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From: "The Code by Superhuman" <thecode@...
To: [email protected]
Date: Tue, 11 Nov 2025 13:04:35 GMT
Subject: China's new AI model for devs
To: [email protected]
Date: Tue, 11 Nov 2025 13:04:35 GMT
Subject: China's new AI model for devs
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View image: (https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/f41e67be-adfb-4d5e-805d-78fdbecb52e5/Group_1000004741__2_.jpg?t=1758182636)
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**Welcome back.** Chinese AI just flipped the script on what open-source can do. Moonshot AI dropped Kimi K2 Thinking, and researchers are calling it "the closest open models have been to the closed frontier ever." They trained this beast for just $4.6 million (OpenAI burns through that in a week), and it's already beating GPT and Claude on some real-world tasks.
**Also:** Cursor’s engineering culture, 30 ways to find your next $10K+ MRR app idea, and Google’s latest AI agent guide.
--------------------
### **Today’s Insights**
* OpenAI’s new cost-efficient model for devs
* Building a council of agents for pressure-testing ideas
* Start your AI coding journey with Cursor’s tutorial
* Trending social posts, top repos, new research & more
———————————————————————————
**Welcome to The Code.** This is a 2x weekly email that cuts through the noise to help devs, engineers, and technical leaders find high-signal news, releases, and resources in 5 minutes or less. You can sign up or share this email [here](https://superhumancode.beehiiv.com/subscribe).
----------View image: (https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/18efc0eb-c3c4-483f-a001-0fe0dcca16c3/Group_from_Figma__2_.png?t=1758120539)
Caption:
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##### ** THIS WEEK IN PROGRAMMING **
--------------------
View image: (https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/b610a0d8-5a97-41a7-99b0-5308f68a2078/Copy_of_Untitled_Design__3_.jpg?t=1762773113)
Follow image link: (https://moonshotai.github.io/Kimi-K2/thinking.html)
Caption: Performance of Kimi K2 on coding tasks. Source: Moonshot AI
--------------------
**Moonshot narrows the gap between open and closed AI models:** The Chinese AI startup’s new [Kimi K2](https://moonshotai.github.io/Kimi-K2/thinking.html) now rivals GPT-5 and Claude Opus on reasoning tasks like coding and research—a major win for open models. It autonomously executes 200-300 sequential tool calls, making it a natural fit for agent frameworks. But it still falls short on complex UI development work. Here’s a [tutorial](https://youtu.be/7elQC2moTO0) on using K2 inside Claude Code.
**OpenAI quietly releases GPT-5-Codex-Mini for budget-conscious developers: **The ChatGPT maker just launched a leaner version of GPT-5-Codex, designed specifically for developers who want the power of its flagship coding model without the premium price tag. [GPT-5-Codex-Mini](https://x.com/OpenAIDevs/status/1986861734619947305) maintains solid coding capabilities while cutting costs—perfect for high-volume development tasks, automation workflows, and teams building at scale (Here’s [how](https://simonwillison.net/2025/Nov/9/gpt-5-codex-mini/)).
**Google launches managed File Search for simpler RAG:** The search giant just rolled out the [File Search Tool](https://blog.google/technology/developers/file-search-gemini-api/), a fully managed retrieval-augmented generation system baked directly into the Gemini API. It abstracts away the complexity of building RAG from scratch, automatically handling file storage, embeddings, and citations. Here’s a [tutorial](https://youtu.be/DlVMMLmmTOA) on how to implement it.
----------View image: (https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/18efc0eb-c3c4-483f-a001-0fe0dcca16c3/Group_from_Figma__2_.png?t=1758120539)
Caption:
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##### **TRENDS & INSIGHTS**
## **What Engineering Leaders Need to Know This Week**
--------------------
View image: (https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/206c8b2a-a579-47bd-a9b2-7ed6895ca2bd/dfsdfsdg_59863_An_Astranaut_teaching_3_anciet_greek_men_softw_1449fea6-993d-4956-8439-d7622cfce2d6_1.jpg?t=1762785538)
Caption: Source: The Code, Superhuman
--------------------
**[How Cursor scaled to $100M ARR with radical engineering culture:](https://joincolossus.com/article/inside-cursor/)** The AI coding startup grew from 20 to 250 employees in one year by treating recruiting as its core product, maintaining 86% in-office culture, and deliberately building for expert developers rather than beginners. Their internal builds run three months ahead of production.
**[Council of AI agents:](https://theengineeringmanager.substack.com/p/councils-of-agents)** Engineering leaders are discovering a powerful new way to pressure-test ideas before presenting them to their teams. By creating "councils" of specialized AI agents in Claude Code—from QA engineers to CMOs—they're simulating diverse perspectives on technical architecture and go-to-market strategies.
**[The state of AI in 2025 (from McKinsey):](https://www.mckinsey.com/capabilities/quantumblack/our-insights/the-state-of-ai)** While 88% of organizations use AI, real value creation is concentrated in just 6%. These high performers do three things differently: First, they pursue transformative change, not just efficiency. Second, they redesign entire workflows around AI, not just bolt it on. Third, they get serious commitment from leadership.
----------View image: (https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/18efc0eb-c3c4-483f-a001-0fe0dcca16c3/Group_from_Figma__2_.png?t=1758120539)
Caption:
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##### **IN THE KNOW**
## **What’s trending on socials and headlines**
--------------------
View image: (https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/34e30034-1e3b-492f-9f2b-6866a754af86/image__36_.jpg?t=1762777132)
Caption: Meme of the week
* **Aiming 2026:** Here are [30 ways](https://x.com/gregisenberg/status/1987546731332911556) to find your next $10K+ MRR app idea for 2026.
* **New MacBook:** This developer wrote a [bash script](https://x.com/the2ndfloorguy/status/1987326842332979673) to set up his new MacBook automatically - bookmark this.
* **Gold Mine:** This is [why](https://x.com/archiexzzz/status/1987471119516135546) new SWE engineers should contribute to open source.
* **Leverage AI:** Claude Code is a beast – A developer [shares](https://www.reddit.com/r/ClaudeAI/comments/1oivjvm/claude_code_is_a_beast_tips_from_6_months_of/) tips from 6 months of hardcore use.
———————————————————————————
* Meta [launches](https://x.com/AIatMeta/status/1987946571439444361) Omnilingual Automatic Speech Recognition (ASR), a suite of models providing ASR capabilities for over 1,600 languages.
* xAI [announces](https://x.ai/hackathon) 24-hour Grok hackathon with early access to unreleased Grok models and X APIs.
* OpenAI [outlines](https://openai.com/index/ai-progress-and-recommendations/) how to handle the next phase of AI progress.
* Ex-Reddit CEO [explains](https://x.com/yishan/status/1987787127204249824) why every AI application startup is likely to be crushed by the rapid expansion of the foundational model providers.
----------View image: (https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/18efc0eb-c3c4-483f-a001-0fe0dcca16c3/Group_from_Figma__2_.png?t=1758120539)
Caption:
----------
##### **TOP & TRENDING RESOURCES**
### **3 Tutorials to Level Up Your Skills**
--------------------
View image: (https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/0675e4ae-3003-47a6-86b5-5381d9c36b4b/Untitled_design__17_.jpg?t=1762786310)
Follow image link: (https://x.com/leerob/status/1986550122067759441)
Caption: Click here to start your coding journey with AI
--------------------
**[How to start with Cursor (by Cursor):](https://x.com/leerob/status/1986550122067759441)** This tutorial is designed for developers struggling with AI adoption. In this tutorial, you’ll learn zero to production setup for using Cursor.
[**Introduction to Agents (by Google):**](https://www.kaggle.com/whitepaper-introduction-to-agents) This is a complete guide for building AI agents that can actually get work done. It covers the basics—how to combine language models with tools and workflows—plus advanced topics like creating teams of agents, keeping them secure, and deploying them in real companies.
[**Self-Evolving Agents (by OpenAI):**](https://cookbook.openai.com/examples/partners/self_evolving_agents/autonomous_agent_retraining) This is a step-by-step guide for building agents that autonomously improve through feedback loops. The cookbook demonstrates three optimization methods—from quick manual tweaks to fully automated retraining
———————————————————————————
### **Top Repos**
* [**Claude-code-infrastructure-showcase:**](https://github.com/diet103/claude-code-infrastructure-showcase) This is a curated reference library of production-tested Claude Code infrastructure.
* [**Adk-go:**](https://github.com/google/adk-go) An open-source, code-first Go toolkit for building, evaluating, and deploying sophisticated AI agents with flexibility and control.
* [**Prompt-eng-interactive-tutorial:**](https://github.com/anthropics/prompt-eng-interactive-tutorial) This repo is intended to provide developers with a comprehensive step-by-step understanding of how to engineer optimal prompts within Claude.
———————————————————————————
### **Trending Papers**
[**Nested Learning:**](https://research.google/blog/introducing-nested-learning-a-new-ml-paradigm-for-continual-learning/) Google tackles how AI models struggle to keep learning and improving over time. Nested Learning treats models as layers of smaller problems, helping them learn better, remember more, and adapt without retraining.
[**Tool-to-Agent Retrieval:**](https://arxiv.org/abs/2511.01854)** **Researchers created Tool-to-Agent Retrieval, that puts both tools and agents in the same search space for better routing. This helps engineers find the right tool or agent 19% more accurately, avoiding the problem of losing important details.
[**DS-STAR:**](https://research.google/blog/ds-star-a-state-of-the-art-versatile-data-science-agent/) This paper introduces us to Google’s state-of-the-art data science agent, which can automate a range of tasks — from statistical analysis to visualization and data wrangling.
--------------------
### **Whenever you’re ready to take the next step**
* **[Zero to Production Guide for Building AI Agents](https://ai-guidebook-nexus.lovable.app/)**
* **[200+ Resources to Become a Great Engineering Leader in 2026](https://thecode-200-resources.lovable.app/?utm_source=codenewsletter.ai&utm_medium=newsletter&utm_campaign=your-200-engineering-resources-ultimate-claude-code-guide)**
* **[The Ultimate Claude Code Guide to ship products 5x faster](https://thecode-claude-code-guide.lovable.app/?utm_source=codenewsletter.ai&utm_medium=newsletter&utm_campaign=your-200-engineering-resources-ultimate-claude-code-guide)**
* **[Top 10 AI/ML Research Papers in 2025](https://thecode-research-papers.lovable.app/?utm_source=codenewsletter.ai&utm_medium=newsletter&utm_campaign=your-200-engineering-resources-ultimate-claude-code-guide)**
———————————————————————————
You can also reply directly to this email if you have suggestions, feedback, or questions.
Until next time — The Code team
----------
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</style><![endif]--><!-- __merge_tags_in_links__ --><style></style></head><body class="a" style="margin:0px auto;padding:0px;word-wrap:normal;word-spacing:normal;background-color:#FFFFFF;"><div role="article" aria-roledescription="email" aria-label="email_name" lang="en" style="font-size:1rem"><div style="display:none;max-height:0px;overflow:hidden;"> Also: How to start coding with Cursor  ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ </div><table role="none" width="100%" border="0" cellspacing="0" align="center" cellpadding="0" class="gg"><tr><td align="center" valign="top"><table role="none" width="670" border="0" cellspacing="0" cellpadding="0" class="aa" style="width:670px;table-layout:fixed;"><tr><td class="bodyWrapper" align="center" valign="top" style="padding:8px 0px 0px 0px;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" align="center"><tr><td align="center" valign="top" style="border-width:0px 0px 0px 0px;border-style: solid; border-color: #FFFFFF;border-radius:10px 10px 0px 0px;background-color:#FFFFFFFF;" class="c"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" align="center"><tr id="header"><td style="padding:0px 0px 0px 0px;"><div style="padding-top:0px;padding-right:0px;padding-bottom:20px;padding-left:0px;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" align="center"><tr><td class="f" align="right" valign="top"><p> November 11, 2025 | <a href="https://link.mail.beehiiv.com/ss/c/u001.kro7WBsAmEsY5mGgiUDePbOdMF_BvViPt7FxYKgxL9t_a9iU2qUdiLC9O-EOaYOZ0bHfd_JqPJsj161gFKySybLxD2lV4fGLwtDAmJcF5LxJArdHxjRA2TLBjuare-gEP64JKNebV0U4boOivgOZmGwznU_qGe9K_t429WFXKZUm6TXLl0wyI9pFe215M7W8lVea0o20dXIAoHKBtMxnDVj4rM2X9sSaJm18p-74ml3vSGsy0EweWS6OxgOoKIlOQm6uHPtqYOSWXEOSl2_DH4uQt6QIcK0LZ7u5vLqmZ-FXyCJUTPJJcgeUJnugIp_gnXMKXeIj6x1RKLuLTe70sDfs4OTxVffW0qfYS5bclOoHA_vzYoQClYxAYGC5td_Ml8CCHFWrh65OGg7A7KoaPDNx6Jou6pXpYDJsiTzsTAwqe6_sJpZtV-ftOSW2AEv-x19mWa7kkM6dviUlDJ20HZEtzucislN8vcf3z78KPuVzh5p1hlGD4c7-_2WQIF2aVvwKYAnvLx6CLbBKGQ7TIBAF7eVRXjHh7hoJbNpXN9GEuKO1_VYoN15sdtrszWaef4-oPBKlRbbA9Ix1VyxoRsM0HKSc9ON2EOOqM2DafZop3k716hnqJJAoZ-Aoqqkd8b0eCuHAUUlEhUtfmcYuCRgzgfVTmEzd_oNrlclU2CQnj3Ehc-j1ffmMtxdjEAsVA3-rZSaIdpsWBVUhIeAftnKQGBjFywVq2iOicbXXge1j6GELkJjF8Q2rRVeg8tXljHjgIxz2uj26Y14iezBWaui6Revqavzajxojq_oSZv15UABA_iJhkLiNid7CsSsN90itpJizqqwCT4Er3iY2GCpdS5GxKhuLIG0cYw7LPgZE24_nlevvsY_5aG_YHRobvFUMxJypDfTTQNrnKahzdA/4li/55u9Ux4vT_e99igbOArRpw/h0/h001.RiZFv_Bg3faBn-Sd315BrSQ_U7i3-2aZBahq05KlmXA"><span class="translation_missing" title="translation missing: en.templates.posts.email.header.read_online">Read Online</span></a></p></td></tr><tr><td style="line-height:0;"><div data-open-tracking="true"> <img src="https://link.mail.beehiiv.com/ss/o/u001.KyojDkr7Qchq5lk88rZzJw/4li/55u9Ux4vT_e99igbOArRpw/ho.gif" alt="" width="1" height="1" border="0" style="height:1px !important;width:1px !important;border-width:0 !important;margin-top:0 !important;margin-bottom:0 !important;margin-right:0 !important;margin-left:0 !important;padding-top:0 !important;padding-bottom:0 !important;padding-right:0 !important;padding-left:0 !important;"/> </div></td></tr></table></div></td></tr><tr id="content-blocks"><td class="email-card-body" align="center" valign="top" style="padding-bottom:0px;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" align="center"><tr><td align="center" valign="top" style="padding-bottom:0px;padding-left:0px;padding-right:0px;padding-top:0px; " class="dd"><table role="none" border="0" cellspacing="0" cellpadding="0" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" style="width:536px;"><img src="https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/f41e67be-adfb-4d5e-805d-78fdbecb52e5/Group_1000004741__2_.jpg?t=1758182636" alt="" height="auto" width="536" style="display:block;width:100%;" border="0"/></td></tr></table></td></tr><tr><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style=""><tr><td bgcolor="transparent" style="background-color:transparent;padding:0.0px 0.0px 0.0px 0.0px;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0"><tr><td class="dd" align="left" style="padding:0px 0px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"><span style=""><b>Welcome back.</b></span><span style=""> Chinese AI just flipped the script on what open-source can do. Moonshot AI dropped Kimi K2 Thinking, and researchers are calling it "the closest open models have been to the closed frontier ever." They trained this beast for just $4.6 million (OpenAI burns through that in a week), and it's already beating GPT and Claude on some real-world tasks.</span></p></td></tr><tr><td class="dd" align="left" style="padding:0px 0px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"><span style=""><b>Also:</b></span><span style=""> Cursor’s engineering culture, 30 ways to find your next $10K+ MRR app idea, and Google’s latest AI agent guide.</span></p></td></tr></table></td></tr><tr><td height="8.0px" style="line-height:1px;font-size:1px;height:8.0px;"> </td></tr></table></td></tr><tr><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style=""><tr><td bgcolor="transparent" style="background-color:transparent;border-bottom-width:1px;border-color:rgb(34, 34, 34);border-left-width:1px;border-right-width:1px;border-style:solid;border-top-width:4px;padding:10.0px 10.0px 10.0px 10.0px;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0"><tr><td class="dd" align="left" valign="top" style="color:#2A2A2A;font-weight:400;padding:0px 0px;text-align:left;"><h3 style="color:#2A2A2A;font-weight:400;mso-line-height-alt:125.0%;"><span style="font-family:Eczar,Lora,'DejaVu Serif',Georgia,serif;"><b>Today’s Insights</b></span></h3></td></tr><tr><td style="padding-bottom:6px;padding-left:0px;padding-right:0px;padding-top:0px;" class="ee"><div style="margin-left:0px;" class="edm_outlooklist"><ul style="font-weight:400;list-style-type:disc;margin-bottom:0px !important;margin-top:0px !important;padding:0px 0px 0px 0px;"><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"><span style="">OpenAI’s new cost-efficient model for devs </span></p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"><span style="">Building a council of agents for pressure-testing ideas </span></p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"><span style="">Start your AI coding journey with Cursor’s tutorial</span></p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"><span style="">Trending social posts, top repos, new research & more</span></p></li></ul></div></td></tr><tr><td align="center" valign="top" style="font-size:0px;line-height:0px;padding:10px 0px 10px;" class="dd"><table class="j" role="none" width="98%" border="0" cellspacing="0" cellpadding="0" align="center"><tr><td> </td></tr></table></td></tr><tr><td class="dd" align="left" style="padding:0px 0px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"><span style=""><b>Welcome to The Code.</b></span><span style=""> This is a 2x weekly email that cuts through the noise to help devs, engineers, and technical leaders find high-signal news, releases, and resources in 5 minutes or less. You can sign up or share this email </span><span style=""><a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.lj8E5PmaCEQWZtY8yZ5P0iQN5AwO1uyo7b8VWzUC8KOah9ybMlNm2WEQrCogJmQ3zyPcM7Szr4niatprgNoGkK4ZFH4q5ZlwgKbPaI1CoDBt-v82t1FtsMjWgHFdfBXUBQf3EXmA7I4eV9FVneiPPqkqkhYDBWBqL63Gdx30-RQoekjN-ru1SyItYL6cbeEFL3HmRw1vx90k3MkK49pMBjpwYkqyvQ4uWzA1bVsYfn7tAl6X9iRBfu82-s2ZdYGDf8jGwG_xISzjm-OKOtttfkWXLGt4e2ggm8qR4hqmkz4/4li/55u9Ux4vT_e99igbOArRpw/h1/h001.Wh73hr54eCvxq6JRHu1EueEx8CVuCvLeiH6J1Q0t8l4" target="_blank" rel="noopener noreferrer nofollow"><span>here</span></a></span><span style="">.</span></p></td></tr></table></td></tr><tr><td height="12.0px" style="line-height:1px;font-size:1px;height:12.0px;"> </td></tr></table></td></tr><tr><td align="center" valign="top" style="padding-bottom:0px;padding-left:0px;padding-right:0px;padding-top:0px; " class="dd"><table role="none" border="0" cellspacing="0" cellpadding="0" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" style="width:670px;"><img src="https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/18efc0eb-c3c4-483f-a001-0fe0dcca16c3/Group_from_Figma__2_.png?t=1758120539" alt="" height="auto" width="670" style="display:block;width:100%;" border="0"/></td></tr></table></td></tr><tr><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style=""><tr><td bgcolor="transparent" style="background-color:transparent;border-bottom-width:0px;border-color:#222222;border-left-width:1px;border-right-width:1px;border-style:solid;border-top-width:0px;padding:0.0px 0.0px 0.0px 10.0px;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0"><tr><td class="dd" align="left" valign="top" style="color:#2A2A2A;font-weight:400;padding:0px 0px;text-align:left;"><h5 style="color:#2A2A2A;font-weight:400;mso-line-height-alt:100.0%;"><span style="color:rgb(53, 147, 255);font-family:Eczar,Lora,'DejaVu Serif',Georgia,serif;"><b> THIS WEEK IN PROGRAMMING </b></span></h5></td></tr><tr><td class="dd" align="left" style="padding:0px 0px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"></p></td></tr></table></td></tr></table></td></tr><tr><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style=""><tr><td bgcolor="transparent" style="background-color:transparent;border-bottom-width:0px;border-color:#222222;border-left-width:1px;border-right-width:1px;border-style:solid;border-top-width:0px;padding:0.0px 0.0px 0.0px 0.0px;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0"><tr><td align="center" valign="top" style="padding-bottom:0px;padding-left:0px;padding-right:0px;padding-top:0px; " class="dd"><table role="none" border="0" cellspacing="0" cellpadding="0" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" style="width:670px;"><a href="https://link.mail.beehiiv.com/ss/c/u001.pljPPsurrJ8ITcFAp15gIXC5Sk_kQugB6nqcW0t-Z381BzrDR8bn5g4_gCYybYpJsb9ATLaTVt27ZbOQlUNG8ZR20l-C1AcMtiL-tJorgWO3jXwrA-nJ2R74HFAi1kgQ5oU8IbfbO1ZU_YouMJWqKyq6Cdog7WqZcPorpyg42UC0J6zNAtrNvvzECAQUCbwSv-vE0mQ8QE7FP8dvpS-x77UYtz2oQqOIu1o4lpWZ8xQUeDdqkbycgnIj6jYZSRdFl4OjyQvq_JOgdOy1Ao4OE8V3eWdSfPW7nW4LYOpWqs8/4li/55u9Ux4vT_e99igbOArRpw/h2/h001.ybEqGpW4zj7lyH3nImSdm1_5Vu7DSvtD_uCEk464KIY" rel="noopener noreferrer nofollow" style="text-decoration:none;" target="_blank"><img src="https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/b610a0d8-5a97-41a7-99b0-5308f68a2078/Copy_of_Untitled_Design__3_.jpg?t=1762773113" alt="" height="auto" width="670" style="display:block;width:100%;" border="0"/></a></td></tr><tr><td align="left" valign="top" class="t" style="width:670px; padding: 4px 4px 4px 4px;"><p><span style="">Performance of Kimi K2 on coding tasks. Source: Moonshot AI</span></p></td></tr></table></td></tr></table></td></tr></table></td></tr><tr><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style=""><tr><td bgcolor="transparent" style="background-color:transparent;border-bottom-width:1px;border-color:#222222;border-left-width:1px;border-right-width:1px;border-style:solid;border-top-width:0px;padding:10.0px 10.0px 10.0px 10.0px;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0"><tr><td class="dd" align="left" style="padding:0px 0px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"><span style=""><b>Moonshot narrows the gap between open and closed AI models:</b></span><span style=""> The Chinese AI startup’s new </span><span style=""><a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.pljPPsurrJ8ITcFAp15gIXC5Sk_kQugB6nqcW0t-Z381BzrDR8bn5g4_gCYybYpJsb9ATLaTVt27ZbOQlUNG8ZR20l-C1AcMtiL-tJorgWO3jXwrA-nJ2R74HFAi1kgQ5oU8IbfbO1ZU_YouMJWqKyq6Cdog7WqZcPorpyg42UC0J6zNAtrNvvzECAQUCbwSv-vE0mQ8QE7FP8dvpS-x77UYtz2oQqOIu1o4lpWZ8xSkpoRAOROXSIcKUKgSTgdjFWqoRWFDxq0_a7mgXBVDpIkY6fPCsU5ERDu26kmW6Ds/4li/55u9Ux4vT_e99igbOArRpw/h3/h001.BE7RH2vDhVzEsNzMl69KaRYhQR_gYWXynh20vVYiYx8" target="_blank" rel="noopener noreferrer nofollow"><span>Kimi K2</span></a></span><span style=""> now rivals GPT-5 and Claude Opus on reasoning tasks like coding and research—a major win for open models. It autonomously executes 200-300 sequential tool calls, making it a natural fit for agent frameworks. But it still falls short on complex UI development work. Here’s a </span><span style=""><a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.WM_5VEepnkJ2XyRjDAXS4eABeqHz8Gph8E-HfvWVkPUoabzm3DTJdww7MxoMFereWpLoDfNfFJbZTKU_gznwE7ASY9CYZYw0CoAENOQy07-oQQ2kqcoYNTgWzgZRSX0oYdSWAGlEwEsEfFtGBT9KbqObOSKGhNaUIUiSYlBu6jm-ZT4_BWTXx7Q0ouUHf1g3R4cwZ9baQBzNuimJdr5Fh9T1yRHAm7uNYLsYKhi6A-2vs1eApM-R7aiYiNzxw7bXTy_Ju81dU1gccE0wX0PN6A/4li/55u9Ux4vT_e99igbOArRpw/h4/h001.JD7KWmIrKVjx4QmnP0Q3xtQuCRtZtbZN8us1-4YnAHI" target="_blank" rel="noopener noreferrer nofollow"><span>tutorial</span></a></span><span style=""> on using K2 inside Claude Code.</span></p></td></tr><tr><td class="dd" align="left" style="padding:0px 0px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"><span style=""><b>OpenAI quietly releases GPT-5-Codex-Mini for budget-conscious developers: </b></span><span style="">The ChatGPT maker just launched a leaner version of GPT-5-Codex, designed specifically for developers who want the power of its flagship coding model without the premium price tag. </span><span style=""><a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.tgWOPLtqyPb9_0gOXDT9L_ciJ3yfbgnSCGMs9ZvmplLlFstDj79xPgR0cbeNsXHABJ81Ct8lj7Pdauyn0AJ16c4oK8e2m6SuDQKN7YIPtqaMJl1ziTr4_jQbo3JCIH8Tk6L6qeZBZr8NlPD_xHmHshwT20ELZTfZ-7_EOoyBgjd-eFhfa7xPcOa4KIFdAWLEnV9_OrE-OwOqQr62tr5PqUkDJHrw2PaudyeZYsaqrOqhD_8qHTiEawWwszhGNuTuRx-bc9vDTfI_MaRs7wrR0Jzkct4W_4q0SuDYQ25eFzs/4li/55u9Ux4vT_e99igbOArRpw/h5/h001.H5UdPkkt67UP89DrzQ6NI0DvM1xLgh_QCzemh4nD6PU" target="_blank" rel="noopener noreferrer nofollow"><span>GPT-5-Codex-Mini</span></a></span><span style=""> maintains solid coding capabilities while cutting costs—perfect for high-volume development tasks, automation workflows, and teams building at scale (Here’s </span><span style=""><a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.lj8E5PmaCEQWZtY8yZ5P0ielihvD-5Sd1EZZb5BrovCD7oCMOs2a7abczrBe4zIRXofA3z2QmT3C_x1hG-C-Pi2WWlKN_ZiVHVn3vgRzFpULHyMgza_yn4RJp82t1Hw8JZwEFPmqIqz-uMRsQ47tPvt1Qwq1dj3FwZe5u1yrmmpwjK12unhcrsGXVlrBa-peZCTuNxbH1b2rsBTa3hKTkfaNwuMLbSKGBbVFZdYcqzTubbTi8SmewccZoM9WznYpiZHf5oPLtLcfbhgQ_2ehtv_AzMtgwVksrUL15bpBCEIbmkL47D7knT4S3v7ZT8wt/4li/55u9Ux4vT_e99igbOArRpw/h6/h001.OwzrjhqjYMGtWnTx4d06fRD65y8Sem2vwIj2hFhTywA" target="_blank" rel="noopener noreferrer nofollow"><span>how</span></a></span><span style="">).</span></p></td></tr><tr><td class="dd" align="left" style="padding:0px 0px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"><span style=""><b>Google launches managed File Search for simpler RAG:</b></span><span style=""> The search giant just rolled out the </span><span style=""><a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.ZELe4XSJUXiTVID8fUzIABkccK1noX5iPpik-Kx0PrvyIJFQWRrtlSlr8FkEmgcD8-Z71keVe11XqfxmXaKPKlc3x7O84Xgk_BrRTWs5PsSxmLaedXXWZjlPlBwfdx-qLktdlJUVzQRhZJKSpaKkVz5RxdN6mKwi0pQjboQWrvzVx7uiwLcxT_Eqx9oHS19btv6_Q_Zosa14_BDl5DbYwaQrdoY406yL72LtvC33BOc2sLcfFbt7lV881nqy70TRA-ZwG7uowM8w_uPcec54jK3w7LjGx3wheQ4W_aqT_yD3x--9Wz21led02JeNyKII/4li/55u9Ux4vT_e99igbOArRpw/h7/h001.pz2EINAobYeUv8OyrTT4TXJv5uSl2y9f_WCO1dx6dlI" target="_blank" rel="noopener noreferrer nofollow"><span>File Search Tool</span></a></span><span style="">, a fully managed retrieval-augmented generation system baked directly into the Gemini API. It abstracts away the complexity of building RAG from scratch, automatically handling file storage, embeddings, and citations. Here’s a </span><span style=""><a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.WM_5VEepnkJ2XyRjDAXS4bOLugQBtZ5zgvLP3nuVXPrzW_zjIjcCf_TdwurZLa7k8S6khS5v_1HL1ZCZcj1cn-M7kRwxu7zibMyTKmRp1h_euUBg5Z9UQ-kei3eW-4tM4uTbgAMIQ9ifmzuUaPvroLQCyGyupxVchQsNtT6IALfouw8CpzndxwsTZ0L8ZBgI-JN30ms9zvMdNNcs69yxUS8SL022sDuqh1zn0KnMO73EHi9diTDOkj9EVWgdwh4RJUKVtRF_9zW1NkBAgfp3Og/4li/55u9Ux4vT_e99igbOArRpw/h8/h001.eUNifiMJU2bKHO5dWdCF9IFxqy5Ejo4mf0Qc1Gd0jRk" target="_blank" rel="noopener noreferrer nofollow"><span>tutorial</span></a></span><span style=""> on how to implement it.</span></p></td></tr></table></td></tr><tr><td height="10.0px" style="line-height:1px;font-size:1px;height:10.0px;"> </td></tr></table></td></tr><tr><td align="center" valign="top" style="padding-bottom:0px;padding-left:0px;padding-right:0px;padding-top:0px; " class="dd"><table role="none" border="0" cellspacing="0" cellpadding="0" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" style="width:670px;"><img src="https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/18efc0eb-c3c4-483f-a001-0fe0dcca16c3/Group_from_Figma__2_.png?t=1758120539" alt="" height="auto" width="670" style="display:block;width:100%;" border="0"/></td></tr></table></td></tr><tr><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style=""><tr><td bgcolor="transparent" style="background-color:transparent;border-bottom-width:0px;border-color:#222222;border-left-width:1px;border-right-width:1px;border-style:solid;border-top-width:0px;padding:0.0px 0.0px 0.0px 10.0px;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0"><tr><td class="dd" align="left" valign="top" style="color:#2A2A2A;font-weight:400;padding:0px 0px;text-align:left;"><h5 style="color:#2A2A2A;font-weight:400;mso-line-height-alt:100.0%;"><span style="color:rgb(53, 147, 255);font-family:Eczar,Lora,'DejaVu Serif',Georgia,serif;"><b>TRENDS & INSIGHTS</b></span></h5></td></tr><tr><td class="dd" align="left" valign="top" style="color:#2A2A2A;font-weight:400;padding:0px 0px;text-align:left;"><h2 style="color:#2A2A2A;font-weight:400;mso-line-height-alt:150.0%;"><span style=""><b>What Engineering Leaders Need to Know This Week</b></span></h2></td></tr></table></td></tr></table></td></tr><tr><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style=""><tr><td bgcolor="transparent" style="background-color:transparent;border-bottom-width:0px;border-color:#222222;border-left-width:1px;border-right-width:1px;border-style:solid;border-top-width:0px;padding:0.0px 0.0px 0.0px 0.0px;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0"><tr><td align="center" valign="top" style="padding-bottom:0px;padding-left:0px;padding-right:0px;padding-top:0px; " class="dd"><table role="none" border="0" cellspacing="0" cellpadding="0" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" style="width:670px;"><img src="https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/206c8b2a-a579-47bd-a9b2-7ed6895ca2bd/dfsdfsdg_59863_An_Astranaut_teaching_3_anciet_greek_men_softw_1449fea6-993d-4956-8439-d7622cfce2d6_1.jpg?t=1762785538" alt="" height="auto" width="670" style="display:block;width:100%;" border="0"/></td></tr><tr><td align="left" valign="top" class="t" style="width:670px; padding: 4px 4px 4px 4px;"><p><span style="">Source: The Code, Superhuman</span></p></td></tr></table></td></tr></table></td></tr></table></td></tr><tr><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style=""><tr><td bgcolor="transparent" style="background-color:transparent;border-bottom-width:1px;border-color:#222222;border-left-width:1px;border-right-width:1px;border-style:solid;border-top-width:0px;padding:10.0px 10.0px 10.0px 10.0px;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0"><tr><td class="dd" align="left" style="padding:0px 0px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"><span style=""><b><a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.gH5RgZm94rxplfgqHmILHWHASrPg4WA2QnYwkVv5NViS2pDcEFXwvmMz-TeY9NYAvoTxmBYrCq5_4CL74nVdLu8nwhhdv7nf1GoTRu06VCK9vsvSLvaumW3YElpeYiD9Davak20o0sdMYxlGvTkT4yoZHxMsgjosPCMT9dManx4AT7I1laJwVxYVGyVcizy_Y76VCat1F6Ihap7H_bFHOAlXymWbaoxDJBeOig9HIW300JUB3hI-43aAcNS2pyw0m30tSUoJUttCEObwpe5NtVRVjZNJ34AbWk8b8_TIRNQ/4li/55u9Ux4vT_e99igbOArRpw/h9/h001.XhJ7iWWc0kU-fZ2eq4Adt_IOvcU2WegjiayWJTbxaBM" target="_blank" rel="noopener noreferrer nofollow"><span>How Cursor scaled to $100M ARR with radical engineering culture:</span></a></b></span><span style=""> The AI coding startup grew from 20 to 250 employees in one year by treating recruiting as its core product, maintaining 86% in-office culture, and deliberately building for expert developers rather than beginners. Their internal builds run three months ahead of production.</span></p></td></tr><tr><td class="dd" align="left" style="padding:0px 0px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"><span style=""><b><a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.9gcMOkjOtNYGV3uudiXU2JGgFNibXGcf-AoJuvw5fLR5E5SizwE9c3MYb08mWtineecXGEeJecAn_i8Nyowj-wQVysq4MtFGHxq7GloW43i4CIVd-Wt3AHMmQekLIkM2FxZq1poLEouShz5QduQcDx68aXBy0ezVNwYofOZnTRRTqAe4CLpFbIp7NYcSh9OlPasTeRHgk2DHsPkcSNIx_smew2ZPaVjDK2Wmwr_Ddzm3vToQIkKBck_ZeR9rDVaAzxj7HEP5PXaWoi5uGbZiZgZRCXxNZsvmC5jVGKLAAa3hNuGATAcRli9UamX741PD/4li/55u9Ux4vT_e99igbOArRpw/h10/h001.8k7bJQJqdHHn2qu96ffIJ20EmUf-4bedJaB2sNlDoZo" target="_blank" rel="noopener noreferrer nofollow"><span>Council of AI agents:</span></a></b></span><span style=""> Engineering leaders are discovering a powerful new way to pressure-test ideas before presenting them to their teams. By creating "councils" of specialized AI agents in Claude Code—from QA engineers to CMOs—they're simulating diverse perspectives on technical architecture and go-to-market strategies.</span></p></td></tr><tr><td class="dd" align="left" style="padding:0px 0px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"><span style=""><b><a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.AtRzLqL3EQmRcf6rV4Xqut1K9VbGl0GXE7iyxzHLEnQEP2SIgAkQO7kIK5FFKBqQV2NbQwGJJUrF3crx4x4FUA0MtjoS2sF3ZtM8Mk1X55CraIaLXr_RBCygXu-qdRHLKddZIHt4GESKxRcu3PFCL-lf2DXxsyR6S2rn6Y2ByJS09vCYR0eQo3MAVShm03TQAW9_2HteOlxjktRjzio0d4MhP3Iq-Cz9ZDVGZOfvty-6zc9otQd7CG6j-l85-bwpXOx2DnyytNcHZQamtEib7GrGUK23AZeiv20J0LegfBZ4KXnXBXhID0pqmhHnNzg-0PjUDIMxfkL5E3VvmgpV8g/4li/55u9Ux4vT_e99igbOArRpw/h11/h001.Cc7tRxa2lKkGLpifaagE52JGn7VIvMsJJrtNP7jZF30" target="_blank" rel="noopener noreferrer nofollow"><span>The state of AI in 2025 (from McKinsey):</span></a></b></span><span style=""> While 88% of organizations use AI, real value creation is concentrated in just 6%. These high performers do three things differently: First, they pursue transformative change, not just efficiency. Second, they redesign entire workflows around AI, not just bolt it on. Third, they get serious commitment from leadership.</span></p></td></tr></table></td></tr><tr><td height="10.0px" style="line-height:1px;font-size:1px;height:10.0px;"> </td></tr></table></td></tr><tr><td align="center" valign="top" style="padding-bottom:0px;padding-left:0px;padding-right:0px;padding-top:0px; " class="dd"><table role="none" border="0" cellspacing="0" cellpadding="0" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" style="width:670px;"><img src="https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/18efc0eb-c3c4-483f-a001-0fe0dcca16c3/Group_from_Figma__2_.png?t=1758120539" alt="" height="auto" width="670" style="display:block;width:100%;" border="0"/></td></tr></table></td></tr><tr><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style=""><tr><td bgcolor="transparent" style="background-color:transparent;border-bottom-width:0px;border-color:#222222;border-left-width:1px;border-right-width:1px;border-style:solid;border-top-width:0px;padding:0.0px 0.0px 0.0px 10.0px;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0"><tr><td class="dd" align="left" valign="top" style="color:#2A2A2A;font-weight:400;padding:0px 0px;text-align:left;"><h5 style="color:#2A2A2A;font-weight:400;mso-line-height-alt:100.0%;"><span style="color:rgb(53, 147, 255);font-family:Eczar,Lora,'DejaVu Serif',Georgia,serif;"><b>IN THE KNOW</b></span></h5></td></tr><tr><td class="dd" align="left" valign="top" style="color:#2A2A2A;font-weight:400;padding:0px 0px;text-align:left;"><h2 style="color:#2A2A2A;font-weight:400;mso-line-height-alt:150.0%;"><span style=""><b>What’s trending on socials and headlines</b></span></h2></td></tr></table></td></tr></table></td></tr><tr><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style=""><tr><td bgcolor="transparent" style="background-color:transparent;border-bottom-width:1px;border-color:#222222;border-left-width:1px;border-right-width:1px;border-style:solid;border-top-width:0px;padding:10.0px 10.0px 10.0px 10.0px;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0"><tr><td align="center" valign="top" style="padding-bottom:0px;padding-left:0px;padding-right:0px;padding-top:0px; " class="dd"><table role="none" border="0" cellspacing="0" cellpadding="0" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" style="width:449px;"><img src="https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/34e30034-1e3b-492f-9f2b-6866a754af86/image__36_.jpg?t=1762777132" alt="" height="auto" width="449" style="display:block;width:100%;" border="0"/></td></tr><tr><td align="left" valign="top" class="t" style="width:449px; padding: 4px 4px 4px 4px;"><p><span style="">Meme of the week</span></p></td></tr></table></td></tr><tr><td style="padding-bottom:6px;padding-left:0px;padding-right:0px;padding-top:0px;" class="ee"><div style="margin-left:0px;" class="edm_outlooklist"><ul style="font-weight:400;list-style-type:disc;margin-bottom:0px !important;margin-top:0px !important;padding:0px 0px 0px 0px;"><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"><span style=""><b>Aiming 2026:</b></span><span style=""> Here are </span><span style=""><a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.tgWOPLtqyPb9_0gOXDT9L20fP4xFNoxseO6LKHjoDrLSMYwOQMXdsEbHzJJalfAwwFD9sc-hkT6oKU1eTGssGwRdDbWxLi0W1F8m1Y5yoMCLN-deVSKDM3mu9DHMq5kEvC8EOrr7vdH78ja3vYxpWHj69P3CA8_ETS4-7hB6DxGChvRuzAVSUwciNf0CJdB0pTuMON28LxUS-j4m5SL4HCNtiQd4xb9a2nSQFjy9yKFmZS7TC0dFIo63gndcSoA9zP6cqaYv-Ngv9F3wWILekyFl_5quqq0NNP89igOHuRY7CztFLNyUAXFjDoVHeqxF/4li/55u9Ux4vT_e99igbOArRpw/h12/h001.BHkcxLL_j6QD3Do-ZZtK4eTYSBZKYzH_BL3x2P0kDPA" target="_blank" rel="noopener noreferrer nofollow"><span>30 ways</span></a></span><span style=""> to find your next $10K+ MRR app idea for 2026.</span></p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"><span style=""><b>New MacBook:</b></span><span style=""> This developer wrote a </span><span style=""><a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.tgWOPLtqyPb9_0gOXDT9LxHCH-Q6PIca65b49nsd8Dp0OlAyhTlC-d8vVWI6MuMhaISZHrMYb9aSZ8LQu7_mGh5cuCGnNjPVvbtQluu_Etq8LqpZ4PfvNQdjehkxl6HQj0uFsnDWizYOgiAjEnkgpes4mzUjZnBZYXr5qS8GANiW127V--tz_fwGSJT_ig4opiQFpQ68yhbTGJkbsoVjYh-rip1nO086MqhffHXKdIF2-puWGGleOLXGSPRTA85gn9AmC3Hy00XbT7W3gIlLRR0Vqi68pII_kIh_DLynw1RPzSUy36-7bOZT8VzccxXg/4li/55u9Ux4vT_e99igbOArRpw/h13/h001.-gndkdSWsxTrPjpbM0VO6FWx27VXfZHjoKF9ZpYBTN4" target="_blank" rel="noopener noreferrer nofollow"><span>bash script</span></a></span><span style=""> to set up his new MacBook automatically - bookmark this.</span></p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"><span style=""><b>Gold Mine:</b></span><span style=""> This is </span><span style=""><a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.tgWOPLtqyPb9_0gOXDT9L257IOyNhubJjvYGMWpIDiZjjrhm4Yny7ZmiQDnMcBBUgKaOlBTqdB_CAUhhCPvj0vv6PGXeHgND-SDYg_W5w91S0TWhwdY5_3rb53k9kCUGt8cUgPrU751g1CyTZcB-xqjSxb-EEQA9uz9DYWHZJrUnKfNsP90yZB8r1u2LddajIrGKVJKksePdNdd6DdR_N-WeZ6yDntEBSnauwEkO5QPEfK5QahZyUaTUvuGWPZyStsSIUMuAKJeMuIv9hi8sXgEli4ZVUVNFy6PCf6lDKX4/4li/55u9Ux4vT_e99igbOArRpw/h14/h001.iC_t1_iwHYj7myKsdc2IrwacfLEj4f-uUb0-vYL3S4U" target="_blank" rel="noopener noreferrer nofollow"><span>why</span></a></span><span style=""> new SWE engineers should contribute to open source.</span></p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"><span style=""><b>Leverage AI:</b></span><span style=""> Claude Code is a beast – A developer </span><span style=""><a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.AtRzLqL3EQmRcf6rV4Xquq_u6ON2c9pvq7fVt-61-OAvkd9rrTQvIkhNMJEo7a-xHFlcoceRZKWLWmgQu1WKhuO3mkrMDBBHT2rPEW3pnlT4WApEFoNp-9xCCCfEI8TV96GRIecw1FnKcrah-yVzYzkkbOazL7Qtn0WQVJwHV2txIT18kudZhbBmCkpygvW-OGcLIEUMAOhUfLgrpMCyUIXfViFn0deu1bAupepMBBzk-J4ghwb0r2pO1Av2azt4xHdgORYfgcVtq2HnYnh2KbGLO-46bdHuAEWKgk6sczrKtElg25Fzn3rRKCwSaktZ8b9Gqtj7qWBtJo9CZS9DrKwfaKJSQhbylWBQJfIRycc/4li/55u9Ux4vT_e99igbOArRpw/h15/h001.oyWal1p70rGuGPBx7DPuFfFiPlXvLSPYn8JCk2-CS8A" target="_blank" rel="noopener noreferrer nofollow"><span>shares</span></a></span><span style=""> tips from 6 months of hardcore use.</span></p></li></ul></div></td></tr><tr><td align="center" valign="top" style="font-size:0px;line-height:0px;padding:10px 0px 10px;" class="dd"><table class="j" role="none" width="98%" border="0" cellspacing="0" cellpadding="0" align="center"><tr><td> </td></tr></table></td></tr><tr><td style="padding-bottom:6px;padding-left:0px;padding-right:0px;padding-top:0px;" class="ee"><div style="margin-left:0px;" class="edm_outlooklist"><ul style="font-weight:400;list-style-type:disc;margin-bottom:0px !important;margin-top:0px !important;padding:0px 0px 0px 0px;"><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"><span style="">Meta </span><span style=""><a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.tgWOPLtqyPb9_0gOXDT9LwiuCGrw6vNwVS1_HQoB5oqXtyQ-2JBV2GOANCFcnghQ0_2zHhiMrnHBfh0aMpC8_CCCO_adBOhxA10P3ZnZGj_Wi4zjl6WfIdZI3RIzOt7NFRunx5FwNRL0dLoa3GMteOaVSODFMoKXJVsuwG-NQuwG78adeZ03MqUzvMdSebwx2Xrt-h2ux_S4rDjTNEI9-khneLWpYSGUCnjXspYms8pIPU9tU-TmIuKYZSGWhHXT2YDWcBCndRSFCk52FcS84nvySYxSKwqLKlYhZ-pRkUM/4li/55u9Ux4vT_e99igbOArRpw/h16/h001.5kTbNVIZddsTBaKBcm95R9VeBxGBRAstMn8b53Tn78Y" target="_blank" rel="noopener noreferrer nofollow"><span>launches</span></a></span><span style=""> Omnilingual Automatic Speech Recognition (ASR), a suite of models providing ASR capabilities for over 1,600 languages.</span></p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"><span style="">xAI </span><span style=""><a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.tgWOPLtqyPb9_0gOXDT9L4rfeDCAmAzagxn23y-ps4ajLeClt-Dd1z60dZkwpNA6nHmP0c1HqfHdZge4aC1MZP6UWUNTahKVCDpScdvX5QKs4sFO7sWRozzgeQTM3UFSgJWCTK0pZ8lOwGRvDXrhFEeaBMK8KpeB2PFpJ3n33LxJw7AZSVyTyx9apftiRv1EDVMdhCddlU5INZfAHWPv3utKe5uCd9FvSMOkoODBsSB0H_tYANGWQOAt7of4IJ6C8izt_bjWLzOtwn34cXlQoQ/4li/55u9Ux4vT_e99igbOArRpw/h17/h001.R71n8XkJ12ucME6bgiBS0AfWXDkjQ5dMWfG06z7PN-M" target="_blank" rel="noopener noreferrer nofollow"><span>announces</span></a></span><span style=""> 24-hour Grok hackathon with early access to unreleased Grok models and X APIs.</span></p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"><span style="">OpenAI </span><span style=""><a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.wZN1XY49ssmkxVgHdsx183UNH4UTy36RoFEzZc0N1g-gyMNp6U-0VsWDeZQOw14kLtLx3YXnT0EmJ79tGWSqUMNUhUCpriEk6oS-g4-VthAz74hKGnTDUoelMvcok3GP0T3O1naf8Y_faU1g0IHBAApKMtZJ_kVaFQNOgM2JqpjIGRIlk7gF26gcMcRJNGQ4WqpPrzaudYFtZcuw3pquDSLGeuMK8P3zZHFPi9SE6lv0w3Dc91BjTy5ektdF4gx8yEjHQ_J5jbScf6hWb3BqliRQbXuOtPrsMH3hjcdPYaQa3zngUTWtzydUN2isEycj/4li/55u9Ux4vT_e99igbOArRpw/h18/h001.19IbW7Xl07asVXbiccHwBx6zHew6_21mi5cvpbYqln4" target="_blank" rel="noopener noreferrer nofollow"><span>outlines</span></a></span><span style=""> how to handle the next phase of AI progress.</span></p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"><span style="">Ex-Reddit CEO </span><span style=""><a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.tgWOPLtqyPb9_0gOXDT9Ly5qoDppBWWLu45cK9POJalttgwq0Nlpd4BstFnk5zPnS1s7tscdbKaWqlCqNUrd34t-z8TclrIdjpVck6YYlOuPZPkk11DW4udXEZTU5qBFCnLl6B2RQ3mXr3ObR8jOwVuhGSSsQRBXcqex912si_IdNHyGwxTOFdDgPDTmCFaJxYqU1PKW7iby6wLFk2XjghvWgI69lf5JC1lhyDlC6Cy6BSRijAX-2yaf-d7v5rzcxQQnDVlTliU0HK8sHvilPPrki4UQWD5LosAqryqiMmA/4li/55u9Ux4vT_e99igbOArRpw/h19/h001.5SMHvnbVBKqlo82mVtubEBMIE0dVs7CKJAwUChM5YBc" target="_blank" rel="noopener noreferrer nofollow"><span>explains</span></a></span><span style=""> why every AI application startup is likely to be crushed by the rapid expansion of the foundational model providers.</span></p></li></ul></div></td></tr></table></td></tr><tr><td height="10.0px" style="line-height:1px;font-size:1px;height:10.0px;"> </td></tr></table></td></tr><tr><td align="center" valign="top" style="padding-bottom:0px;padding-left:0px;padding-right:0px;padding-top:0px; " class="dd"><table role="none" border="0" cellspacing="0" cellpadding="0" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" style="width:670px;"><img src="https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/18efc0eb-c3c4-483f-a001-0fe0dcca16c3/Group_from_Figma__2_.png?t=1758120539" alt="" height="auto" width="670" style="display:block;width:100%;" border="0"/></td></tr></table></td></tr><tr><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style=""><tr><td bgcolor="transparent" style="background-color:transparent;border-bottom-width:0px;border-color:#222222;border-left-width:1px;border-right-width:1px;border-style:solid;border-top-width:0px;padding:0.0px 0.0px 0.0px 10.0px;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0"><tr><td class="dd" align="left" valign="top" style="color:#2A2A2A;font-weight:400;padding:0px 0px;text-align:left;"><h5 style="color:#2A2A2A;font-weight:400;mso-line-height-alt:100.0%;"><span style="color:rgb(53, 147, 255);font-family:Eczar,Lora,'DejaVu Serif',Georgia,serif;"><b>TOP & TRENDING RESOURCES</b></span></h5></td></tr><tr><td class="dd" align="left" valign="top" style="color:#2A2A2A;font-weight:400;padding:0px 0px;text-align:left;"><h3 style="color:#2A2A2A;font-weight:400;mso-line-height-alt:125.0%;"><span style=""><b>3 Tutorials to Level Up Your Skills</b></span></h3></td></tr></table></td></tr></table></td></tr><tr><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style=""><tr><td bgcolor="transparent" style="background-color:transparent;border-bottom-width:0px;border-color:#222222;border-left-width:1px;border-right-width:1px;border-style:solid;border-top-width:0px;padding:0.0px 0.0px 0.0px 0.0px;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0"><tr><td align="center" valign="top" style="padding-bottom:0px;padding-left:0px;padding-right:0px;padding-top:0px; " class="dd"><table role="none" border="0" cellspacing="0" cellpadding="0" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" style="width:670px;"><a href="https://link.mail.beehiiv.com/ss/c/u001.tgWOPLtqyPb9_0gOXDT9L0Y-VyxdwnT_lYro7TaHKtuzCWIWsHghbXgpnz4hlIvUcG0RlmI1hTTh3u4WMTMFDiNICiiz-RssKxw829tWlmHqVXo9gio24tJA-2vcnE16reRoGeOWaddFAvWimUdWvOfQxZ5vCd2_A6CsFUpWsSVWPYdIONFIJjvaolvizt7J1gXwx4u-46RZ6IW6ayPfpeSb85dWXpnBNgJ7OXgRY5uhaMagos0XT9wNS__S8EOSHSaja7aZRIciv-R8VO5GEKSFgCTIhY1LK2orshxRIIk/4li/55u9Ux4vT_e99igbOArRpw/h20/h001.gL7KzLSNF2PgmJWhLe1rwvrsGSstgF_ffcZFN-O4N5w" rel="noopener noreferrer nofollow" style="text-decoration:none;" target="_blank"><img src="https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/0675e4ae-3003-47a6-86b5-5381d9c36b4b/Untitled_design__17_.jpg?t=1762786310" alt="" height="auto" width="670" style="display:block;width:100%;" border="0"/></a></td></tr><tr><td align="left" valign="top" class="t" style="width:670px; padding: 4px 4px 4px 4px;"><p><span style="">Click here to start your coding journey with AI</span></p></td></tr></table></td></tr></table></td></tr></table></td></tr><tr><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style=""><tr><td bgcolor="transparent" style="background-color:transparent;border-bottom-width:1px;border-color:#030712;border-left-width:1px;border-right-width:1px;border-style:solid;border-top-width:0px;padding:10.0px 10.0px 10.0px 10.0px;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0"><tr><td class="dd" align="left" style="padding:0px 0px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"><span style=""><b><a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.tgWOPLtqyPb9_0gOXDT9L0Y-VyxdwnT_lYro7TaHKtuzCWIWsHghbXgpnz4hlIvUcG0RlmI1hTTh3u4WMTMFDiNICiiz-RssKxw829tWlmHqVXo9gio24tJA-2vcnE16reRoGeOWaddFAvWimUdWvOfQxZ5vCd2_A6CsFUpWsSVWPYdIONFIJjvaolvizt7J1gXwx4u-46RZ6IW6ayPfpeSb85dWXpnBNgJ7OXgRY5tJecGvI-jmmmWGBKtbAGSafoaE7dpCSA34V5rPZvfFFZjmgpCazWDEfbqP1OWSjUA/4li/55u9Ux4vT_e99igbOArRpw/h21/h001.i_i4ZWUnkLlVRkUDNcZ9xxOVl3jTrl5TRY227jeqJRs" target="_blank" rel="noopener noreferrer nofollow"><span>How to start with Cursor (by Cursor):</span></a></b></span><span style=""> This tutorial is designed for developers struggling with AI adoption. In this tutorial, you’ll learn zero to production setup for using Cursor. </span></p></td></tr><tr><td class="dd" align="left" style="padding:0px 0px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"><span style=""><a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.AtRzLqL3EQmRcf6rV4XqugocV1jvyLdBsjG1ZutVJLkwKB8lgcf6BXzxWY7o1F_5nnrXFsFelzc-tGfkI-c1viFtsndD23CL66_WeA5UxbGjtLf_WUjqwLUkRRFDMXjt1yeUvTlUpDCK2WJuJL_LwlxmqcYQsTvPLZtvKdzfHlCTQiIi0hJIePi6LQkuMIxgwcchhhkGrjpzdHj4ID4V8ZaCG29nKfBZCcAYStIJ_VeqAh8JMGebUwKJ3xowmfUHfVHNUUgJ9bPYAl_pLos2kCwh-ad5ywbb1Uk8CBpc-eBuI3EW-HA_dsJnxfsE32vO/4li/55u9Ux4vT_e99igbOArRpw/h22/h001.yrZNeFasQAGjh9Ve2LzqyF0l53_Svrg15tcgscze3_Q" target="_blank" rel="noopener noreferrer nofollow"><span><b>Introduction to Agents (by Google):</b></span></a></span><span style=""> This is a complete guide for building AI agents that can actually get work done. It covers the basics—how to combine language models with tools and workflows—plus advanced topics like creating teams of agents, keeping them secure, and deploying them in real companies.</span></p></td></tr><tr><td class="dd" align="left" style="padding:0px 0px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"><span style=""><a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.kro7WBsAmEsY5mGgiUDePUBQDxXWug33_MHCxOnYpQmTHF5dAARiAoYcElGpxp2z-tr68qOzasUgDmkfSrsAgnjvDU1McJo7KTY6pAX3wDVk5TD5hm0Sk3yDyQXEye9hOxwG3cKaL_bawfush4oNrH8NmOhDwf8G_ERf3ptxnGCnthPJU5jGfhL8QaB10o-K5JKcvrf9wjV9MTFGi-LuF7ktV9wp4dXiCk-iZh2FNdcPI0I2ciz0PGostw0e6v8EuV_5AWIYhLhEaJVVZqfqdn_iPNGUJ99cteSRyJEXWl6Lta7GG38nNtU2ZNIAKVgZXYDZhYcR_f-hNOOg5pWqIJ0tkQwXF3S7dmiO3nHLy-s/4li/55u9Ux4vT_e99igbOArRpw/h23/h001.nGq3nFXvOtupA55ncOgJ11Yj34Ktrmp4DSex8Ysvvts" target="_blank" rel="noopener noreferrer nofollow"><span><b>Self-Evolving Agents (by OpenAI):</b></span></a></span><span style=""> This is a step-by-step guide for building agents that autonomously improve through feedback loops. The cookbook demonstrates three optimization methods—from quick manual tweaks to fully automated retraining</span></p></td></tr><tr><td align="center" valign="top" style="font-size:0px;line-height:0px;padding:10px 0px 10px;" class="dd"><table class="j" role="none" width="98%" border="0" cellspacing="0" cellpadding="0" align="center"><tr><td> </td></tr></table></td></tr><tr><td class="dd" align="left" valign="top" style="color:#2A2A2A;font-weight:400;padding:0px 0px;text-align:left;"><h3 style="color:#2A2A2A;font-weight:400;mso-line-height-alt:125.0%;"><span style=""><b>Top Repos</b></span></h3></td></tr><tr><td style="padding-bottom:6px;padding-left:0px;padding-right:0px;padding-top:0px;" class="ee"><div style="margin-left:0px;" class="edm_outlooklist"><ul style="font-weight:400;list-style-type:disc;margin-bottom:0px !important;margin-top:0px !important;padding:0px 0px 0px 0px;"><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"><span style=""><a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.yBywWjiZ7oCsTrXLmaNhksEFLL-JUWf-gUqhQTb-wXss53QvWBLtdLz3CSKD3NkjZoPXhVKUSMQ-89VnesZA5wHeUQzQlh8TqHTOD6qMDQYhUWUOyoEVOruguCda2LLZCcrRLaBTwJRlNNwmE9HNcVzAtQM7J6YmSBQReBt0jiKxGoCNbVI5SAAcoIWMEzS1DH1goq-8TubIuk7nwvrhtbFimU85KGBnobvfwKjWqLAULYJCvIWHRqJmzyAN_zvKccyjdFzc-B7FBQpdPK3Fgt9WDaK3Bvqc8P47DqsqrGIn30aaSQAP8G_R7TMESeM_/4li/55u9Ux4vT_e99igbOArRpw/h24/h001.EuQLbvXff7NNMiGanZbneYs0MSThIJsWthUZJthAkjo" target="_blank" rel="noopener noreferrer nofollow"><span><b>Claude-code-infrastructure-showcase:</b></span></a></span><span style=""> This is a curated reference library of production-tested Claude Code infrastructure.</span></p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"><span style=""><a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.yBywWjiZ7oCsTrXLmaNhkt5A4M6dzjzIJyeLBrEFA2H-OoobmBbCsqD1PO4KYtM-OdtYBfLh7OAiDRg9LcPTtzffWr8schzezO_MLPErzVhrIDD6ukiD-AxQ-HHQtIl31d5r2iEQPA4varpIxR_ZuhhIQwIW8JTgdnGIZ3prB0__ge81AxeqxABysxQwoR9jLYBy7jxqOEpiDFrs-EnDf1xFlw08FgOPDwWIjmKmpgMkwae54lIJ8025FrhcSUcdhwS2q4R407zAyumAupNSww/4li/55u9Ux4vT_e99igbOArRpw/h25/h001.7XB4noEdCpb9J6DU_HCUHwCY1B11ixrUUnClHZvqGgs" target="_blank" rel="noopener noreferrer nofollow"><span><b>Adk-go:</b></span></a></span><span style=""> An open-source, code-first Go toolkit for building, evaluating, and deploying sophisticated AI agents with flexibility and control.</span></p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"><span style=""><a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.yBywWjiZ7oCsTrXLmaNhkl9y2eyorS0CZZflw3IVKg2_gjBVduLeEgLxqWuHdVA134drPTtR1aU4_lASSSJKgfdjptz0VlhcafECWV87HVkZNU15UWuygMpN7H6z2Fkd-xQl9b6DF5kpnSyWvv0QUOrsi7FDD1yzCVdNvCk9SseJeCLeYtqBSX85dMC1upFv54A9ssp0renITwLVxJLllTbmjo9WaD02rk4sKzyiz4YELFfe5YgONN7zq5kgtfqwz_vL316s0NfncMGg31iKVPsWyHoai5ZSrQuW_1CNijvsKzoz4swxYnV5WIvu2B9d/4li/55u9Ux4vT_e99igbOArRpw/h26/h001.fY1g-enEU-e1xZ_jIQLwU2MzAKvcvUhDssAsnvXRFs0" target="_blank" rel="noopener noreferrer nofollow"><span><b>Prompt-eng-interactive-tutorial:</b></span></a></span><span style=""> This repo is intended to provide developers with a comprehensive step-by-step understanding of how to engineer optimal prompts within Claude.</span></p></li></ul></div></td></tr><tr><td align="center" valign="top" style="font-size:0px;line-height:0px;padding:10px 0px 10px;" class="dd"><table class="j" role="none" width="98%" border="0" cellspacing="0" cellpadding="0" align="center"><tr><td> </td></tr></table></td></tr><tr><td class="dd" align="left" valign="top" style="color:#2A2A2A;font-weight:400;padding:0px 0px;text-align:left;"><h3 style="color:#2A2A2A;font-weight:400;mso-line-height-alt:125.0%;"><span style=""><b>Trending Papers</b></span><span style=""> </span></h3></td></tr><tr><td class="dd" align="left" style="padding:0px 0px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"><span style=""><a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.9ylDIu4nAQWGe8bSlkKOpCDuziSwB5U5fWiwf90jmhT_6qepxawMQJP4YPKiQzYPwHtu1_KOjloh5kbG8ku42epl_Nywh05tCUkf6ngoWFYU2OjG9Pd3CHoOTKuEaGJBdT1ARyksjY5AVfnpXfZxV_y_MKlSLD825jecvvk1uOC6FUMhPGrpeFcVXpQelz5TluVNpFNo6cBzzdMXtNG0mo_rXmzk_cDKAZXvoIBeG8kfUGB42qWfF7aFDn7ILEZKa8iSJCjuyf-T-F4lsyM-YSMohHR_hmyaOxo9thsOgj5_Pq3fdmGPALo5qeqBMM82rWW68tRaavp9dt1u7f5wwP9GjJtl4A4khZ41O5p411c/4li/55u9Ux4vT_e99igbOArRpw/h27/h001.uloHV0hAe9E-u81I5TTQ7Rr_Dx0N8GsBYrYJybx3moA" target="_blank" rel="noopener noreferrer nofollow"><span><b>Nested Learning:</b></span></a></span><span style=""> Google tackles how AI models struggle to keep learning and improving over time. Nested Learning treats models as layers of smaller problems, helping them learn better, remember more, and adapt without retraining.</span></p></td></tr><tr><td class="dd" align="left" style="padding:0px 0px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"><span style=""><a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.NH9KF4GoWlrG6bVA-B2EJei6jJSJcTKGj70NBMEhmaISpFOCz3AB5lmjebShbYTSc3Uluz_uK__wCLDazLy_b-Ozuf_SbqFWr5ynyEUyQx5zsmjKXFhEnxnA-k2EdR7V8ussUF9LZuyo1Ih0zXuWeIaTR_Ea_iV3jZ8tutuwnsaxIgXPO1AhxC6RwztbQeRSXoWxT4JYLQCcFJE70Gh70YZWUsiPk47JVs3F4UPPaDJQuXBr5kNvsHhInwHsdtcE4z-0grGFXUcFTwH-E98CVQ/4li/55u9Ux4vT_e99igbOArRpw/h28/h001.19SiPll9wiYKSsMtDTmtckkRAH5RHPinnSlP_ALss4I" target="_blank" rel="noopener noreferrer nofollow"><span><b>Tool-to-Agent Retrieval:</b></span></a></span><span style=""><b> </b></span><span style="">Researchers created Tool-to-Agent Retrieval, that puts both tools and agents in the same search space for better routing. This helps engineers find the right tool or agent 19% more accurately, avoiding the problem of losing important details.</span></p></td></tr><tr><td class="dd" align="left" style="padding:0px 0px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"><span style=""><a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.9ylDIu4nAQWGe8bSlkKOpCDuziSwB5U5fWiwf90jmhQS5drjBR4j2obun-zyCAERt0J64ULmh7Rwc-WYOQbsZsP24dW2C05YasU-NNvEQgMsErAc-aHwfolk-DTxd0B2ILcGWIm1gTpNR-f0fwNnRA-XqHH4qOHb6laWE303fQ5-xpJn3J57W7AsP6b3bvJfTyuqz7WH-kvOZ0ezSDctT8fBudRyZl6saoJm3aHHIJ3XIiwuYU-PDxM8bNcX-JehtXhkqlOmJPELPYsDKB9xiLZc_G2599puK6wLY18aCuJAWEmgrHgO9_tdMRqWzybJ13bzXl3_oLUdDwAzIDmtMwi0FAFLsNvtpSk_HcVdG3s/4li/55u9Ux4vT_e99igbOArRpw/h29/h001.Ekl3pgUJpcNKre8rDntQ0HRavR_-kWBTtq2HbnO0q4s" target="_blank" rel="noopener noreferrer nofollow"><span><b>DS-STAR:</b></span></a></span><span style=""> This paper introduces us to Google’s state-of-the-art data science agent, which can automate a range of tasks — from statistical analysis to visualization and data wrangling.</span></p></td></tr></table></td></tr><tr><td height="10.0px" style="line-height:1px;font-size:1px;height:10.0px;"> </td></tr></table></td></tr><tr><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style=""><tr><td bgcolor="transparent" style="background-color:transparent;border-bottom-width:1px;border-color:#222222;border-left-width:1px;border-right-width:1px;border-style:solid;border-top-width:5px;padding:8.0px 8.0px 8.0px 8.0px;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0"><tr><td class="dd" align="left" valign="top" style="color:#2A2A2A;font-weight:400;padding:0px 0px;text-align:left;"><h3 style="color:#2A2A2A;font-weight:400;mso-line-height-alt:125.0%;"><span style=""><b>Whenever you’re ready to take the next step</b></span></h3></td></tr><tr><td style="padding-bottom:6px;padding-left:0px;padding-right:0px;padding-top:0px;" class="ee"><div style="margin-left:0px;" class="edm_outlooklist"><ul style="font-weight:400;list-style-type:disc;margin-bottom:0px !important;margin-top:0px !important;padding:0px 0px 0px 0px;"><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"><span style=""><b><a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.NH9KF4GoWlrG6bVA-B2EJcSd2Sz_qnPAsasBhmLwsCVZNu9tNAKt6oRmJl9BXvX9O3MBk1tmFymeXTCdnyHr4kBUsZeA5S-GE_QrQH275wsfnHYc20IjdipbMVkgv7Z0BVCbIOBR38O7JellsYxRrj7sgzU2Rsq21A8QWHYNx0EH2e2xxUCNZ-1YOkuYuABk4N4mIaIMvxfKC-SM8XEMxKHUc5h5tA0B05ib0ubpbUriN8I_9Ro1HyW-T2aK7G3QBZqZGmJ1Esw9ZqDqQlQZuIlN_88Gbgj3Jza_Ek4hXYY/4li/55u9Ux4vT_e99igbOArRpw/h30/h001.KEODuzQ_J6-dtcxDQEdQrRUf6ltnl_tUZErp3b-6OyM" target="_blank" rel="noopener noreferrer nofollow"><span>Zero to Production Guide for Building AI Agents</span></a></b></span></p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"><span style=""><b><a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.9gcMOkjOtNYGV3uudiXU2JJ1WSIxuw-7v0ZBe49kAz3a1Sf0_emaOuI8zzUKVTNMafIq_v4-y5mePw0EoJ937QC9wmZGVdz0Bh4Wb4M7bZ4nFgs0Xx-THXGtSfiRNRpbV6xzBPG_Cs3vLKQ64HL-DdVSi2UQAkvbn5zPczNbtOjkUHGhv6zwBdFpwf66XpS2diqI6hog8yT8A58GzMh9tUmyA1fdGZiLZ6WBSX3A3GxtU5jEMgVydQZaojwE9-i2cvNm4MOAik-t0LCfWoN9nauNYUCWvqBjrf7eXLsEN60/4li/55u9Ux4vT_e99igbOArRpw/h31/h001.MjilLzelYAohFskf_kpiiQwtiAAmM9mRjGKgcdGdx_g" target="_blank" rel="noopener noreferrer nofollow"><span>200+ Resources to Become a Great Engineering Leader in 2026</span></a></b></span></p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"><span style=""><b><a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.9gcMOkjOtNYGV3uudiXU2B1_MacX6rEN8NQ1g5abqsQvLxx42hiUESlpdYMTymozulT9J9y4TruXP5wT04F__PdzwtejkaY12se7qSfyzBvaRCN7LwZJNRT2xyB-1rvFcEy6K8zkEHaDQdcnquBHEbD8EY3joqoi1QYzv2enOLGKxDzvmgbx1i9QHNcMtLJdjLqhJtj6Jcl3c5Gxc0DqrE1rk_2k4Sb6cSk3VgwgJ1xoaggwuNSP9dG3gwhnDefHAx3faOOo3kBFdWNYh_IbIe5PEQUOXdqikXMrxh5th3w/4li/55u9Ux4vT_e99igbOArRpw/h32/h001.QRw0gTaXWsuy_kPhFZaVTVBEMMYvZbUBCklek6oTn30" target="_blank" rel="noopener noreferrer nofollow"><span>The Ultimate Claude Code Guide to ship products 5x faster</span></a></b></span></p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"><span style=""><b><a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.9gcMOkjOtNYGV3uudiXU2BPT9KLgQe-ZvV8dwKceceCj7kdoT3hWVV9iy2SQrHPfVVXPAHoQBJddcZuZzU5AEbj9QUxKPkYaXdtt0rVvGJEBOT0ZdjoChxx4jn0flYhI3umi6fRp-T885CE427K0c5G6kxVriNwIn9pNSsu5kjer6Egjy3GdcXd7fytb4zADwazq56qFJT5xYw0IVNLGTVOYo7J2FSj6qgRCBIvuWCPH76SzB-162TLaD8GMrWtoLh3AYs_3o-yq4kyCULdM3w-CgY-2YcgwPEeCOOt19-A/4li/55u9Ux4vT_e99igbOArRpw/h33/h001.aa_SNE0UnWgFqHqsuVQ0hQ6H3wW4BjxZ7QltqyQs8Tc" target="_blank" rel="noopener noreferrer nofollow"><span>Top 10 AI/ML Research Papers in 2025</span></a></b></span></p><tr><td align="center" valign="top" style="font-size:0px;line-height:0px;padding:10px 0px 10px;" class="dd"><table class="j" role="none" width="98%" border="0" cellspacing="0" cellpadding="0" align="center"><tr><td> </td></tr></table></td></tr></li></ul></div></td></tr><tr><td class="e" align="left" valign="top" style="padding:0px 0px 7px;"><h3 style="">What did you think of today's newsletter?</h3><p style="">Your feedback helps us create better 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href="https://link.mail.beehiiv.com/ss/c/u001.kro7WBsAmEsY5mGgiUDePbOdMF_BvViPt7FxYKgxL9su7eJ8jn4pJH4nJy1BDM8Ka3gPzzyaeb0Zt71C26KnZc8na-mYFOCr9-W0iXrbrAM58ub9i1cevY3jG7xK5UcPDwnz6tsGkkjTmiKFcuJ05ZmBHGZ0D0BLYe7bZbQP6GFEtjyrvFXiijsvGnmyVukhNJUxwzbRyKstDsfyPDsadmXiaNKTnyHxsSynS1WAuaaTH-MZRmWPO0eavlSXpG5pdASO4ly4KIT1ZO4JtXrIITqQXzb23HBMX41VTYwZKzeXhuJBPWy4J37ik-SewtXcn8VCb_DdJAYtzh9waLuz4YDlmB7m-T7gU1f1A87U9jKARhMS_TvtG8AJYHLgN4f-7dIX6NMA670yiVSCVloGnxxRFV25NmfLoDwwBUkX2cmcwCJFh3kpgsJLM3w4qUc3YfZid_z1kuDPkXeYUFaLV2YLaHA-3Oq4B-ikxwbWbSH8sJgHcJWjo8rXmBh_7fCHw6gnJzTMTqSvO4-7I9E6xsagUSdVZPTpAOaFKsHLmFpPA4rkmoADn9-9eZYI4B6e7dkM2-ft3ml41A7kua7PMHQnssn7cBaAUex7BaRdXdBTcB5N2wd94_DzHH12q_x-3XQhgsMS-vRY2dI6ZzbO6WZJjWKGgvVSD7wtZS4EfjVp8ts_68Q9nAhcL0ez8RTIlUxCuUnn1D8nHtBUm_V2sx2t9tpH6el8WIAGPBC2bBwTLdJ5yqe1cyj4iU_6EGFmYwjEH_9b8hTkx3AECtuYpWuuCkLBeJmscmHVJ9MCSADNy5y8Ix0x2ALpSiGDcr5C9GCL2sMD6vBhuvq2zcyMnJaeFj0SG6sB5FdKFMtZm9ZK4x1qYWh2z0RNOB8Tuhd2RXhVqgbaiR6AV_h14W0kN6IXnJyMdN1Y4-MW4Tw8OahPBIptGOby1B51Xi1lLEwVXt0unQ9TGlQcnV6sJmZaJR3di9z1qLZSuDZJdhN_SywbEcZ-xXrg6KyYSXo62fgnHuegYpAnO-tYl7DqnklhGSBPF3cpnqX6cmTbbMgUI0VXuZG34FW48gW4M4evS437/4li/55u9Ux4vT_e99igbOArRpw/h34/h001.-EAvtmoOaCmbNr_bu9ph8Zb-97hzkCBcdI40x19xHm4"><p style="font-size:14px;color:inherit;"> Loved it 🧠🧠🧠</p></a></td></tr><tr><td style="width:100%;border:1px solid rgba(50, 50, 50, 0.17);padding:6px 12px; border-radius:4px;"><a style="font-style:normal;text-decoration:none;" href="https://link.mail.beehiiv.com/ss/c/u001.kro7WBsAmEsY5mGgiUDePbOdMF_BvViPt7FxYKgxL9su7eJ8jn4pJH4nJy1BDM8Ka3gPzzyaeb0Zt71C26KnZc8na-mYFOCr9-W0iXrbrAO_5iK01-grb5B6b9rxJbggCgMjlnTyujZ67LuZkL4w3QYbSZASQEjt_h9ck9FHbNJR4QX6NyvjrV7qhvM1RBkEQzaBc62Ptt4b2Ciref2OisTgpLPaa_uSjOpsFgpjQXwapU41Py_w_zVG6F_IYgMv_FrmZJ2T7qv4gKAt1KGdvMYYe92vc1WVCsVj2VCCnxMeTU-CUVKXG1idu-EOT9j5YlzHKLtJ9pEBRAouDctwZAVmbcX9e8Ds1QNAQhS6vSaSm6TqQsrFOGM8ZAQ3tE_sUvRlCb5b2MMIm3mM6wNn4_78GTYjmenIU_46ybkAmGcAPBVB99jly0HE9PBFF7-YswDSzRGuJG0T5tLn4QaEfC1U4cbfnRvO4Wk8m5ixi-lqUR9LpA9oDM5yh_olTtiZ8sD4MlSJTKoAALnnu6JOhD3xXdAh4Uj5WPMNLSJHWdu3kaP-e7GGuk0ZHUnPXXZX_li7JZp4UlAgdPHYmiqzY6BWpBRqP7ZM1ZVuyr7_POPEp_ZpPrmqH0IuAof4wopaZpx1jFYjWgZ-wXKzoDDPwOppi9osxpmAnA1ETCC25e68yacfSWupwRk7wfp1Z42qLyh38-udH1Sd-dwJuL5_O04HkNDauZ1yAlbKHoxH1w7l1HgT_iNXqx2QUUnYA_Z0beoWlctzqBxBsT-aWYZ2FltcwgmW8FOXOuEv-lbQKuuy1X_D_UU8dJEElx-KiqUD4UgmaQpN23gLlnQeis9NPXjYq6pCB-vidziesuwyylN9utoouVAjEyPU5_Ff-kiGjj3isrkbUfZBc9wBXIUaiaxxW06nPBW0EWerFzUQSEghb3M6GubJ2JPc9w8sVuHRKa9W3S7paIRYHoU7PZ93j-d6v0F5C2JnhAgFrfmourbBS6hx57hoD8H-_SF3MFY9WAPWjYAxKBXl9GrSlizvV6S63ysgtgoRf_bJxbbENAvpgO2gyyxzKhRUSonRcgsf/4li/55u9Ux4vT_e99igbOArRpw/h35/h001.CfT0kbrwYIGTOlrSvcsA9vRJm0Rrjr07jEmUdj0jznI"><p style="font-size:14px;color:inherit;"> Average 🧠🧠</p></a></td></tr><tr><td style="width:100%;border:1px solid rgba(50, 50, 50, 0.17);padding:6px 12px; border-radius:4px;"><a style="font-style:normal;text-decoration:none;" href="https://link.mail.beehiiv.com/ss/c/u001.kro7WBsAmEsY5mGgiUDePbOdMF_BvViPt7FxYKgxL9su7eJ8jn4pJH4nJy1BDM8Ka3gPzzyaeb0Zt71C26KnZc8na-mYFOCr9-W0iXrbrANqaaF2ft4LZNSaoIDXjUpqdWD4X47Cztewvx9_eSAMyt-U_s6AftXBC3OfCry1RhC5hTU0rmq1fSgOFJQv70XLLD-x247skrOBIF7mKLNrY0xOS6jSGkoy8xkZriaCs9lbctmoQ0X0UdDDkOc4Nh4cXYRXOZOt8H362WimfsqpAIOsX8yHQfSKfj2CiEJWECzLessT4NddhqQ96mDWNOrbBsSEIZes8mHaztSR2LZhMd8PL6B3U6cX5ST2sOH3DVrGNjA2E1JxO7iFHkoJu7CNH6ptv_JPzgnFnX6fyUnprxy8Ub9CKi9bfZDaJdPpDgK5ATUXbhKzSGMvPeXbi7nDkpmSthns3VLmEUfKimFUKjfMKENjNuhlgR-GvMV_LrJqW1-LOrnyWXYRnEhKJhLyVNWq2SENkJMJyj4vtxMooonxBX9hH5bIsNrQG066NaO10cMZHS4VWu5ME8CXQj0UjaH5Glr8-_NPcOivK3F6BeMq_JjqkDhn_p8OxlYtxmaHR9rirPWRGlG0MTNaEXregWD0LBSzqMLHsvmHqUjpvnWtWM7tyTH4sooLnOAffr8dKf4vixJS-5BBJveBV5rwsuYsQqUV8zgWy-puNSAAWJ6l5qiKCeIXP8C4lIRGbCn1B01vdjwdnCFNxEJfrxLM9galaCiNPA2vbTAOHja9-S8X3IJrdUsisnF2T4xHSqHxLPavoxX6OQdWONIl5JzonRUQGOeHNQHX-EfBBJD_vPklW3bKA1mVffQjcpthXtSQ4iKZ0bsBjDQF4Tokr2OzBh-EG26r3rb62xaDDDIprkscJGcF5z4nzlJv9nhal7oV5Suho-tco3WfTvbrTPfP8ZNoh29_9q7N9_15v30iyoEK8jFP6sVHX3OIT5c2Hzi3DARNBurgExR19U2_FTNQKfbYCaa1MHjqGiiv90BdqtLFSKY8k8Y3HJ7dk3_CPcwISM3NcekeUaGjHOZTef4k/4li/55u9Ux4vT_e99igbOArRpw/h36/h001.X972jOwYUwcRWK2D5mRtNHleV4wHajNF1HsjEmcwznw"><p style="font-size:14px;color:inherit;"> It sucked 🧠</p></a></td></tr></table></div></td></tr><tr><td class="dd" align="left" style="padding:0px 0px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"><span style="">You can also reply directly to this email if you have suggestions, feedback, or questions.</span></p></td></tr><tr><td class="dd" align="left" style="padding:0px 0px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"><span style="">Until next time — The Code team</span></p></td></tr></table></td></tr><tr><td height="10.0px" style="line-height:1px;font-size:1px;height:10.0px;"> </td></tr></table></td></tr></table></td></tr></table></td></tr><tr><td align="center" valign="top"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" align="center"><tr><td><tr><td class="b" align="center" valign="top" bgcolor="#030712" style="padding:0px 0px 0px 0px;border-style:solid;border-width: 0px 0px 0px 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