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Selected Message
From: "The Code by Superhuman" <thecode@...
To: [email protected]
Date: Fri, 14 Nov 2025 13:04:38 GMT
Subject: OpenAI drops new tools for devs
To: [email protected]
Date: Fri, 14 Nov 2025 13:04:38 GMT
Subject: OpenAI drops new tools for devs
- Plain Text
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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)
Caption:
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**Welcome back.** Cybersecurity will never be the same. Anthropic just dropped a bombshell report claiming they caught the first-ever AI-orchestrated cyberattack in the wild.
**Also:** How to build production apps using Cursor, the evolution of engineering teams, and improving frontend designs with Claude.
--------------------
### **Today’s Insights**
* OpenAI and ElevenLabs launch new models
* Why most tech managers avoid giving feedback
* A coding project that every developer must do
* 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/b83b5986-0838-4384-91d9-5c7ae6f24bfb/Copy_of_Untitled_Design__5_.jpg?t=1763110433)
Caption: GPT‑5.1 is much faster at easier tasks, even at high reasoning effort.
--------------------
**OpenAI's GPT-5.1 trades brains for speed in developer-friendly update:** The ChatGPT maker just dropped [GPT-5.1](https://openai.com/index/gpt-5-1-for-developers/), a model that’s actually slightly worse at coding, but makes up for it with blazing-fast response times and cutting thinking tokens by up to 88% on simple tasks. Devs also get 2 new tools: an apply_patch tool designed to edit code more reliably, and a shell tool that lets the model run shell commands. Here’s a [tutorial](https://cookbook.openai.com/examples/build_a_coding_agent_with_gpt-5.1) on how to use this.
**Developers get ultra-fast speech-to-text with new ElevenLabs API:** Finally, a transcription API that won't bottleneck your voice apps. ElevenLabs' [Scribe v2 Realtime](https://x.com/elevenlabsio/status/1988282248445976987) delivers text in 150ms via WebSocket or REST, supporting streaming audio chunks without waiting for complete utterances. The API handles technical jargon, multiple accents, and noisy environments out of the box. Devs can start using it [here](https://elevenlabs.io/docs/capabilities/speech-to-text).
**Claude catches itself being weaponized in historic cyberattack:** Anthropic reveals that hackers [jailbroke](https://www.anthropic.com/news/disrupting-AI-espionage) Claude Code to orchestrate the first documented autonomous cyber espionage campaign. The Chinese state-sponsored group manipulated Claude into targeting 30 organizations worldwide. Claude successfully breached several targets before Anthropic's detection systems caught on.
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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/485cfdff-3560-49b7-935c-3cf1322c8ee2/dfsdfsdg_59863_a_software_developer_giving_feedback_to_his_so_d0885559-9e78-4654-94dc-3384d74d0ee9_0.jpg?t=1763115939)
Caption: Source: The Code, Superhuman
--------------------
[**Why 44% of tech managers avoid giving feedback (and how to fix it):**](https://newsletter.eng-leadership.com/p/how-to-give-constructive-feedback) Research shows nearly half of engineering managers find giving feedback stressful, leading to delayed conversations and team underperformance. Here’s a tactical framework to replace vague critiques like "be more professional" with specific behavioral observations, resulting in 3x better employee receptiveness.
**[Engineering teams evolve from coders to AI orchestrators:](https://addyo.substack.com/p/conductors-to-orchestrators-the-future)** Developers are already delegating 10+ pull requests daily to autonomous coding agents. Forward-thinking engineering managers should prepare teams for this shift by emphasizing skills in task decomposition, specification writing, and code review over pure coding ability.
[**Your engineers are making these mistakes in code reviews:**](https://www.seangoedecke.com/good-code-reviews/)** **With AI tools now generating more code than ever, engineers spend as much time reviewing AI output as colleague contributions. Developer Sean Goedecke argues that good code reviews should have no more than 5-6 comments, and most PRs should be approved.
----------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/33ef55ff-190c-4924-8a85-b48e392ce74d/image__37_.jpg?t=1763110790)
Caption:
* **Must Do:** A [coding project](https://x.com/arpit_bhayani/status/1987863638141734947) that every engineer should build at least once.
* **AGI World:** Microsoft CEO [answers](https://x.com/dwarkesh_sp/status/1989004283338191084) the question of what will happen to Microsoft as we move toward a world where AIs, not humans, are doing all the work.
* **Knowledge Stack:** Hugging Face [offers](https://huggingface.co/learn) a library of free courses on LLMs and Agentic AI for developers.
* **AI Rush:** If you’re a [curious](https://x.com/arpit_bhayani/status/1988964180171567296) engineer, it is so difficult not to have FOMO — see how others deal with it.
———————————————————————————
* Replit AI Integrations [gives](https://x.com/Replit/status/1987927815199879197) developers access to 300+ top AI models in one place.
* Anthropic can now [spawn](https://x.com/trq212/status/1988690675542675536) multiple AI agents to research a topic in parallel, then synthesize their findings into a report.
* Cursor's research [suggests](https://x.com/cursor_ai/status/1988702166295670858) which coding model to use for each use case.
* Google Colab is [officially](https://x.com/googledevs/status/1989033099737407820) coming to VS Code.
----------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/debdbc0d-d224-4af8-a685-532fcfa2aef1/Untitled_design__18___1_.jpg?t=1763114704)
Follow image link: (https://youtu.be/2aldTxnbNt0)
Caption: Click here to watch the most comprehensive Cursor tutorial
--------------------
**[How to build production apps using Cursor: ](https://youtu.be/2aldTxnbNt0)**This comprehensive Cursor AI tutorial covers installation, file management, AI agent features, and project creation from beginner to advanced levels.
[**How to improve frontend designs with Claude:**](https://www.claude.com/blog/improving-frontend-design-through-skills) This new Anthropic guide shows developers how to create Skills that improve Claude's frontend designs across typography, animations, themes, and backgrounds. It includes prompting techniques and demonstrates building both aesthetic Skills and web-artifacts-builder for React.
[**Context Engineering (by Google):**](https://www.kaggle.com/whitepaper-context-engineering-sessions-and-memory) To enable LLMs to remember, learn, and personalize interactions, developers must dynamically assemble and manage information within their context window — a process known as Context Engineering. This whitepaper dives deeper into the concepts critical for building stateful, intelligent agents.
———————————————————————————
### **Top Repos**
* [**Awesome-claude-skills:**](https://github.com/ComposioHQ/awesome-claude-skills) A curated list of awesome Claude Skills, resources, and tools for customizing Claude AI workflows
* **[Tech-interview-handbook:](https://github.com/yangshun/tech-interview-handbook)** Curated coding interview preparation materials for busy software engineers
* **[AI-engineering-hub:](https://github.com/patchy631/ai-engineering-hub?tab=readme-ov-file#mcp-model-context-protocol)** In-depth tutorials on LLMs, RAGs and real-world AI agent applications.
———————————————————————————
### **Trending Papers**
**[Generative Ads Model (GEM):](https://engineering.fb.com/2025/11/10/ml-applications/metas-generative-ads-model-gem-the-central-brain-accelerating-ads-recommendation-ai-innovation/)** Meta’s new foundation model delivers increased ad performance and advertiser ROI by enhancing other ads recommendation models’ ability to serve relevant ads. GEM’s novel architecture allows it to scale with an increasing number of parameters while consistently generating more precise predictions efficiently.**[ ](https://research.google/blog/introducing-nested-learning-a-new-ml-paradigm-for-continual-learning/)**
[**Cache Mechanism for Agent RAG Systems:**](https://arxiv.org/abs/2511.02919) New caching framework ARC helps LLM agents store only the most useful information from massive knowledge bases. It shrinks storage by 99.985% while maintaining strong performance, making RAG systems faster and more practical.
**[Beyond a Million Tokens: ](https://arxiv.org/abs/2510.27246)**New study shows LLMs can handle 10M-token conversations using a three-part memory system called LIGHT. The approach works better than models with huge context windows because it organizes memory like humans do.
--------------------
### **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: Building prod-ready apps 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 14, 2025 | <a href="https://link.mail.beehiiv.com/ss/c/u001.kro7WBsAmEsY5mGgiUDePbOdMF_BvViPt7FxYKgxL9u4sfIdODBSQTALXHUm400mW3TMwobE4X05sxRytixhbNVPFfoIq5ttIoyLs0L2iIdp2opX4h9gLHF-W9CvQaY6ejDszLJrbXb4Kam1iq0pRVjff4HLMYt_vzbQJh1gsnDI9nbKvbMdiUIektsnadv3TWeKHozmU_B2KJpaGPbeYIkNnyAqGR9sgnWEWjzn8JPTUXnLjWQ0zawpBpaWI86QvwxlJtMFGKKePcH2SA1usjnH1HxesAgdFA70i0Zdkrw4d8okvYT00uDxrhlJ1Ks741PuL7WWQCINNSqtle49aFNSXXnqraseW3rZXBhLyNXY4diea-pDiAgR57G8oWBl5Uk-SVSn8Z2JTNcbohrtavvIRz6-ipNOuhe0Xo-253y0MOdr0ms_712MgIWxYGDUarkT4JUeUy_XiNqSGgAd8shARKg3SheV_M2FjKM6d1IyjFX-fb76IMHgOazbRK2_-_U48VcNo1cv9Pz9k1uNern9a_aNZh2mG_CxDvyeD48tB977XrMPlsoXpVAbzcpbDFsk_sCgFLqrbdDxOHdv54UhKtaZFc1WBJKIuP9qiNqbIF_OsKlfg0ECHBz60TNVvEw9OW7_4YuTCin42bMuC0VRMYpVkSWTATfGhn1fZIarskjWHF2KxCIHVPtlEh1fZrArHv9KhV9rAFDmsU2bktYrHcgVXN91-nu_ziJE_k1vp0X0kEnS02CHdy03lH4VKpB3XDREXR9_Dshzpv0QN0LSETPoWN8pggeOKHewz_bCVqHTzVHBmMkNYYEtV0eT1qYY1EpPfXNui3fLx2Chlc2ZFYzIbeTb5tltkNDKKRdzRiG5edudznO2x35u_ha7GsSUpTFmdtI3qn6O12HzU8qAx9-8bl0AhtKr2SlDA08/4ll/OCLVajOPQy6lGhMMPbbWuA/h0/h001.EzP9uz6gTYbWF04OJVkf1XdjcKeXoufSH7pwPJd4iJM"><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/4ll/OCLVajOPQy6lGhMMPbbWuA/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=""> Cybersecurity will never be the same. Anthropic just dropped a bombshell report claiming they caught the first-ever AI-orchestrated cyberattack in the wild.</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=""> How to build production apps using Cursor, the evolution of engineering teams, and improving frontend designs with Claude.</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 and ElevenLabs launch new models </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="">Why most tech managers avoid giving feedback</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 coding project that every developer must do</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-v82t1FtsMjWgHFdfBXUBQf3EXmA7I4eV9FVneiPPi5uoEfbbdX2asnUOYr0Pmfg3Pk0x3z1c4LdtVWsqKsBFNVjMxlBfA8HRei7tn9locvPedyP87mJWhB5J7S6wiIvR_IFgii1JS3sKW6gFKKXBd2PS0IJLTJcmzwnSnFMuhW2mItfqUUIOc8XbMZqX7MIoDixq6w9a3aEnwLqOiw1/4ll/OCLVajOPQy6lGhMMPbbWuA/h1/h001.KxWfYabtS3HqXPqZQJ_vJTqWRtnDkdQMoyjEtKzY4vM" 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;"><img src="https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/b83b5986-0838-4384-91d9-5c7ae6f24bfb/Copy_of_Untitled_Design__5_.jpg?t=1763110433" 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="">GPT‑5.1 is much faster at easier tasks, even at high reasoning effort.</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>OpenAI's GPT-5.1 trades brains for speed in developer-friendly update:</b></span><span style=""> The ChatGPT maker just dropped </span><span style=""><a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.wZN1XY49ssmkxVgHdsx183UNH4UTy36RoFEzZc0N1g88nDs3n0CusLWUwzeqyqmSWPm-47HLAeVzTkmcxENh8EFgrhUp0p_VvW4mRE8i5yJhQPigwLWPrDXekFBj_kR-EjBSQ0Hh-L7OYIFduXu5VPJfgloYkidSgQD4utgDJCCROEQFTbBWU_WXHxdNWayzqqpTyEO5zjym7oGfDQSCbUqwKJOO0UJJVCfyXp0HA8X8FbEXfjbWV16u4l1l8P3uLa49TvjVGsSGe6LlVVnugTKZV16tgqUBv_0FpI1RMmtFgKbqzoXpVYYlCFq26Y6z/4ll/OCLVajOPQy6lGhMMPbbWuA/h2/h001.6GNvIHGj2Gz4A_laFHeK09sME2OHy3hVsTK26VsFZeY" target="_blank" rel="noopener noreferrer nofollow"><span>GPT-5.1</span></a></span><span style="">, a model that’s actually slightly worse at coding, but makes up for it with blazing-fast response times and cutting thinking tokens by up to 88% on simple tasks. Devs also get 2 new tools: an apply_patch tool designed to edit code more reliably, and a shell tool that lets the model run shell commands. Here’s a </span><span style=""><a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.kro7WBsAmEsY5mGgiUDePUBQDxXWug33_MHCxOnYpQnJCrqVwWWfcVal9oW5NTP1b3BO-5n2VwgFRkbAwa8Q82kjqiQuII-lj-m8Wa_JZBYHn_KpUCLgsN6NTOX6lONZ6GAD0kJreNhFSwLMLcfFPF3NZ3uLC_2TZ3zzM33QIW1YpTqjDhKEQagM4LclzkdkDxFclxyebBRjJ_RrLTfWkY1vng1K-ATlo387I76iWwLbb-ufI4cyNvq9quGleO16IxM1-SV0npYULjlr8CqtMX4fUJhCqv5gNBZnVmcfRVL1LKd7hPBXk01wFTlyVcMgZUtXfUbnhzZCKNg_d2n-BQ/4ll/OCLVajOPQy6lGhMMPbbWuA/h3/h001.aTFQ7JHt1WND0CSNH0zE_4MIvM34IZjDA5V0fZMoZRU" target="_blank" rel="noopener noreferrer nofollow"><span>tutorial</span></a></span><span style=""> on how to use this.</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>Developers get ultra-fast speech-to-text with new ElevenLabs API:</b></span><span style=""> Finally, a transcription API that won't bottleneck your voice apps. ElevenLabs' </span><span style=""><a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.tgWOPLtqyPb9_0gOXDT9L5axbULSKaphokIKoP_Os-808OrQoHoVZIeFcbHpFIp3elv3gctX61uSso-G8LGAhZHXdX93crieD-uGj5Q6hMJCT9DAxa3KUhBQeJ-hFMaM_4KpJq78tlllmMO_oVuG2kfINYIZwCY_p2auyZoEPyn9XpLpojepKvkmLewpPLXih0hpJiWxGA75es2lzgSGQQ-QE2wbHo8_dGHNtqJmMzPyDj_6u21eKk0zrqOQKCNBISkrYm-Upb8LHASQ7ddXeabZ92Ny-0EhCTACmW3t8FpzhBzVf-Zz6ZmTeCVlcYG7/4ll/OCLVajOPQy6lGhMMPbbWuA/h4/h001.70nXuwkasOLHsa4_Uao2z1qFxYJdsGu8Eo6cqjjiSVA" target="_blank" rel="noopener noreferrer nofollow"><span>Scribe v2 Realtime</span></a></span><span style=""> delivers text in 150ms via WebSocket or REST, supporting streaming audio chunks without waiting for complete utterances. The API handles technical jargon, multiple accents, and noisy environments out of the box. Devs can start using it </span><span style=""><a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.ewyx0VA-ZCEh4luIETE-Ys-sEnosmtFlazwsPIFr-ZPr1u5hpXJzWBKwfTIZzYspv7su0eA9f7Q1bC2bvAvi-kG3ODpPYl54gaxFOpj0hv66B23PKshf6ZoikNoOz2RHYv7Xekl0WzInUkJyzUZXt6d4bOxknuz7zus435twreaqZVRxRReFnWvZiRo1SY0rGKwaq3DM3o9JunxFef6LNsZO13Sb6OWZ2EZ0pWcMIis5t_wp4KPMy_uwruHY9xGDodODq26Gl4R8WjONBBXgdmBHypdoSlk2eiOQbDWgWVoi3JZaRsYvkJQwuOXtLhRv/4ll/OCLVajOPQy6lGhMMPbbWuA/h5/h001.zXgGbBVnPfbQ_6_EFmZOhREIXfnAdQ8U11kSR6QMrY4" target="_blank" rel="noopener noreferrer nofollow"><span>here</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>Claude catches itself being weaponized in historic cyberattack:</b></span><span style=""> Anthropic reveals that hackers </span><span style=""><a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.AtRzLqL3EQmRcf6rV4Xqugsxk5V2-7a1fp7Xt46Bv7SBHrO0zjVo6WjSgyKBgcn52LhfrRvA7k4FSzLmaY0H2rkupgq2VVeXBoLSt7L_sYPdjCfs6BB6er8Fmz5rtEK8Ty-sOzpCNQ5a7vdrTC1cWNPYmQeh_Fq217Ly8JL5O7fz1lO-c_QbGhZyLnHTZ9lFZtkCGrvxwt1BV6d9b14u8UGSSGd43-Lb-t7G0M8lNW23_1vZf-DY2wFNXKFKpy5B2b217xabk5rpj72BNLXGuHgCXR8rZVKasvNVbSEUQtsLQnXls8SroBPgV-8TjKjc/4ll/OCLVajOPQy6lGhMMPbbWuA/h6/h001.u_1n7Olw4DQ5OoYbxkGEb49rddjM9f0riWUCDOJpnWc" target="_blank" rel="noopener noreferrer nofollow"><span>jailbroke</span></a></span><span style=""> Claude Code to orchestrate the first documented autonomous cyber espionage campaign. The Chinese state-sponsored group manipulated Claude into targeting 30 organizations worldwide. Claude successfully breached several targets before Anthropic's detection systems caught on. </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/485cfdff-3560-49b7-935c-3cf1322c8ee2/dfsdfsdg_59863_a_software_developer_giving_feedback_to_his_so_d0885559-9e78-4654-94dc-3384d74d0ee9_0.jpg?t=1763115939" 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=""><a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.VbEOSrOul3-OJLQ24EO2NBAV2w_fKeF0d0RQJeF5lgp_accZf-y0JGG1smXCxf4hBWTeEzEfSLuygCSec_tVHcb1x_osdbVMFaEJvb2R7wxiw-f2dVyndC4uU3v903Xkqk3pNSDNVlruOUVI6INjQ7fjwjLMYrvSkjnBNScyKO0MZPRRsNCDOSLm2xnHtesVy5BIRaLigxAkq4clRC_2epIGuq0yVzX7Z1qgZac53mU4hxBdncEmIBgGBE_DLRII8UUipMG_VpxAqNgCvTi1Z-k98mIjZTboghDgQXpRAD0IAWlSKsgVP7z9rpuHfjlAO63OSAwZKw0CBErzLTrCar_QGn1EyEc0HlK4CppjyQg/4ll/OCLVajOPQy6lGhMMPbbWuA/h7/h001.FP2j6dMP7mik5P2qr9STYapIUxi0NQML3M1JNFJPuLA" target="_blank" rel="noopener noreferrer nofollow"><span><b>Why 44% of tech managers avoid giving feedback (and how to fix it):</b></span></a></span><span style=""> Research shows nearly half of engineering managers find giving feedback stressful, leading to delayed conversations and team underperformance. Here’s a tactical framework to replace vague critiques like "be more professional" with specific behavioral observations, resulting in 3x better employee receptiveness.</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.NH9KF4GoWlrG6bVA-B2EJfpfgab-7C2zQHtEW9g6SUA-bABiLGS_hiHMHO1SkKhUGLNXlo8aCQhmgMCjnjYHjleHppR-WqmMNjMjAYVqYvKFGOnBNEe7hJ6SKqche3vkQw6WTXemXLdwCAZIz3l4MZt9vXV8JnvqXFODtv5-2g6oPxflJcF-J1S2Shpek9ustSW5HCtr6yPAxU7-kYVsugYvvJIefQhs3vVJz7l15bO5fLjy4WJ0bHkSJKIEybK30nYUfScW_GpR6tliksSsMWBjp25-7nl9MICxzunOLQxRxJrLc5ND2RD6EldDCisDwbsNGeDMT8N8xd_cVVRFiA/4ll/OCLVajOPQy6lGhMMPbbWuA/h8/h001.fAvAzcN1jMAPCDOqUmpSDtvbU3VnbTqu3S9YrB-45oQ" target="_blank" rel="noopener noreferrer nofollow"><span>Engineering teams evolve from coders to AI orchestrators:</span></a></b></span><span style=""> Developers are already delegating 10+ pull requests daily to autonomous coding agents. Forward-thinking engineering managers should prepare teams for this shift by emphasizing skills in task decomposition, specification writing, and code review over pure coding ability. </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.AtRzLqL3EQmRcf6rV4XquiX9gNtsVZwmY3bJlQ_mFTOO4GoELyxD1zX35uCZLvt82kqNImoyR-dc918fXQ2Kt0i8q6FhQwJpCpYosu_tDA-nVP_y5SuF_p8uJuxaXxAxPsHXEcL6ypLZINjLht21MiRGORJZgfKDC97M7_gZdmoaI73-vGrfROCkJSsYeymXiZF1fFG0fcdFsxtqLcZ-761jhT369djNiFnD1jD4V0o_IFIgLAxTYLpnH36Cbg21G5XD8H9-CJrk0x9s8_0zAYAM5y8BHC9Ryf4Cp2sMSxIU32bQy932qIz8gFxk7u8i/4ll/OCLVajOPQy6lGhMMPbbWuA/h9/h001.Xejjol9OXWU-tq3OmoVCEtNNF-6zay9oYNopJ8WN_VE" target="_blank" rel="noopener noreferrer nofollow"><span><b>Your engineers are making these mistakes in code reviews:</b></span></a></span><span style=""><b> </b></span><span style="">With AI tools now generating more code than ever, engineers spend as much time reviewing AI output as colleague contributions. Developer Sean Goedecke argues that good code reviews should have no more than 5-6 comments, and most PRs should be approved. </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:516px;"><img src="https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/33ef55ff-190c-4924-8a85-b48e392ce74d/image__37_.jpg?t=1763110790" alt="" height="auto" width="516" style="display:block;width:100%;" border="0"/></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>Must Do:</b></span><span style=""> A </span><span style=""><a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.tgWOPLtqyPb9_0gOXDT9L8O0f-V3aMY6SKzPc7L4LDQ35V5jJLIyKqTZxipB0Az8DX3t0_FZ2JxqkEluDXEfboI_B8hk-SyipCtxoHS-GJv4mWeGGJ7DsqAV0hvs1vH0mRT9gxABxOoyQeUFyMHtowfUadoilv0FmAsdLndAGF-UPGRN7SVFkkmTvXD0juOCXVTFiR-jC3NHW1ZtV-fzc6bo0gSnW6Bwo5RgW-0eyOP52xducWLTzDj7fAt7lm94SDNJHQPRymjMPysaTTN0MWUQNmzTbCq6OsvE-bp57yATddyYRjgRaita5V_LvxoI/4ll/OCLVajOPQy6lGhMMPbbWuA/h10/h001.rb8cJRBX60X79yoW4n6MJCzIZC1YR4kNExwbc0OF51w" target="_blank" rel="noopener noreferrer nofollow"><span>coding project</span></a></span><span style=""> that every engineer should build at least once.</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>AGI World:</b></span><span style=""> Microsoft CEO </span><span style=""><a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.tgWOPLtqyPb9_0gOXDT9L9EzVfMgtSyi3pfRjx2LCDAtqmwuYqNfbrQ0B8Ta6_N2Y7I8J0G8TjOZWJT5PFvwErLXOpbdYL3ntgCHSUDgxTruIF20Ej7vq1UgSa06n1kVLrsOpcKyOghkW8CwN9ffjFaJYD8amE7_w0lxvSw3Zb9hhPxQ35MwTLnFtddc8raJiQAbPtd_njatJtXS49RzJ8O1P5F4TNOIE-JUn0bMonUznm09PXQxAeGFbVE6vKRQIHuHZ28VFmRvylJOfws2k3xZFhrD92A4m-RZLitHQS9XbFOIH6A8aL4EVAjJ7Sss/4ll/OCLVajOPQy6lGhMMPbbWuA/h11/h001.Qxjp8OWxjWsfOmq2iZhOJPTwk3dDCI_8ZKJPjz9FB-k" target="_blank" rel="noopener noreferrer nofollow"><span>answers</span></a></span><span style=""> the question of what will happen to Microsoft as we move toward a world where AIs, not humans, are doing all the work.</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>Knowledge Stack:</b></span><span style=""> Hugging Face </span><span style=""><a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.nWZojHskIfWq5w8Zm9qW7l8Yvd0gRNUOcb82zeJMWOOGXOtfmZNR4lTltJjgeWv1MPM1HsJpii8OYcM7D-JU7X6I9q4dhltaMrv6UBLZ45pMhF7gfn3CtBPE5LKBkOFaKcDJ6TWIrZYs0y8ywihYb1nQoXjFCR_BzY-BxLv98y99JE2J0r3tnVkBH78ydgAKCA5cCJ5Te3CM8SXlL6sDkdfnn-YsEK7Q16pkzDrcO5ja_kruzqqnhEbAzud2DmzWx9LAjye4-JdUxdCgw1EmE2zKBjcaHEV0Y6ewL_-j0eU/4ll/OCLVajOPQy6lGhMMPbbWuA/h12/h001.RhptqNqZxlzQvYuDEUccvTPTj1U0O0vj_nSCA4KlgOM" target="_blank" rel="noopener noreferrer nofollow"><span>offers</span></a></span><span style=""> a library of free courses on LLMs and Agentic AI for developers.</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>AI Rush:</b></span><span style=""> If you’re a </span><span style=""><a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.tgWOPLtqyPb9_0gOXDT9L8O0f-V3aMY6SKzPc7L4LDSQDiLoIQ0M2gFKWlF8tKxB2dQ6-_s0oDx8fCPF6Ne1YrlLYGtbav3jEyGTbGBN_Y4xb3Z3rciM9QnstgJ2wub6P3nBnO8-kHZhXjSyOSmOEsWFzGk9ks6J3oO8kYM_-lw6FXzP8GVIIzdoj-9MMYyWMTOVzZkrjD2RprD_-QLZF8Rw_D6acj7buG7cKKtpPleFO0NuKDXOg4EgsoIq31BWiZTgXLe_XP0J17x3T52TiyZHkFYqH8HEMUCIJmnmaoa95o0FYMIWmEkFRAfHQ7yI/4ll/OCLVajOPQy6lGhMMPbbWuA/h13/h001.dqR5BnrIV_JYRdEFWm3yc2S_Z0zYD96AC0Fu5HwNgJE" target="_blank" rel="noopener noreferrer nofollow"><span>curious</span></a></span><span style=""> engineer, it is so difficult not to have FOMO — see how others deal with it.</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="">Replit AI Integrations </span><span style=""><a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.tgWOPLtqyPb9_0gOXDT9L9cIW88xXASriG0DdyX0v6Y-ApOd36lC-pQh74RN3OK6tkj86WyDXC8C92kwvIPUB7k21tnxGhYXlJCoejs84mTK0LUg2dBdwB60xEhNehz2e2cmByqkTkWhaLIAAFWnbKSNFeo3q-8sjgWaf8Hly6nRzPevoFhaQZVJ06eeg9JbldlzCnoRSi-SO8HIphRJ42eoHy2aAhJEa5hBn8Mgq2NCVIlIyrY003E62omU2gCUQDMWRtdFn8REt5o2s6U3d8nBY7i3Tt3atiYxkzyV-aXpYyx6lVfRnd1u6Pm_tfEB/4ll/OCLVajOPQy6lGhMMPbbWuA/h14/h001.-0kXNNU2mU9wkFVFb0zuGlpGF3C6FQkyxQ81dKhmIvg" target="_blank" rel="noopener noreferrer nofollow"><span>gives</span></a></span><span style=""> developers access to 300+ top AI models in one place.</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="">Anthropic can now </span><span style=""><a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.tgWOPLtqyPb9_0gOXDT9L6OUThKZPtznLuMKCXD39bUe_nDjzG6yn0sKoI5eC2pCkeT4syA7KBy2cIroAPU5UQC8QNkVDrTTkuULREbMitZbjA6-LgMsiXrzKsjtqVMifruZITvAqGGG6aXny_eyinGakiIx9hnS0oj5F2KnpkmDjEkhbppMBmMrvBRZN4kOnXaF0F2reYi4Gji3iJKsFQHrL9sGk8eXoCr1Mwa44-Cg5kANc94p52nqYrRtGskxFy3PsX7fd70VWuusDQh_FYOIaTHoPvw8LQwzZBxGA6eTX5szz5Dp2HNKzVWjVBNg/4ll/OCLVajOPQy6lGhMMPbbWuA/h15/h001.9pzdWcAv8H3aMwM2vlHSKJctXfAOX98AK0GP4b480No" target="_blank" rel="noopener noreferrer nofollow"><span>spawn</span></a></span><span style=""> multiple AI agents to research a topic in parallel, then synthesize their findings into a report. </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="">Cursor's research </span><span style=""><a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.tgWOPLtqyPb9_0gOXDT9L5jOc4HPRjeGU7m9wlWQKbt6iQaZ5si3HGYoITepBFQffRdqx1zUaaI3g5FtnTZRW8QNqF1ntT0GO3xwjtLOkwiUYvLaz7uTGyRzmiXTrISN9teHWW0AHph24Obxy0zzZJdXTBwBqmZ_DUSq8jVOZ8b1x3c9BQN-DZu6cy7Ijl9KFUkp3qotuXl6n1FdWG8UosHeHaDpmy9U1eb5MygrNaND1ngKLenRyW6rHJEvNDmRtqAG0exrdeJHJcSXewvEUQIB1at962XxYhwUEurl6EOIVQM8m0oXbX-lQAbyOaB9/4ll/OCLVajOPQy6lGhMMPbbWuA/h16/h001.2oBjKmVxMZzyE-IHD5bVj77wg8xIeHBotrgNEIJlWQM" target="_blank" rel="noopener noreferrer nofollow"><span>suggests</span></a></span><span style=""> which coding model to use for each use case.</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="">Google Colab is </span><span style=""><a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.tgWOPLtqyPb9_0gOXDT9L--pEM0fDMCVWJaVshv02nawTKSv_lmVSZ2P-IyLFxBcRxDmIwJUq99MuZT6BvHEjLJGXM7eQ8HRFZoKqYTwaqLg8GSHZ7F8qMoqzDMd_xyi18GIjCAaF7fafhrHTFYfonI70pJPFL3mZqamAb1OsRjYVkIYBZ89We5g2qCFENK9_sPPOfAR1j0mQ6zx01Zz0nUhd4Iwt5l_kIQ5UY-fZF5VoxjcTeIcaYj3f3U9Sl3o-VGDO0yVPonTp4m1EPlSkxcMubWeJHFzrYX4YcZXbdJx-1HeGJzP8k6GNeJ4J9Js/4ll/OCLVajOPQy6lGhMMPbbWuA/h17/h001.lKrMWqWSVyEDXVBRm25cHjzpFal9sHjPygz2bbyWP_o" target="_blank" rel="noopener noreferrer nofollow"><span>officially</span></a></span><span style=""> coming to VS Code.</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.WM_5VEepnkJ2XyRjDAXS4WFC8hesQ0fr4vsSya0q1aoMoFi9b6LztGfltGvfQh3i6O9nqEt7wR2CcpTwY4Mp4uzXJCpRbohPp5BYH2aXRy5GFGYsx7edoESeLi3UCxLJ_-dC-T7H70z-8uZkNDcY5Ex68r6UdhanKIAfdfvKn4Rhlm7311uCPydDjNsA3_eraR1f-Y38WIdN6sljwHkWvOUuxT3vRSEsn7OqoNuou8pvUcM7DBHrQbUTKwNZB0Q6ZAcik1F-8eKBOIZx7ngMyIscAtNpDjYX9cZsYYw5KnU/4ll/OCLVajOPQy6lGhMMPbbWuA/h18/h001.R7E-X7ENPEjR6tVvii_DwR46VTisRaj8Vmh6DZdFzeQ" 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/debdbc0d-d224-4af8-a685-532fcfa2aef1/Untitled_design__18___1_.jpg?t=1763114704" 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 watch the most comprehensive Cursor tutorial</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.WM_5VEepnkJ2XyRjDAXS4WFC8hesQ0fr4vsSya0q1aoMoFi9b6LztGfltGvfQh3i6O9nqEt7wR2CcpTwY4Mp4uzXJCpRbohPp5BYH2aXRy5GFGYsx7edoESeLi3UCxLJ_-dC-T7H70z-8uZkNDcY5Ex68r6UdhanKIAfdfvKn4Rhlm7311uCPydDjNsA3_eraR1f-Y38WIdN6sljwHkWvDORfT6zEGzwY_ui9ckICIluq2aJ7ZQgVuYgjq5fkVDXap0JlvU7468SMIBJa2kF914p0Qw-_zNpadiQyk514ZU/4ll/OCLVajOPQy6lGhMMPbbWuA/h19/h001.YLvcb-yTdDnDbu5eRBF9zN2HoOT6tIH3LqL-B0F7FeU" target="_blank" rel="noopener noreferrer nofollow"><span>How to build production apps using Cursor: </span></a></b></span><span style="">This comprehensive Cursor AI tutorial covers installation, file management, AI agent features, and project creation from beginner to advanced levels. </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.AtRzLqL3EQmRcf6rV4XquhqCxtpT88V2qj1JIJsX2X6y6oh3ISbFZxx4ws0bsG5E7hm2btV1ZDljTJX21pnYHXGoRo2AYxvGNGBoDpV4f3F3ddiLjVxJgJ46CFJl0RixfOm1SbAfv0F4c_2tsD_Jf1wIv0QGCbRTwg1DqH1rw4r0vpS-Uw3_F0E4hgdEYNemySgX5EQBdxSq89ex1hVrtonRTYrSChTDK0Nh54f5KwnmStzx7NlnExSDpB0ZzbndX9ZUrRaAcvy-N1vpv-lgOaCgjnkkxcpcJ0T4sYaS7Zx_5Hr1J5tCgYENDU6NFPnTzzMvkl6WT-8IxTb-diClkw/4ll/OCLVajOPQy6lGhMMPbbWuA/h20/h001.w1H18hhYKAQEISXFhQ5Kw35iE6_wnM4wEts5E2hSOVw" target="_blank" rel="noopener noreferrer nofollow"><span><b>How to improve frontend designs with Claude:</b></span></a></span><span style=""> This new Anthropic guide shows developers how to create Skills that improve Claude's frontend designs across typography, animations, themes, and backgrounds. It includes prompting techniques and demonstrates building both aesthetic Skills and web-artifacts-builder for React.</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.AtRzLqL3EQmRcf6rV4XqugocV1jvyLdBsjG1ZutVJLmb4_agAUvW_xr5UysNwGeOgF1HnW-sFZhtKtsKbaBSspVWxS-I-9iNV_M2fQhEcOlHMNykrd7hEcCy39Gj9LKYAXVCqUu2EF_7ET3Sa_H9Wp8nXGtYdUJMhFEuKnoK38NAzehHTJX3RX-QleqTjXYelniirafqOQxRMqKYmi591gZh4cmoMujPe9VBoAyIXoo2lUmYQazuQmayGYnQ6-GIwDPxhDBaMkfy6ak90hMGVrFHjRQEvAtAw9-htR4PHsOQvH1KyQvPMQQk4MEl1t4tEyI8LEWOR2ciSQCqgf0MSjWO64b1zqsRZ0nGDOQ8Z_U/4ll/OCLVajOPQy6lGhMMPbbWuA/h21/h001.rmkvcrBbm9QzSmaXMDu6Rqzd0ZsKxQMtNnL2OPXYWB8" target="_blank" rel="noopener noreferrer nofollow"><span><b>Context Engineering (by Google):</b></span></a></span><span style=""> To enable LLMs to remember, learn, and personalize interactions, developers must dynamically assemble and manage information within their context window — a process known as Context Engineering. This whitepaper dives deeper into the concepts critical for building stateful, intelligent agents.</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.yBywWjiZ7oCsTrXLmaNhkkClmyA1la099FuJiNv60H0djNAOxbgCKDUk1tnkQHF7tPecaqwTIWIJaEBH1qC3lnYWN1lqbcsBIZmDtGqKJXi2ODCli1PGJJr-sSbVnGkJjwUCNtQoY7v-UKaBUpMUZDwanh7PRo6dZ7iHgj_rH2zrVbTdPH-hmOQsIL2xjIyWgfGmfDiSk8rS8e8d6HzR6cVgSW5rfXu2dQ8Mt_z21ohIwwFttE_kLCOUkypyP-siofphhvui4e21ZagTVf2OwalVTnRJZCyrHeo79Nt8k7EaGRzFb_o8-PV4rudxUPBW/4ll/OCLVajOPQy6lGhMMPbbWuA/h22/h001.3AheJwp6Mb5iHyCyvD2GENJ6FtnbXy9jJb5wKqxlQM8" target="_blank" rel="noopener noreferrer nofollow"><span><b>Awesome-claude-skills:</b></span></a></span><span style=""> A curated list of awesome Claude Skills, resources, and tools for customizing Claude AI workflows</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.yBywWjiZ7oCsTrXLmaNhkhAPHPpc8AP-9uOc0-oQob2PDkAblXJQoNSrzQqajk4y9Bl14OVW7eUs1RMfX2QwyyNqN5ZJEwkcj06caKc_CMrWX90dH1eGSPA1GAK4XjeSiYdowwVzXqCmXPe3vlK5LVI68CRbevg3TA9sP8L1qROibImQeWaXu_ZtWmJyouZT3FoNsn3b9rpmEjQhrRlovPU07RamMsHU6uVnzgH86v6cde6ZyDMVvyQ8WDaTRSRRWZo5aYy_b6QsiNm3mY7zNLaL7KZWQdD8mwuA9SxX4BdpHR3vn58GPnfMSRV-sY86/4ll/OCLVajOPQy6lGhMMPbbWuA/h23/h001.l1VnZHc4wfN2bEzfZSsGI1HXI_cQE2YUu2D4gtEruGA" target="_blank" rel="noopener noreferrer nofollow"><span>Tech-interview-handbook:</span></a></b></span><span style=""> Curated coding interview preparation materials for busy software engineers</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.yBywWjiZ7oCsTrXLmaNhkkQAh11jklkymesqzG0WLxaV2IIT5_0bTNV3bHKSEgKnqHv7V05-jBD1jse7E6OJ6yhw4WntcUy0BTAtYt7FvQu1r0ARGqUB7X15o58vQRS4tg-W5PXBAZqHABkpCTCWW-XtMKYphIWE5wqnwlQC0hYnRFX439BvxJQi2_BSOkJ843cvUUxFnGDcEhYTWaqMpB6h7A9gdI0mYoU8qJuw9FCnpj1fVA0BN6EtjaFTiu0CHrB43evMewSzhPY32zV_WyEkIEB4bZyVTZfLhAa4VFRtFpzyMWau0OpEz43Vj02tKeF7ZWpfDjc4W_2iLlKMU-lkqsJeh0_usq4GhkIEOxtKm_YaBQq_srn__GXPIFV9/4ll/OCLVajOPQy6lGhMMPbbWuA/h24/h001.veDLQuHYwetxSC0UPHWnbRGStdG7VFZjDjyluKRkLRM" target="_blank" rel="noopener noreferrer nofollow"><span>AI-engineering-hub:</span></a></b></span><span style=""> In-depth tutorials on LLMs, RAGs and real-world AI agent applications.</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=""><b><a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.ewyx0VA-ZCEh4luIETE-YudKK4s_lyhV-eklTUppJAucu4amhmF7V2tlN6qRBgT0fmRmzbe8e0DUpHnt7gptluFlSorxUDZQTy6hAVfwgYRPyOkkFrgbi30bC8-lvfLxx8kFzIfNDxGhREnhGexGmAfsmmY3omWBYbLq6QrbOJrHYPHcwUjzCqOXogSPKOViTqnvLSWb5wmY2Ims6jWasqJRWkDrl2cMa_p9QNPXDTef_gJJVMutgTNImsWcX0J_s4u2fU-QteDDIMZdycKgInZeTJokCXTUE9yuJJt-_ipSIIFW95JcMqc3uRNbht7bE2QqG_aRcuiYmgyP5GLAm3WbUZkSqsZdGc8OBOlTf9suMdGbhB0DLFf1X1E3edEcMxYLHMhnBeDi-A9N--kWxKi2obermINGwCj3OfF6c0a3XbEYbDmvYJGfHfDbzrPv/4ll/OCLVajOPQy6lGhMMPbbWuA/h25/h001.gZHMXXdc4tAQfRToTZE5PnzeLSgy2iZkGP7dGu0fQ4I" target="_blank" rel="noopener noreferrer nofollow"><span>Generative Ads Model (GEM):</span></a></b></span><span style=""> Meta’s new foundation model delivers increased ad performance and advertiser ROI by enhancing other ads recommendation models’ ability to serve relevant ads. GEM’s novel architecture allows it to scale with an increasing number of parameters while consistently generating more precise predictions efficiently.</span><span style=""><b><a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.9ylDIu4nAQWGe8bSlkKOpCDuziSwB5U5fWiwf90jmhT_6qepxawMQJP4YPKiQzYPwHtu1_KOjloh5kbG8ku42epl_Nywh05tCUkf6ngoWFYU2OjG9Pd3CHoOTKuEaGJBdT1ARyksjY5AVfnpXfZxV_y_MKlSLD825jecvvk1uOC6FUMhPGrpeFcVXpQelz5TluVNpFNo6cBzzdMXtNG0mr09hs1cE9a7fCWApPou4wzhTCntYufrBWK-uAwYRsIro_47NW7qWFzTSW0czispEgWiH12PPWXXVzQBMM2mHw80XuRmnkmWsF-mBV4AJa1C64EyH-_Y4zv9W8KyvsnUir07rdYexoB8Xvqne9kqEiiJykGuKpADxc7jTlSd_vtT/4ll/OCLVajOPQy6lGhMMPbbWuA/h26/h001.ZFck1uo9NuFxniX8Yn9MUb4iXcZJrnnqVFXqtvYLLrQ" target="_blank" rel="noopener noreferrer nofollow"><span> </span></a></b></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-B2EJei6jJSJcTKGj70NBMEhmaJDge8wSMkF9VkJ0B7VnwbMkyaaM03ZzdH2irpVuYnI2vkFLDUppgctBT88NMWfa7FVb5iwHOEpq0Jsobaxurb8RMP73lrlZJP44-bhi1AGyegSF06g6KLmoHZh-B0P9a4YzPQ-Mnlk6yRA1YXrw5KcxgLmAyEHoqrojYQXgml8U8lQxEjTGdMEBPwwV7WcMhnotL7b_Serpjz3znWsz75zYcFXpg4TZnL3uG9PoaAgNYSP58-GJ9sRSa4NkTPLrvA/4ll/OCLVajOPQy6lGhMMPbbWuA/h27/h001.xWjJScZCbCcqsttirjLUnCedNm8TifN0o4NWLRoXKh4" target="_blank" rel="noopener noreferrer nofollow"><span><b>Cache Mechanism for Agent RAG Systems:</b></span></a></span><span style=""> New caching framework ARC helps LLM agents store only the most useful information from massive knowledge bases. It shrinks storage by 99.985% while maintaining strong performance, making RAG systems faster and more practical.</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.NH9KF4GoWlrG6bVA-B2EJei6jJSJcTKGj70NBMEhmaI99u8UiVKZ63XMPHOKv6MWGFDbU-_lc_7wAQCXl_C7fjn2SsSvdn-smerBm7yx3ftP1JXY7SFrd4pl-Aauilb6KQp_9iZUBiUWalY4gV6S6jDuir-GPI2ZutmACU-0GpSLWW5EnEggX17aGJxLgLWQ0G-wdt9tznoIb_23YQW8zl2JExtEfOXdUByuBt5C45MxtUyFkpJm2ub7v8YhBBpJQFfHYn8qnnpeph4bJ6Wv6mulO7tmny4OGwjKfnHyJZU/4ll/OCLVajOPQy6lGhMMPbbWuA/h28/h001.8spB5Kw01h1vgz6YqkaPV4nk4hFE8T7CAK4DbwfuvgY" target="_blank" rel="noopener noreferrer nofollow"><span>Beyond a Million Tokens: </span></a></b></span><span style="">New study shows LLMs can handle 10M-token conversations using a three-part memory system called LIGHT. The approach works better than models with huge context windows because it organizes memory like humans do.</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_QrQH275wsfnHYc20IjdipbMVkgv7Z04bVQqizZiDqi62tFlLymGuuzwWtMHDAIfNVrYv0WCck2fFZinDiiOszGb4ppSYSIHdfk1Hr9fYtp2UX0i39hgClzQSSHcqNNZ-LzptXfx6EoCdavUzMNldp986gADBBH8ySrCBiUQkBcaVz3na5DZ9K39i2QYatMJ5bLFeWT6JA/4ll/OCLVajOPQy6lGhMMPbbWuA/h29/h001.KHUhnXhLlDpU9cCVydrdSEzRTNj2VvRBIlttFEiNYzQ" 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-t0LCfWoN9nauNYUCWvqBjrf7eXLsEN60/4ll/OCLVajOPQy6lGhMMPbbWuA/h30/h001.iOebMa498AjlQ8Q-lD8QD0akMRVzOv3Hlyq7UTwL4JQ" 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/4ll/OCLVajOPQy6lGhMMPbbWuA/h31/h001.bxLDYJ_USTlXLMbF2A-NXDGJ-QIgdZdR6SiwgbOGnrY" 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/4ll/OCLVajOPQy6lGhMMPbbWuA/h32/h001.2QL2_4MOLtPU9Cb00Mjuelx2BIP7xdoj0e4RdNJxIuo" 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 emails for you!</p></td></tr><tr><td class="ee e " style="padding:0px 0px 0px;"><div style="margin-left:0px;" class="edm_outlooklist"><table role="none" border="0" cellspacing="4" cellpadding="0" align="left" style="min-width:300px;"><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-W0iXrbrAM58ub9i1cevY3jG7xK5UcPDwnz6tsGkkjTmiKFcuJ05ZmBHGZ0D0BLYe7bZbQP6GF6YfgL9VhhmIsLK9fdcdCHOkx3eXEtJ4VP4qhkCR1JZQOvaKgEClvozkbT4nD82aLwf_N0889mfjOGerFRkMVPVK8FNFHYogYD78QQNrxgn-Yo1SDpEaqDLrOr3bqHStlayfmRpb8LKHWBydYoAQCFZqVpuUB8Fg3BBZIcCz5Qqo_ma2ah3sZXdPGFZoE10Xt4n8glHXFZGRgV-y9jmh2QkpndAgDH4PY59yOUwAHYgNeSp1XlQ9YbE8ik0JTjlJfk4wMtR-bGsKo28TCJGsqgmnSQPBFwkcoUF5HjEzXKHff3xIDMhr1lQQWhoTW-pyyeidA0tBMo1k2jOB9Il1wNGHFcBgQVrkQuzCHVlBE8GiaLUS36PQTjFa388FXdHCOa6jYsnWcvCAp61VBqlcuA3prDqGuN1BHeGDE0_ddcX6l8wZ4X3zVawCam8GUFvnQ2Qi1fy9qPmQrIEQ8UdxwQg19eWEwhtwgcFQdKyT6hIvr4SYkJU6zghFpXs2wzNlthmAmpi_x3hAe2dS1dA9whsNGGfWt1xDl7xYlpTcpbFQD346YhOyxqfeEzLTNfUSPcYqhP9mhqFHOHNXuzJWbU9SXeOTnk-R_igys4RbzFYWPVYrO3AHfyM2KIKVnNYXlrpkNYrEbHL-PRqP9cd4RawGFbY34-bykmH7Gld5fbfdExzR_r3_-YkOLtI7DjFtWHilZb1y17jI-td6KZEE6QDtK_dABUb7HujH2A2cKS3vip1QRyQ0-GZJZOc9nkMJCjhZWLYow9MGlBsAUOCFUgxgKm8KIOEWoIXihQE-B_i2g-F8k8-aVdG8zHfv8WwEgttr-XZdralisIegu5ex7pxEBgv8lIINSxA5aGIJt-c2BDRIPGdVJxcFYYN8FL828udOEijGTIni-3R8f0ZdJI/4ll/OCLVajOPQy6lGhMMPbbWuA/h33/h001.2h1fZed9_vXickJ0pOs6rmQIO8T816yVrIgs4C6reV0"><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_h9ck9FHbNKyCUuKu8nnzXtt-UkQOA4jBUVVXQg3pTcw5mULzPAAlTYYOs2aYZme2iV-sNOF72dspZhplSUkRuu6n9vDckbfR3V-Do3YqVOUIxNwUrZ8XUPI3ekJ_HYsDVafTh2ITtWvub8g5uCCrK5evA_VlWt1hmyQzbxIDrF_yV1WQivBzVBbf_jL_vIqksowbABbvC4-bDHpARiG6QGaxpFyJVcUWv2Ouu5-taxeJ_aGK0ToeRpdNRU5-eBLMWFXy1SKVrAHJOEss6TDGxf1jO9YbYCikW5dUmWmI_U8f-MJcmpD84cYTInN4yNfpFnfzLE5omwnTXPXLCjdoPpCMufef3qtuOGyowZhKl-bHr9unUb4i0gX5EavO6Gcjm1ruVjpoM4YvbSPSDnBx_GG0zQclYgiM3Ny_OAPsRCom-YVGcqvk4O1E8kV7tZo4IcDdOmjoxLNJ0C6l6cYHMWH-WmEhCBNFvHvULt9PgSmwCclzwdqK2-jitrxJDg3UKEyVWvkTn0iz-hB-OtlPdtnOTcq1ZqkUjQ4mu-4vfOCB8boANojgS31cAfdnbsArZs6UNySh7cklPGxVGN1aHwXwTNgAkn7piqj_ZFipTYIIbmtxz2P_FOwAAYpktoMaj75KUpmYr2QcB9CaQf7tf5d9OWuo-7YuwnJjdP2s72_vshaG4-fyDG0HCoo6R41st1O54JcNmipUUx_Ya9AGhDTyNKGfJeddUZviST60znw0Mw7ppv-pWG_guK_Ult_3gaNF9_qidV0bMbdERDOE2Prbvycf8b5c0a8Wcb479B9ykkEi8e5ASTll-kaAGRBTA0H-P0bGVwWnjPVGCMTjhGjhEnXwkyPrgZKqWBwB8AEXhgm7yvQXoAp9a6cGud__3UdEMD4OQj-rm5pFR5pJ83tQZeg9Br7/4ll/OCLVajOPQy6lGhMMPbbWuA/h34/h001.vZWRWC_gytUdbnizkG1-QDzsey7D5JSpVEI0Wzep6Gg"><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_s6AftXBC3OfCry1RhCbNnvlEmsiDbpvTc_-5IkuMBQIuoLAT83miMhpjOIxwvFL5yFDsmHfXxJ-Wzsx7i7e_DqLDUAhN4i0-zkwH3b_mv6zLAEamC2hTf0Mv2YGjw_SGCLQb3EOi6BoN4SeRVu1mZb6le4KxCOaWdcIptELagfA1YcqyHuCBtAy_1QtkWGVpOMQvvxIMe0iEOJ8EBhwQfSEg8PK-y4R4Ru-Hs_OwYYxNrPZcbrEmeSq-fKJXNR7d-37ZBG0yXrrm1oKDAP1eHYRGfRj9VIYlTvqLlwiGoz8KO0qThyomkz6zVpp5T2vBjVQ_Dh4ezrTDJwM_1WTo-XGjLu88wIY3slwSVB9mg1iFkspsufe6TboNRCy550DRHX-FHudnfERoU2kkeVKHA0vr3--MFbtV6DaEAOpzPPQhASQczRKZPlj1ci-vp_I1t2juvnv03bqizJekHZPHNVpqrYX6MfsP82EgH32Owhw4xQsDirb72Sp4vsWJVpsI7z9tGzHnUkg2Y_G8V2xkmksAPJNCMmCmxJdsqmOSzfYNrwa1UPGzmXKu4zQQYd3n1aqbemYjyG88-Y95x7biZTfc8BijOmr8jktkxPU5v83bjwgo83D7Xme6kZG566ppJCpXGk9MzzzpjNQ3M_uIvpeOUtY-oL-e4k3aymVeh_SlJEHGPnDrJoJ_sSuWkU56x4gSkIj9YAahtnL9tzbJYsEAyt7ZI-jQI1ee44aF7ocOsOHd2alrawekcefMGEGznFzjGImM_-8opplKFesvCi3px_9kyGM6iqX1wr8VZRKqndVtifXbTAPZc_HStG9z2EWrkJfgJ-lU1oqnxUykmT0Ql_pghxaetrB_tVHXBvmUQIjvGAZH2Hqj7Lgmkt-W3KjixDKi2Ow4349EcJIhEzThluKvTXQOApvGPWH/4ll/OCLVajOPQy6lGhMMPbbWuA/h35/h001.9dEl9UUCI3a3Ty5MCxoM2s7_Jhv4q_9vsEo8oVFdbZA"><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 0px;border-color: #FFFFFF;border-bottom-left-radius:10px;border-bottom-right-radius:10px;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" align="center"><tr><td height="10" style="line-height:1px;font-size:1px;height:10px;"> </td></tr><tr><td class="w" align="center" valign="top" style="padding:15px 15px 15px 15px;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" align="center"><tr><td align="center" valign="top"><p style="font-family:'Verdana',Geneva,sans-serif;color:#FFFFFF!important;"> Update your email preferences or unsubscribe <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.kro7WBsAmEsY5mGgiUDePbOdMF_BvViPt7FxYKgxL9szpjhO_X7CGaQ-dHuFN4dv2nDJM7VwywhH_aNIWJ7DpCUiK5m3JnN9be-e_wBbmchHe5y58AGenpvwTn14-nul2iybKetNLXa-dcpEfS8OYVFDgLg2UF98NRkk9dEwM8jGYl7kvFOPLGIfZHwwRnQzXzPFYZIJN00nzhUMfLry-iwLL0JyE_-snaXkXr4MIrAjwB4V4JLETwmPeTPq3LDTIZLp0rfZ1ivuFN78HolJ9SlmweH_SGK7Jbdm9A1XpW3KgXk9aAtG_J8yaRA5vzZs8uAEKulTqUnCLSGmHGAABoY63k5YGyGGQLcNeOscEAED3EB1grKX8hW5CUOMcNtgQWB-zrMwvzx5Y_e1XxF_V9sw8o23L8hl5aaeSpmsoDUw38P_tpdtetHCzz89yG21nwil8Qty3z8siPdr8tYEt7gK0F-gXr_rgVSfGvP9EMEBL10t9AEI9jk0uolSWpM83OaR7VyE7Z3iHavM_KweH04K5-6WI0dI09YA8zaJJUNFeB58lEkA-xOC9GwUYQ1nZfBgo6_TIqae887Dw85FQ9kQvy_rwarL85zvwdSgc23TQvqns8-cFesMYtYSgZ8JuUD1Qy-Z7kmdMWgvYTB1ioIk7lTGVcfctlbe-0pmsQyPBm-VdAPPjKwmxQyBmtVx0RySnLOjydwNINLbiBvJyoR_JUAc6jgIngOEgymjY6TW1wwPhcCIH0ZDy3iO-Y0I_pJ7h_88ywFO3pmWDJFjkFi1lBCekHryOll7fouseo9U567DS7rsAa_CK_xuwQT58UqrSVAEoSm-ktEUpz7-LBFDhsHYsBJfR2pkaOOKVVPQwxk63zHWs--fhzEj7nDdiXmzqkQ9qdW2PoElKVBozI3npCrbJXWCmdlSCJBOiHd69ka-9gfcr_Rh8fv7LxjuREUBUM2bvzqVFSth08QdyG9g2fPeFnm28q4ryLoVNl0aG0uPzuxvnlWJDOIGD05VMSSvdSVoyxhKbpjoNq_Kbpa2mq8mWaxJWFtlv396U2vlV_YAUUOA7TBeWd_r3_kr/4ll/OCLVajOPQy6lGhMMPbbWuA/h36/h001.imiZ4N3dN6knX5JG5OQKj6zEyMFlaNmY9NXXNVOCBFA" style="text-decoration:underline;text-decoration-color:#FFFFFF!important;color:#FFFFFF!important;"> here</a></p><p class="copyright" style="font-family:'Verdana',Geneva,sans-serif;color:#FFFFFF!important;"> © 2025 The Code </p><p style="font-family:'Verdana',Geneva,sans-serif;color:#FFFFFF!important;"> 228 Park Ave S, #29976, New York, New York 10003, United States </p></td></tr><tr><td align="left" valign="top" height="2" style="height:2px;"><a href='https://link.mail.beehiiv.com/ss/c/u001.nWZojHskIfWq5w8Zm9qW7uhFPeDiAXllchtVb3ARdSmgeTOVYjNABTLSj0sIlkKCskkGgA1RO9I5oiggfHFCsCKEetsAfCqK7dGXR0zIuNc/4ll/OCLVajOPQy6lGhMMPbbWuA/h37/h001._NtoYGaBBw_WjcpC-_uXyDOccznHBUXnzvon2Bv2gmY' style="color: #030712 !important; 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