u003e\n\u003cli\u003eEN Key Points:\n\u003cul\u003e\n\u003cli\u003eYash Tekriwal is the head of education at Clay\u003c/li\u003e\n\u003cli\u003eA self-described hyper-optimizer, Yash has built multiple custom productivity applications using Perplexity Computer and OpenClaw to manage his overwhelming dai…\u003c/li\u003e\n\u003cli\u003eListen or watch on YouTube , Spotify , or Apple Podcasts\u003c/li\u003e\n\u003cli\u003eWhat you’ll learn:\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/listen-a-visual-guide-to-getting\"  class=\"external-link\" target=\"_blank\" rel=\"noopener\"\u003eListen: A visual guide to getting out of a creative slump\u003c/a\u003e\u003c/strong\u003e\u003c/p\u003e\n\u003cul\u003e\n\u003cli\u003eRelease Date: 2026-04-08 10:51 Beijing Time\u003c/li\u003e\n\u003cli\u003eSummary: - Please visit add.lennysreads.com to add the private feed to your podcast app.\n\u003cul\u003e\n\u003cli\u003eIn this episode, my wife, cartoonist and writer Michelle Rial, will share the happy news of her new book \u0026ldquo;Charts for Babies\u0026rdquo; launch and bring an inspiring conversation for those in a creative slump.\u003c/li\u003e\n\u003cli\u003eShe details 12 tried-and-tested steps designed to help you break free from creative blocks and get back to making meaningful work.\u003c/li\u003e\n\u003cli\u003e\n\u003cul\u003e\n\u003cli\u003eWhy it\u0026rsquo;s necessary to create work that might make you feel embarrassed.\u003c/li\u003e\n\u003c/ul\u003e\n\u003c/li\u003e\n\u003cli\u003e\n\u003cul\u003e\n\u003cli\u003eHow a simple mindset shift can help you say goodbye to procrastination and take immediate action.\u003c/li\u003e\n\u003c/ul\u003e\n\u003c/li\u003e\n\u003c/ul\u003e\n\u003c/li\u003e\n\u003cli\u003eEN Key Points:\n\u003cul\u003e\n\u003cli\u003e\n\u003cul\u003e\n\u003cli\u003eIf you’re a premium subscriber\u003c/li\u003e\n\u003c/ul\u003e\n\u003c/li\u003e\n\u003cli\u003eAdd the private feed to your podcast app at add.lennysreads.com\u003c/li\u003e\n\u003cli\u003eIn this episode, my wife Michelle Rial, cartoonist and author, celebrates the launch of her new book Charts for Babies by sharing a pep talk for anyone stuck in…\u003c/li\u003e\n\u003cli\u003eShe walks through 12 tried-and-tested steps designed to lift you out of a creative block and get back to making things that matter\u003c/li\u003e\n\u003c/ul\u003e\n\u003c/li\u003e\n\u003c/ul\u003e\n\u003c/li\u003e\n\u003c/ul\u003e\n\u003ch3 id=\"stratechery-by-ben-thompson-a_full\"\u003e\n  Stratechery by Ben Thompson (A_full)\n  \u003ca class=\"heading-link\" href=\"#stratechery-by-ben-thompson-a_full\"\u003e\n    \u003ci class=\"fa-solid fa-link\" aria-hidden=\"true\" title=\"Link to heading\"\u003e\u003c/i\u003e\n    \u003cspan class=\"sr-only\"\u003eLink to heading\u003c/span\u003e\n  \u003c/a\u003e\n\u003c/h3\u003e\n\u003cul\u003e\n\u003cli\u003e\u003cstrong\u003e\u003ca href=\"https://stratechery.com/2026/anthropics-new-model-the-mythos-wolf-glasswing-and-alignment/\"  class=\"external-link\" target=\"_blank\" rel=\"noopener\"\u003eAnthropic’s New Model, The Mythos Wolf, Glasswing and Alignment\u003c/a\u003e\u003c/strong\u003e\n\u003cul\u003e\n\u003cli\u003ePublication Time: 2026-04-08 18:00 Beijing Time\u003c/li\u003e\n\u003cli\u003eSummary: - Anthropic claims its new model is too dangerous to release; while there are reasons to be skeptical, if Anthropic\u0026rsquo;s claims are true, it would raise deeper concerns.\n\u003cul\u003e\n\u003cli\u003e\u003cstrong\u003e$15\u003c/strong\u003e / month \u003cem\u003eor\u003c/em\u003e \u003cstrong\u003e$150\u003c/strong\u003e / year.\u003c/li\u003e\n\u003cli\u003eDelivers in-depth analysis of the day\u0026rsquo;s news through three weekly emails or podcasts.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003eStratechery Interviews\u003c/strong\u003e.\u003c/li\u003e\n\u003cli\u003eInterviews with CEOs of major public companies, founders of private enterprises, and in-depth discussions with other analysts.\u003c/li\u003e\n\u003c/ul\u003e\n\u003c/li\u003e\n\u003cli\u003eEN Key Points:\n\u003cul\u003e\n\u003cli\u003eAnthropic says its new model is too dangerous to release; there are reasons to be skeptical, but to the extent Anthropic is right, that raises even deeper conce…\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/next-phase-of-enterprise-ai\"  class=\"external-link\" target=\"_blank\" rel=\"noopener\"\u003eThe next phase of enterprise AI\u003c/a\u003e\u003c/strong\u003e\u003c/p\u003e\n\u003cul\u003e\n\u003cli\u003ePublication Time: 2026-04-08 22:00 Beijing Time\u003c/li\u003e\n\u003cli\u003eSummary: I have just finished my first 90 days at OpenAI, during which I had the opportunity to speak with hundreds of customers. What impressed me most was the extremely high sense of urgency and readiness they displayed. My entire career has been deeply rooted in the intersection of technology and enterprise transformation, but I have never seen this level of conviction spread so quickly and consistently across all industries. These leaders recognize that artificial intelligence is the most significant transformation of their lifetime, and they are looking to us for ways to reinvent their enterprises around this technology. Our business performance this quarter confirms this conviction.\u003c/li\u003e\n\u003cli\u003eEN Key Points:\n\u003cul\u003e\n\u003cli\u003eOpenAI outlines the next phase of enterprise AI, as adoption accelerates across industries with Frontier, ChatGPT Enterprise, Codex, and company-wide AI agents.\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-child-safety-blueprint\"  class=\"external-link\" target=\"_blank\" rel=\"noopener\"\u003eIntroducing the Child Safety Blueprint\u003c/a\u003e\u003c/strong\u003e\u003c/p\u003e\n\u003cul\u003e\n\u003cli\u003ePublication Time: 2026-04-08 13:00 Beijing Time\u003c/li\u003e\n\u003cli\u003eSummary: - A framework to combat and prevent AI-driven child sexual exploitation.\n\u003cul\u003e\n\u003cli\u003eChild sexual exploitation is one of the most urgent challenges of the digital age.\u003c/li\u003e\n\u003cli\u003eArtificial intelligence is rapidly changing how these harms manifest across the industry and how to address them at scale.\u003c/li\u003e\n\u003cli\u003eThis work helps identify areas within the industry that require stronger, unified standards.\u003c/li\u003e\n\u003cli\u003eToday, we are launching a policy blueprint that outlines a practical path forward to strengthen related efforts in the United States.\u003c/li\u003e\n\u003c/ul\u003e\n\u003c/li\u003e\n\u003cli\u003eEN Key Points:\n\u003cul\u003e\n\u003cli\u003eDiscover OpenAI’s Child Safety Blueprint—a roadmap for building AI responsibly with safeguards, age-appropriate design, and collaboration to protect and empower…\u003c/li\u003e\n\u003c/ul\u003e\n\u003c/li\u003e\n\u003c/ul\u003e\n\u003c/li\u003e\n\u003c/ul\u003e\n","description":"Today, the AI field has achieved dual breakthroughs in computing power and engineering. xAI has launched training for a ten-trillion-parameter model, challenging the limits of large model scale; Anthropic unveiled the Mythos model, achieving generational leadership in code and mathematics, and launched the public beta of hosted agents. The industry\u0026rsquo;s focus is shifting from general models to \u0026ldquo;Harness Engineering,\u0026rdquo; driving agents from prototype to scaled production through structured memory and self-evolving frameworks."}