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Selected Message
From: "The Code by Superhuman" <thecode@...
To: [email protected]
Date: Tue, 23 Dec 2025 13:07:57 GMT
Subject: 👀 Alibaba's new model cracks image editing
To: [email protected]
Date: Tue, 23 Dec 2025 13:07:57 GMT
Subject: 👀 Alibaba's new model cracks image editing
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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 build and deploy AI apps  ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ </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> December 23, 2025 | <a href="https://link.mail.beehiiv.com/ss/c/u001.kro7WBsAmEsY5mGgiUDePbOdMF_BvViPt7FxYKgxL9vDWJO-lD6i7b8-qzKJTV-t-OWtX3i1wErs7HY0vCdUWFPq76d0HOEx_k4Gngrt1z0pGyrshAnZ603kfuZdFSVxHwSrfygtMzIV5MFeSMYssqNu4_CsjNnL_vleKynlO_HPz5lc5RnmW9KG7GAmUf9AXHKV39-GH3V1ffWvMUqWDKsDT4Cq9UxTTVM1rUCDl1PWGm5yyyCzlmMQUuzohmNLCd3yKpMtdBKyWhDCiG-4x8pVui74KUvi8cWsDJBLJmFAtcZFGH4nrOJLvLEEmD-Hhc7wq87JQNgCAcy4ubb3WJO0Y98KRi1U7BxYwoy5hTVnoJ2rXoIEp4DwUnL4p-ibWgNeZRoGVyZiKs0yHH-g2v50KF9uQe58Qi9ycs2RXGYQf9cagSFu8A--5MXFbuWzp0Mux-fl0MGhWu29Klz0NJO_JMiTMbIkVhDDEITeyLqY09C_fVMEnT9P53mSpgPi/4mo/hgnQFhQURieoCfSw3n1wwg/h0/h001.FxIFE7qu1U9s3ItpXELM6bqyolfUgSmWIbw7KKkQg00"><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/v1/o/nGAANrjoMEBOVAvuDoFhK1fjuxVE%2Fh7%2FNmpYlVz1HmZksogD%2FZoejEH9Y1GU%0ArKS%2Fjt8cliDt3JbH%2FjE7vPcLAv6LWDZBxC4PteD8ulXlE6IB%2Fk%2F1xQXyJ%2FEv%0AGLfgI9gJOeRnsWYTCRRbiUtODLi8IAo8dy%2FRDfmd7eF32DRk%2FKPQ0gh12Jsy%0AebM43fvIa8Xh6h01iQa%2ByChXbWg8cikFm1IJHTRfPGK69O76XmWKFMd%2Byz57%0AOwLDzkJBbRfb6HdHL3EX85emsTQIvyksGNwf35TdfP4sSA7RGsIJYxcYGDKL%0Aesz0%2FUvvw8jyNc6WX%2By8DVwJL30HFF48g64%2Bt7oxtrQ2RueUSTlv8Ddhr01l%0A4UL6gqPHc3Pd5I4eY0TwT6UFIru56CDATBvIc06hGgjouy1FsZLE64qHc09h%0A%2B8mItmYXaTW4JkAaXrxm9leb1xCOL2H43D3taq1BN7dX7jhpdGvbeXwDtJGW%0AivvGhfc1A3I%3D%0A/5b80b68fca480366.gif" alt="" width="1" height="1" style="display:block;border:0;outline:0;"></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=""> Alibaba just cracked the code on image editing with their new Qwen model. It can decompose images into separate RGBA layers allowing easy editing with AI.</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=""> Why engineering leaders should rethink junior hiring, Google engineer’s playbook for AI-assisted coding, and the Supabase tutorial.</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="">New models and features 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="">How to build and deploy AI SaaS end-to-end</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="">How to become top 1% engineer</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-v82t1FtsMjWgHFdfBXUBQf3EXmA7I4eV9FVneiPPv8usFObOEoeiJYakSp5iXUE_QjFETVKEZRSBgqmbpLa2R4GEU1U1w6jU8A_7VLdoIxsi1MDQ_ENIwrpWTmJ3c5DUFo00EMtrS9PLrVdhFGR23bh0IfEwajYzRMVuP1P4Ja65UtIEaxL0TveXjZwPq2d9Vys89r0uVUk8P0B43f5/4mo/hgnQFhQURieoCfSw3n1wwg/h1/h001.Jcj-yLWnG70ZFSJhr833zTxiN2eqOzqxmvkqOoQZcPo" 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> TODAY </b></span><span style="color:rgb(53, 147, 255);font-family:Eczar,Lora,'DejaVu Serif',Georgia,serif;"><b> IN TECH </b></span></h5></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.VUuH6R6zI0G5BkbXvz91_GAyPOWiE-on8J799p4fhR6R5VlpFYJBWml-6oYoba0RvqtsP5YvzB1Tfmc8oH8j0mahaSTugzPol_INXdS_Uoe4w_ufoC2Nk4dkuAwNkanZAao97tF2qTll_0DpiPkMIjBzUw-0HIIGXV_RD4JsbB3UVO-pDYEQOStrVGnOVASO3_4iGpprpAryhYbEO1ZMpvYO--20lblcEJpFtxDAdG-bYV0dBkMBV3xvvML1MahWFw4lVKVMkVt0zhr-GzjuUDR7FRHIOgEQA54q3bORSXVp4nSgbbvviQfqzFcBgWN4/4mo/hgnQFhQURieoCfSw3n1wwg/h2/h001.Zl7FOLPKqd7bRGHHqUM3fkoVKDaNHr3MEeSVxkAGia0" 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/f0d6b71c-9fca-435c-98e9-ec6094b75607/image__60_.jpg?t=1766462830" 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 layer decomposition with Qwen</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>Alibaba's Qwen releases open-source model for editable image layers:</b></span><span style=""> The Chinese e-commerce giant just dropped </span><span style=""><a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.VUuH6R6zI0G5BkbXvz91_GAyPOWiE-on8J799p4fhR6R5VlpFYJBWml-6oYoba0RvqtsP5YvzB1Tfmc8oH8j0mahaSTugzPol_INXdS_Uoe4w_ufoC2Nk4dkuAwNkanZAao97tF2qTll_0DpiPkMIjBzUw-0HIIGXV_RD4JsbB3UVO-pDYEQOStrVGnOVASO3_4iGpprpAryhYbEO1ZMpvYO--20lblcEJpFtxDAdG9KrJRCxWz9sv92i2p5tkycNSnqH0R87EWBdcjwzHk2veunHRo1WPlLpCH_39BTOCTNdV10m3Afe3MAHLmx5twC/4mo/hgnQFhQURieoCfSw3n1wwg/h3/h001.FhGSqE6MNMQZH6VvLLjkruZZ4DIMZZdlFLBsUjnC_N8" target="_blank" rel="noopener noreferrer nofollow"><span>Qwen-Image-Layered</span></a></span><span style="">, an open-source model that decomposes images into separate RGBA layers, each holding a distinct object with its own transparency channel. Recolor, resize, or delete elements without side effects. It supports variable layer counts and recursive decomposition for finer control, making it ideal for designers and developers building image editing tools.</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 launches a model for extended coding sessions:</b></span><span style=""> The ChatGPT maker dropped </span><span style=""><a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.wZN1XY49ssmkxVgHdsx183UNH4UTy36RoFEzZc0N1g8U4kRP9vKufyYDzOvQS8aMbGJh4GWa2CSxtHV4SXjXZ7Zqk9ErT39UctZhqxqos7CXb8GCC50rpT0C1b3Wxifr0fptt1ZiIgdcsPJWtcZx0U8taAbKlobSlN76-DLm1PvMjJVbOdlKF1aw3LpR_0dUYy_DTY5D0UJUNtgBYTWF8knRN2mU3Z8uj-fCeEhwy54hyrkZj5-eC5GtU2hPhdERQsj7m1HUYYfYiHbKulpJTUMTp7i2bC_EqXjsXoiojlvIrDk41xQLjYkGnRw2qFNTeAVANWz5rYvS_R9yVRX9gg/4mo/hgnQFhQURieoCfSw3n1wwg/h4/h001.Xm06JUhX3y9yWFglbhbPu951AOSqS5VSoDNlRmGTGTs" target="_blank" rel="noopener noreferrer nofollow"><span>GPT-5.2-Codex</span></a></span><span style="">, a focused update to its agentic coding stack optimized for real software engineering rather than quick code snippets. The key upgrade is native context compaction, which compresses prior steps while preserving intent and state, letting developers run extended workflows without losing track or hitting context limits. The model scores 56.4% on SWE-Bench Pro and 64.0% on Terminal-Bench 2.0, edging out GPT-5.2 on both.</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 releases a new model that makes edge AI agents reliable:</b></span><span style=""> Developers building on-device AI agents now have a fix for flaky function calling. Google's </span><span style=""><a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.ZELe4XSJUXiTVID8fUzIABkccK1noX5iPpik-Kx0PrvyIJFQWRrtlSlr8FkEmgcDt5tzFXsdgYyCT5FDQzAEuGRAQVrEcgOZY9r_RE_f4jP8ECCB7nnixve6FDIiG1mmogybpawvLeS0BQ_u5Fq3QgUkap7l-U9o8S6ZGX_xRbdluVM8dguX7CDTurjs9FLhAYkL412HO2ba8_u2IVh-YhCFrtiMfdH-QAIgf6DPzyyEZ_GNSF6azeGV3O2qqhGu0zLNUAYyhg8uw-j9WBrFJFGx_rxTqfuXuWbwb5wvm7O33m0PjAET8crttSR3_tXmRgmMT9drW5VPA2v5kSfyVg/4mo/hgnQFhQURieoCfSw3n1wwg/h5/h001.sanixQcytCCWUbzzpFO7hiEU22l5fOA8ZhxxGWpNgfI" target="_blank" rel="noopener noreferrer nofollow"><span>FunctionGemma</span></a></span><span style="">, a 270M-parameter model, encodes function calling directly into its weights—no more broken JSON or failed offline requests. After fine-tuning, accuracy jumps from 58% to 85%. It's ideal for apps needing deterministic behavior on phones and edge devices. Available now on Hugging Face and Kaggle.</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-radius:0px 0px 0px 0px;border-style:solid;border-width:0px 0px 0px 0px;box-sizing:border-box;border-color:#E5E7EB;" 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/15e39b6a-7ef6-44ed-aaef-fb7058376c5e/dfsdfsdg_59863_two_archaic_humans_building_a_rocket_--ar_169__c104367e-f7a7-40c0-8175-7898df951b14_0.jpg?t=1766472435" 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/u001.9gcMOkjOtNYGV3uudiXU2CW2TnHYigxglae9lywQSD8VGc87-vYEqY7t_GQGMe-b1PIxtateOGTOJvqXcPVUwkzGmwqbvzf447JE8akfKNYDxF-LRGgEflg2a3VVcRzxhIS-0FzC0F9zun9A67WYCb7UYjgp6c2nY_bZz9M06OB8-GUSei7ggIhKXMBGyOd2aDgLH0Qiz7HPo9hvnTM5any9pVCVZQ0NDXONTXSiWphuJPF_5M1Nq6G_w-5937MmH1-ux9oZtKhCxhh1HnT8KD28UV_quKdJUUqwu2fE5LjWLj_RaGCD7k8nvUpb0BNA0LAWBfeTd5LjQe8D3xLzJI6WukQHrNosLJceCW9Gbk4/4mo/hgnQFhQURieoCfSw3n1wwg/h6/h001.QML6ZxlkHh0n_K0PaA9404Pc_D2Ei4FdXs_eekNtG1Y" target="_blank" rel="noopener noreferrer nofollow"><span>Why engineering leaders should rethink junior hiring:</span></a></b></span><span style=""> Engineering leader Kent Beck makes the case that AI tools have transformed the economics of junior developers. By using AI as a patient tutor rather than a code generator, juniors reach profitability faster — and more of them survive the "valley of regret" before leaving.</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.y8XueU-stBfRyqUeoBxfLkhmYwMBbCNixczn9NgThdZzFTlNxEWkbvpth7S4M6s1rTRXgvklX3XJTM5_riPawXkvMGO6QbIpIrfeK0Ri1IjjLBXEwTyKrx2T_vpeBEWU8mA2ovQI7u8vX3QO5Vb0iL52TfRmIkpBq-v21PkziDimoQXQhaJ7DcvMaW9aXjuK7RH1TUvkHfYFwSxG4yZLzL1dO8-y0oCY5gghRwMV-Z0mjQMa_-cR_O8tKnjid-MOQAqX5DW3BVFy0iP6ifF_lFWRn0Rs2cBNiM1EEWmdI7wnC-DJZKUlQZEf487cbTVd_2IuVJs0fShzlVqiOnICJnZhRyJj1FsDzGmDkAOQeTw/4mo/hgnQFhQURieoCfSw3n1wwg/h7/h001.FdpDcvyOrIE_3IYK-Z7iK-zQhW3GRD88PftlWVHUQLU" target="_blank" rel="noopener noreferrer nofollow"><span><b>Why your team's decisions keep failing</b></span></a></span><span style=""><a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.y8XueU-stBfRyqUeoBxfLkhmYwMBbCNixczn9NgThdZzFTlNxEWkbvpth7S4M6s1rTRXgvklX3XJTM5_riPawXkvMGO6QbIpIrfeK0Ri1IjjLBXEwTyKrx2T_vpeBEWU8mA2ovQI7u8vX3QO5Vb0iL52TfRmIkpBq-v21PkziDimoQXQhaJ7DcvMaW9aXjuK7RH1TUvkHfYFwSxG4yZLzL1dO8-y0oCY5gghRwMV-Z0mjQMa_-cR_O8tKnjid-MOQAqX5DW3BVFy0iP6ifF_lOhnrQJtXLww4k3I2DbYOL8oU835QCwVZyUgCGXOjBjAStRGAHeTc2vDTNtKc1dYHPqNDVCyR_aGOfUCDf142Ok/4mo/hgnQFhQURieoCfSw3n1wwg/h8/h001.fvYwLBAO-wEYEdbwkF158l3Q8jj7sK2y0kls6pIN3SU" target="_blank" rel="noopener noreferrer nofollow"><span>:</span></a></span><span style=""> Most decision records miss the point, says engineering leader Peter Gillard-Moss. His Decision Triangle framework forces teams to articulate three things: what triggered the decision, the future they're trying to create, and the action they'll take. He suggests you should document your learnings after decisions play out — that's where patterns emerge.</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/u001.9ylDIu4nAQWGe8bSlkKOpCoZ6bQl2zeUdaWo6MOmvwJs3NFHuhbtoC66mftbrUNx-2CtUxvEZ4qvtaFmo-dB5elqgfncMWreINqPlpU5y7qEYz5F0-EDkUjzQXbuQSjDXXeN9tnpZWE3m1ZslGkMdqo2kkKZVpbLWiWDFF_lEb04ZS3WOq1wnUKzsYS6tGsZ70eyp0uWzIegoZ6ruwiPM3D-nT1s3G5bZyttNShHE3a442Woh3ftFXVM6geSPbFlhwiBJJsJ8ouL8FT_StlJTiRkyzEzxLuVQaHYI6vm_DwgcBxwJdzDFQG-Xq9uRCrQexNZ5vMMlDa87lShpEQSYw/4mo/hgnQFhQURieoCfSw3n1wwg/h9/h001.4LCo5xqDfrORgibY-boS5WWbnX8ZbLPayrhm1eqWT2M" target="_blank" rel="noopener noreferrer nofollow"><span><b>New research reveals why daily stand-ups actually work:</b></span></a></span><span style=""> A study of 318 agile employees found stand-ups don't directly boost performance — they build psychological safety, which then drives results. The takeaway for engineering leaders: focus less on status updates and more on creating space where team members feel safe sharing blockers.</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:552px;"><img src="https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/cbc6c61f-05e4-44b8-ac87-5435f306b682/image__62_.jpg?t=1766469480" alt="" height="auto" width="552" style="display:block;width:100%;" border="0"/></td></tr><tr><td align="left" valign="top" class="t" style="width:552px; 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>Become Best:</b></span><span style=""> Software Engineering is changing in 2026. If you want to be in the top 1% of engineers who are actually un-replaceable, </span><span style=""><a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.WM_5VEepnkJ2XyRjDAXS4UOhUYbF6MAzvFHJdLn7DJnANLtCHAVydQ2j7-WDYoutraT3QJrPa-WAQ413CDMqHlFAwzY_ZsH8X_MJWJOt8S9I_Zp4WozwORrfulHo9wKYetC1yRHAK0a8EbBb3lA1I26VoAkvD7gZTDQ-hG8SIZqvh0qzSTcvWonKIyjJ3GTlufvUhc5amnvyuoerKThhWDZ7tNLzGhf4Pz0Qry2huardYH2F6yGNhDhIHl4Jks9AJjou-hgkAKD6Tlk4TY_4YB_bfFd-CvVdXiOgGyrI79M/4mo/hgnQFhQURieoCfSw3n1wwg/h10/h001.-S9jYFha3FkTIw3E0inXifa1cpD18hsSO_dQ7kLrcaw" target="_blank" rel="noopener noreferrer nofollow"><span>this</span></a></span><span style=""> is your blueprint.</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>Claude Updates:</b></span><span style=""> Claude Code </span><span style=""><a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.tgWOPLtqyPb9_0gOXDT9L6YGXVUsBvZtEeQrv2KrPmSUum1Sqy8QsHO1JAG3KS8PHn_09OxAphXZkY7VYSMaIrzA-7zWJVXeWiGhIlPNfF4YGM8KGCI3-iw-z5x1NXgXyQ2ZCjNmm9d-dbO049vHt5eMdUyP_tvp3Gzq5JnxC5hVDDSRq0vHwX7PiTWtKSZ91ONmR6ZRxM3AU55DCrebMRwmRY-T-txKr5-dbQ4lYxFlFFbOjB4nDjwqxQhYX-wVncMQXJgVchTVuKFxQUCqQIC1_OLL6iNdqncKq1zYkwjKwFOxmG8P3GauSWcuov3X/4mo/hgnQFhQURieoCfSw3n1wwg/h11/h001.x4M3lxHzvYz_XxJEICWyaxUfbEbb7HuBvElZf4JOlIU" target="_blank" rel="noopener noreferrer nofollow"><span>launched</span></a></span><span style=""> 4 impressive updates, including prompt suggestions, a plugin marketplace, and more (videos included).</span><span style=""><b> </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>LLM Review: </b></span><span style="">Andrej Karpathy </span><span style=""><a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.tgWOPLtqyPb9_0gOXDT9L1-2R6d1vDP0x0NzlcRCyOhFKRPRvly_NPXg73fNt4CuuSPkIrW7izPdENs49meTVm_ZJV-m05LL0HT1S-DHD9jHH75UI7Lf_lEVcrHM7lMND78HL2IoOt7IHedZmP7WpB0ZjB4-NJ_F8PT3zTU05maj44ZzmhiQrbaI-7C0f1fEAiQFXPIlhkIFWspvQTfnEpi5r2OzlVr5xJDLVRVGDtoo-gAwA57kzuCpX2Zoj6EXPCXiTwpBzrJgfFmRWyNqXnF-PHekvomj_Ef0dfllGalXMH4WoECySSaVb5DCDp5S/4mo/hgnQFhQURieoCfSw3n1wwg/h12/h001.2OFb4ojdfgBTiZK3UXy7xwhm_tz9FBEI33-xg0RMGmM" target="_blank" rel="noopener noreferrer nofollow"><span>reviews</span></a></span><span style=""> 2025, showing Claude Code proved long, multi-step coding tasks are finally workable.</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>ChatGPT Apps:</b></span><span style=""> Devs can now </span><span style=""><a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.tgWOPLtqyPb9_0gOXDT9L_ciJ3yfbgnSCGMs9ZvmplKrC-LxF_WE-RPzjjnVCzLZUYQhy59ssR6honYvtmspTcAsBQyb2L0jMVt3Pom3atWck3w01SjGw1Dq2Ah-mNGHvONi92YMEYaTPEcApsdUhNr2Nz4oASNqMXGfb_lhRNELW1I8EIXMngstGpWq-zcpIuMfu2GAxhhjmk0TTrS0rZAUwGqK-5I5_YL-W_T8QxR9cF5aZPwH76fZFFQLkbGqpR6F-MqCSH_DgMJwKENFc0Kubo2gLPh9IyNIU19eQbM6Eu8R_96EwGER8vmZGF7DBQHT4ZQQq-wlmrj4p8derg/4mo/hgnQFhQURieoCfSw3n1wwg/h13/h001.ylxh43q2BJ26Knk8qBVELYFgq5VV1d1aeD0JXELgNyg" target="_blank" rel="noopener noreferrer nofollow"><span>submit</span></a></span><span style=""> their apps for review on ChatGPT. If accepted, they be listed in the app directory.</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="">OpenAI </span><span style=""><a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.tgWOPLtqyPb9_0gOXDT9L8rcbUn-mre-a4Sv76xSCoG3PpLYFr2CXlDR2Gymvt9XhYf0CVc9drgE59zKRp6bXMR39aUykqkhTPutFtynzxrloKzoxEDObU1QqUy6CRHAHmTLQDrb23xgEsZOeR868OGrot6Sw6095YuOZA9EAwG5w1Vut-opeUV7KzKe70JoR1-MiHeSTg0dOoRj3WcWhh2QpBswmUwNFohcbv4KWtVMH6orTNtoZ7jYbwHc5re4NCJhQGhVutw5ZJpc9Tsf_gTKFpV8XLhKfVoHKDLBSLWVewCXE1RRmU-qOK-IbxH2/4mo/hgnQFhQURieoCfSw3n1wwg/h14/h001.r9kiV7npsJNN9Vq_Tl9h7FhqQDaKfoOczD0yK7CUGko" target="_blank" rel="noopener noreferrer nofollow"><span>rolls out</span></a></span><span style=""> new personalization setting letting you adjust ChatGPT’s warmth, enthusiasm, and emoji style.</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 </span><span style=""><a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.yBywWjiZ7oCsTrXLmaNhkt5A4M6dzjzIJyeLBrEFA2H3Xx0gpOXx_qIA9UqyLIpx0yPutkuROj-cz1ZWJBaxNfOtuJJ86u0BtEyiPJrbnIxvrcLwm4dskT13qLZEeDOz2lTaaxcHL0_i6sLEPZvyr1z5ARRhAwebLpnOrDKwjRYAI-GsgzsE7O20P-B0cN7KP96DVtEUtdJS23T8fn6jFWSfcW7pRV0i_sYr9CnB52OBUb6K8GHX6ocWBDOz_eWAm1kUSaflDvkHhwNyEPJO3cYeMyP-qrSBPCcgxLRUZss/4mo/hgnQFhQURieoCfSw3n1wwg/h15/h001.zKnqH27CnK3p7K6tmYIwAPnKpxvFXsKzfYBqd21p-Ws" target="_blank" rel="noopener noreferrer nofollow"><span>releases</span></a></span><span style=""> A2UI (Agent-to-User Interface), an open standard letting agents send safe, declarative UI instructions to clients.</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="">Z.ai launches </span><span style=""><a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.tgWOPLtqyPb9_0gOXDT9LyW8Zkg7ORTtNWCc4M7CiTC07cgZEZm83BqVgdWP7i-O0ffjvSsc7-hVXdBHMZKB6WuGqgpmg4GQJQkfSded3-eUDsIVUfrSiVr4BUgM0lucbBuNIqJb6cL_Fzwy51xHsoRZ68XKG8k62ERBWeulMs28m9BkvJ8jZeyVL0X5xJPeJ4lkIJWQWzqT0drBGd4K-Rmx-cKi3iag6CCrDp_tSYGjvW8GoWvWSpoIq3myA13dazJWqZY_n_Y1jc6I9IPmkQ-Pr1DZ9XeC1IgmVtNQqtW3alxNkUjLzLk3ir071Oz9/4mo/hgnQFhQURieoCfSw3n1wwg/h16/h001.lzqpOs0GmZnH54EWc9vGOLYDxpGXUoOjDo4qblAcyNU" target="_blank" rel="noopener noreferrer nofollow"><span>GLM-4.7</span></a></span><span style=""> which tops Open-Source AI benchmarks.</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.IFKgnKhChLEORPQcgirN7DUPRWRdPsaLfmgqOHOTzZ_eYwvYW1kOnbg593GhsB776AlPwoty4VInEQU2QnZM3TbyrVhTADGbTl3HZB7C_7Y805Om5zwo40I2OKqjO22zSNUJWynFmEohevcowWAE0BYSjz0KLHR4yRYvd84AWJuGSF17Rm6xUfCwGJlhn8FLpMhew-XiA0ctltZ23NXvcOvB43qt7RnpZpc6pkz9ttzIQE5bxuofecWbMamNYSHcsqcQh_xfqR2jMZ7cFwd43Pi9ebn8Bsw8ND4_wfpVHusigtlh0-xVGC6fnubgglFo/4mo/hgnQFhQURieoCfSw3n1wwg/h17/h001.Sgk092OwPL9NPc6QECSsP3xXGN6mKDfuomUtHkbHJx8" target="_blank" rel="noopener noreferrer nofollow"><span>brings</span></a></span><span style=""> Skills support to Codex so agents can load reusable instructions, scripts, and workflows reliably.</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_5VEepnkJ2XyRjDAXS4R-JpchYEBpiHdBMYvktV0FuDlPGdysCeeX_zgbb91tO5SCpcls6_ftXz4GdtARkpib8UYUeTmUPyHqBMX60TZIGshFuAndv19sR6FtGAJXtb72e539ByqkfrlcLNGsOeKiF4-m76FHL8lcZkC-Hbfy95rVO-ygoAfL6w3ko2FdVeiiRI2l4JbLedZyWtUTVsOsjXDZSepeAFQYrjvwh44kbPMUw8sraPKYthamOKNYydL0xAvS_DG2KCpyNGqNSeDM4JEiEpBWZ_3kZvjBIASI/4mo/hgnQFhQURieoCfSw3n1wwg/h18/h001.5rMgQgyf352GWFl_MKZGqWyM8T2VXyfO8DuGlv6OACA" 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/a89a3ced-ac4e-420b-88ec-00fa091b050b/Untitled_design__38_.jpg?t=1766471580" 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 build and deploy an AI SaaS.</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=""><a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.WM_5VEepnkJ2XyRjDAXS4R-JpchYEBpiHdBMYvktV0FuDlPGdysCeeX_zgbb91tO5SCpcls6_ftXz4GdtARkpib8UYUeTmUPyHqBMX60TZIGshFuAndv19sR6FtGAJXtb72e539ByqkfrlcLNGsOeKiF4-m76FHL8lcZkC-Hbfy95rVO-ygoAfL6w3ko2FdVeiiRI2l4JbLedZyWtUTVsOsjXDZSepeAFQYrjvwh44mnEHPyG4qvPcnR8gRut_XaHdQgojDZXMw4EomjEEgYAl838elEJQgaULfKaT-ZxhI/4mo/hgnQFhQURieoCfSw3n1wwg/h19/h001.PJcgeH0xVjc14Uehey_mkwTRQBuBah2MyOPZWTGinWM" target="_blank" rel="noopener noreferrer nofollow"><span><b>How to build & deploy an AI SaaS end To end:</b></span></a></span><span style=""> In this tutorial, developers learn to build and launch a full-stack AI SaaS using Next.js and Prisma. You will see how to use AI coding agents to accelerate development and how to self-host affordably on a VPS, covering the entire process from code generation to production deployment.</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.lj8E5PmaCEQWZtY8yZ5P0uv5ruRJbnuwGxh9kSJWXbVYe096r2t3d4Z3YMj1JsW1ZOeBE8wOwaEd0_EOlRr2ZeT5tBA2bYgceHkens9jox3HmodDI8d1MMpzYvzSbK29pF1vgsgMrkcmVtmWySzyBQ_7Mxm8B--Gvun6vQr50_pAPnl23u9hyOsIp11wWuEdiWFEOEPeZ980gV_xSqJjlQF75H7SK97yq6w--wjyNuQAe7FRHkVEL1EFBOO7a4-yn1dVTmtO-fkit7UfnC6N-s7Xl1XclO0oQdNcCaowRR-xaxQ5acG5yZuPBb1McusH/4mo/hgnQFhQURieoCfSw3n1wwg/h20/h001.1jBVomAcudtHJtBpY6FOUOZOD5fPGq__Lcgs-Q9tEOI" target="_blank" rel="noopener noreferrer nofollow"><span><b>Google engineer shares the playbook for AI-assisted coding:</b></span></a></span><span style=""> Addy Osmani says the secret to AI-assisted coding isn't letting the model run wild — it's treating it like a junior dev that needs clear direction. His workflow: brainstorm a spec first, tackle tasks one by one, and always review and test. The human engineer stays in the driver's seat.</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.WM_5VEepnkJ2XyRjDAXS4c7qHSL3AERk84x_8LiFhotWD7Dzw-ZxZ9zYEz-GxHyRt9EKaLI0h1kD4L49xoYshyIW5ykO-DsraApP_hs7tG4IbHYXtbgGWB2c7eUzOZcFRKB2Ei_ZREWaSpqbAGI6JdY7KK0o7iiszSiOCEGkFlW1RIGe7RZiAEimuwYwe_BbNRZoTVItohveV6LtVjPlQ6zLxZVI4lZuT4RFdHmQ9ML41do9o8cj-fM0vhPeFOLx6ZR5wfiT8YyRLQjJ89xG1Od3qIBmR67KzrVMHZDdBD8/4mo/hgnQFhQURieoCfSw3n1wwg/h21/h001.wNHErwVW5gH_diSQMnPLWPwMsi_dXeSixGWw31JsC9c" target="_blank" rel="noopener noreferrer nofollow"><span><b>Supabase tutorial:</b></span></a></span><span style=""><b> </b></span><span style="">In this tutorial, you will learn to build a real-time sales dashboard using React and Supabase. You will master database setup, secure authentication, and Row Level Security. The guide also covers implementing real-time subscriptions and database triggers, providing a practical foundation for building robust full-stack applications.</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.IFKgnKhChLEORPQcgirN7DUPRWRdPsaLfmgqOHOTzZ_eYwvYW1kOnbg593GhsB776AlPwoty4VInEQU2QnZM3TbyrVhTADGbTl3HZB7C_7Y805Om5zwo40I2OKqjO22zSNUJWynFmEohevcowWAE0BYSjz0KLHR4yRYvd84AWJuGSF17Rm6xUfCwGJlhn8FLpMhew-XiA0ctltZ23NXvcOvB43qt7RnpZpc6pkz9ttyZVafHRRfYQakrm7yqEzPQmDEqwxd0aoKs1H4ZRPZCw_Knkk64QEtPgjBOzZtOsZWzFaA-Ba8wh3pQge62zTqu/4mo/hgnQFhQURieoCfSw3n1wwg/h22/h001.Kvrbq_zrr9K32wcvgl5rLUVeTPL1Z_IZrdcNDPPdHBU" target="_blank" rel="noopener noreferrer nofollow"><span>Langextract:</span></a></span><span style=""> A Python library for extracting structured information from unstructured text using LLMs with precise source grounding and interactive visualization.</span><span style=""><b><a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.yBywWjiZ7oCsTrXLmaNhklBJgEHrpsAMDnZhp6FDQ5tl6Mepvx9CYTLbUiGb_c0KonNqgwrsvgnCs4YMrtD-MM6sAUJubS6gEf5-xkLm_6CMaZVd5VV78JssP31cxSp2NksGPDhP3gMjWmew1lR_CCtArx-U8Bj5tWSgOzeyb4XMF2gDcaXAJkGwcpg7Qw_Od6K4kwldnuDaP9EnjJuziFTMdl1MGjXFnYAfA7BnOkcy-uSzhUsF7uPsVHmzwpBG4L3r7z_XXXBQZoeWSlkDNcb43ic0D_xSiAn7VPe01Y3YoSOhNGWB-LkxFxkPhiL5dHgl8dX4uuhL6VAgj8Cz6w/4mo/hgnQFhQURieoCfSw3n1wwg/h23/h001.NwKKAXzI7IgjDppFD9AIKMA-0aUg4fCX5_HrcbK5bf8" target="_blank" rel="noopener noreferrer nofollow"><span> </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=""><a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.yBywWjiZ7oCsTrXLmaNhkpspLLN_v2dp178C7-rNnIir3GCjTs7VlOTtSDZ_GOEM4WvuGLes5REOeCy2fL3H1OelbTygF971PLUWiF9SCDJsvfmzTSPkQBa1Ii55xKG_5Fi3Vou3Y0WaDZ7yZmp3pP22pKoJFuTUXkZkjktenf8AifvHQSU1rQh8D9SPuneIO8xBamdz962JSBG0meyJbzRW4xpYQz3i2F_080aSwPWxAPWchM4VbE05_nxR3OxVzOkNZ6qr7jLluPaV6ZO-R7-MNAs2YnFHwngQUxwwwpg/4mo/hgnQFhQURieoCfSw3n1wwg/h24/h001.9LFo8Xm00rVvw7T09tk_vLVwHkZ57pUN7dq3XOZ9150" target="_blank" rel="noopener noreferrer nofollow"><span>LocalAI:</span></a></span><span style=""> An open-source, drop-in OpenAI-compatible API that lets you run language, image, and audio models locally or on-premises without needing a GPU.</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.yBywWjiZ7oCsTrXLmaNhkt2TOH-p0onbJVbkQLGhfhnAq18uITlodm4N7Rz7orbGkrUbUYU7_RdLC9qvfJuwAtXwj2KouP6iGkFcKXvp_7WAY2ueYOx2RZ9QLctf3jrGZCRcBT6PfFKf1Ue5f4OQc4t3Kx8_El-U8Wt86f81wm-leyRZuGal72IUwZgxpQIBePgadV9pAjhYMiQwcZOtZwKg0gglVuFDk-os2oJxkWQXF3BSzZT4yv0tDEQCLBZvEBE7sF0nZTXT9BcjteFYgvZ00kTcZgL1fjNyxXcwzq0/4mo/hgnQFhQURieoCfSw3n1wwg/h25/h001.IEEnsVOeD--ko9lnQafpqZWypWTUygtNRSnTbCz6ycg" target="_blank" rel="noopener noreferrer nofollow"><span><b>Exo:</b></span></a></span><span style=""><b> </b></span><span style="">Connects all your devices into an AI cluster. Not only does exo enable running models larger than would fit on a single device, but with day-0 support for RDMA over Thunderbolt, makes models run faster as you add more devices.</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.AtRzLqL3EQmRcf6rV4Xqugsxk5V2-7a1fp7Xt46Bv7R4pi9ShI9CX1AgNi2CeJEpocq5qsjh1w9cD8I8FKDCoE3Du99aMWtXbk5RXhkVdUvDmsb-GmlJ7yRI43AFHqFW73Ih0ObHvcsnbhYvIVOAqeCFzxbF1vJzSmuhs6BgU5MH95GHAJadYNlV2Xct2_ltwQyGuO08-yTOVURABe-wUJ7yuf4PhWrufyM62kNok6Z3n4uLkX-kxoarcMqx39BoSVGoqSB1QeK7pXSFvTaPJnsFrJmeKWJgJDEK-XqS4k4_-cQDVX2kQXG6msFuslwI/4mo/hgnQFhQURieoCfSw3n1wwg/h26/h001.iwJ9Wmjz_pdPVHLNFNko4So-etY891jqg_77NMhH8u8" target="_blank" rel="noopener noreferrer nofollow"><span>Bloom (by Anthropic):</span></a></span><span style=""> This paper discusses the challenge of slow, outdated AI testing methods. It introduces Bloom, an automated tool from Anthropic that generates fresh testing scenarios, allowing developers to reliably evaluate model behaviors in days rather than weeks.</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.wZN1XY49ssmkxVgHdsx183UNH4UTy36RoFEzZc0N1g85eMgr2pWntwVPjWg7MWCjKWA9RbfoTvREowrA9w-07h28rB--986rbrHcbH-jxrB-Rk2SgceeXCXktlxfghj26Uge_9n6AO3ISZ143oWjJHJo1s43N8m5GCzQlcqXL17sBbdUZ5NkKibcolbBcaQJdQ0_AVhdIajJ1qIlIFA56E4y4Ediv2tp-cPrDeOxG9XeAi0E4Rvc10ll4DEYhDefIfU4lqBjpenjwAJGCQZ5_wlqsmdgiiNizmQV0WSNv7qnaRBySHGaqs6VtHPxU3Xn8IJGd-vEIrnZiE7ACLkXNNFTUBTSE-20ZwYA_s8w4tQ/4mo/hgnQFhQURieoCfSw3n1wwg/h27/h001.jyrHRH0tOYGRTlwNnUwEcZ46_gVxshtHU9rqlqCNK1c" target="_blank" rel="noopener noreferrer nofollow"><span><b>Evaluating chain-of-thought monitorability (by OpenAI):</b></span></a></span><span style=""><b> </b></span><span style="">This paper discusses the challenge of understanding why AI models behave the way they do. It finds that analyzing the AI's internal "thought process" is a much better way to predict its actions than simply looking at the final answer.</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.nWZojHskIfWq5w8Zm9qW7uDEvtw94x62bL5BMIpSObJcIAcg6h9T_MkwOkTyvU_GnReLvpuSCNrdPsReqm7iSscZ4ImhIZukQHZuSqSufj42-mSJl51s6G1e7s0KbqO6wRgeWKPnqPdXnj30Vwca_FXEPI2Kn56AhEumi1BCCtNEjDaUeenZbO7DlL6Njr1XioGiuUkhHdWXLK5iPGO2kYsTWm6BhyAuL3Xc1VG4O-E-v7_jZQfy9SlhtGhkV0Ui20gT7NFBUEd9FWwUnC_NraGe1xLiO3oZz9GtePYk3BDwxRAlEo1uR0ESKC-uDOJkC2rX04FW_wd7zvf9he8EH-VUoeGpht4msRfFfkEDijg/4mo/hgnQFhQURieoCfSw3n1wwg/h28/h001.V0ss4xxQ2gBC0vBUva8R0v7qGMrb-ooRx5TIoImB83A" target="_blank" rel="noopener noreferrer nofollow"><span><b>Stanford AI experts predict what will happen in 2026:</b></span></a></span><span style=""><b> </b></span><span style="">This report discusses moving beyond AI hype to focus on real results. It argues that instead of making broad claims, companies should use precise, task-level measurements to track the actual cost and accuracy of their AI systems in daily workflows.</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_QrQH275wsfnHYc20IjdipbMVkgv7Z0y2zQ8_BE3ED40vX0I21Ow_1j2eKm-EKUU_Vf5MvwpQY-YPgCyl6JVoYDCia-yDqG4IHVUIlkdLhen6CNlF3kRo5F1trPIDeXZw7RE1TU52NQbfnCoBFO6E-Jhdb5poo4PfPm19tUlY7bO9HierrlhMJmxvjgPd2fM-TL3gsFqt0VnfGZlf21jegzTnbpme4T/4mo/hgnQFhQURieoCfSw3n1wwg/h29/h001.QJsj9m4dyQuxhlvlhFnSkH6HtsT8MFwtw57hQL0U858" 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-t0LCfWoN9nauNYUCWvqBjrf7eXLsEN60/4mo/hgnQFhQURieoCfSw3n1wwg/h30/h001.clpA4EFRC_S8jv-OLZJ_0qAj8c93oOc7ygPYM0VRY00" 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/4mo/hgnQFhQURieoCfSw3n1wwg/h31/h001.yT6oF4IKDNP0KTD0C8WL5j7zg4gHDu4OGxS66BZgsBo" 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/4mo/hgnQFhQURieoCfSw3n1wwg/h32/h001.5Aw_2CLB4aHw_edL1u54K5HLwLG0HTxc9K_EsDeHmHE" 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-W0iXrbrAM58ub9i1cevY3jG7xK5UcPDwnz6tsGkkjTmiKFcuJ05ZmBHGZ0D0BLYe7bZbQP6GFppZ3UdJYiY8qP7jo_hSrRB0MsKT3OXPO8zA9ZbLObEoxXW1FQzLR4HR00Quw9LGdYcPtJMKTqYcDddCJV3bprONeCqiSgZGHGDeKwZZxd5FPOz554t64M04nchRUVj8n22dQx594qrBSqmlHl328H-d52dGES3aXlJhQloHjiYgYuet7WeflqMNhlDQrT6WTmnyrWJOVLZV6juatbJMCT68b8wgO-04GceLakiu5ntZtVZ0_gcILNpdUjDKHnUzPtQ7Ar7aJglMK-9MoH96wzToTX7TJZwEPQyu-WGq5mc4nWkXKco_JBLBaEuz6oyVUybyX35_2_5kosPe-vuNGP4dF6H5WU5TLvYUdDxfI3kkV8ACxmEglZYztDrhfRNOznWnFtUy_QcYj_RJrcDaRy2SG1Pm8IixzzelqdXsIoXWN8IAYJFPqFdSLhBmeNe2AdJt6hzUr-pa34ZfPIOXOf/4mo/hgnQFhQURieoCfSw3n1wwg/h33/h001.OZ9NOUpoaF1ka9anPnwrjkw_OWEpS3nu2VFgYzCNDQk"><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_h9ck9FHbNIiIjSw-RULPUTLVIX6l-CpDJ59xtmmkcyh8YK68ZM5jfqng8hrLCsGgZlZzFZsNDT4thJAKj1al-YCIJSLmFOqFh4PBFYn5egaTmcxn-yvErTCI09TBVf8b69rmvZYmm3Eb6Ha-vmYmfXp4glOo7ipoj81SImiotqwS9kHN5KK-g58F2R048b6vOFji8PfgmZNqjxwpwKdzxIuDtp4qTKLHPEUCznSDre9U8lDdk8b7Bjc_5_jK7HFY7Ai6KpSUh9xjdgze4NJpSCuWWXGNEeIjJHHFTLkcq3Bam0vCoEsqSSXzJ5NLIpslNXNUFBfYfFzTSEadPOS8uMOHsf_L0KgKJCSFuq5-v7msYmhXruWJMdlZHNG0Eh2m9sDC3eF8KuRj3gdQQU9aNxPFYX_hzBYEgS7YCXrcJU9_A2h6aqoy5WtCPyNzj6Qg8agatE_7uG_CP0qX-NiSLODsE6nbxEt/4mo/hgnQFhQURieoCfSw3n1wwg/h34/h001.6Fto9Y3UcYvfTH222OWeWrU6dEHV9PiDjkcLy-6fwIc"><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_s6AftXBC3OfCry1RhB5F5FYvEptH-9jtUow8EgujCWQgacaq2MbNz491CtJ0bo2QAicLu3-nhggw59ALX37eHN2ZXhgq-9mGkD0uls2xfKWwBfJaJsFsfZecsQQiP0cUEAGuMSM0n1E40eIivVGMj482Yeg_OSRFTP5ZABmErA3kv9Qw8obvAX6xzghUTufQL4blB70VXQ-HnN06ksIsnIVRhwW7TqwTMEr5BF9eYsHewYuG8z_A_Hqd-RNrf3vM_SFXyl6qQFcXi-QGRAWLTkO_X4NIX_cAUbZpCu59UNvAueAzkDu0ONEWGKCFwrP7-DigH7hAdPiqHPEDsMHSxbaVEOhvqPIB11fWBRFxZ0xeI7ogfOLhdGnw7z_RDXTsij-fLrSQVVp78XxTz-j3p7XhLTW6m60zot8yx4JLlp7gQfku-dvEcdPEpDW1v5_2TdFibMJmRX3-dxtwfxX1jrHlGIxh1JVTLibSUBo/4mo/hgnQFhQURieoCfSw3n1wwg/h35/h001.8_2pV59UoZT037ABQv_NNsChaeXGnx9Ij0Puvr1F6A0"><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-nulCltrDCi71PUPUw90F6pTSG2W195CH8JDmom0p4rZ658996Q9RZDaa2VlgzNKRP3UlOl0m7qHVEXRunwJ_hik-owoAzJokr678IDNniQ6hQ6RVVKNMp5yRfEiqXJxhHtY4DQ_neIr48aToThLGrRw3epDkqNjjkBcOWmmsqi8W_UutZqT7hRF6CwiVQ8oLoR7FNABPu_ouFycVbSzREa3-sFS1dvwvskPPnwRkYjX3zXA60y_mvCy-fLbf0TM0u0eAziLI7C0q3z_sglUXhkz5DdnWd2EltcXR6-KeMXu87ALu3GkIDyFAdz9i75BcTdKTBBRB_4uv6S7-QNbN48zR6diiakJqtAzgBgSEOQNAE-lodt7RkjnkqEYM-ctcrwypxLrLKFm7fE8QJbChXhXhPjBYGCLIYx0D42lcX012uXU643g9l-j2JzNnj93mag3UDs034-6VDYDhsOWZkOxiLD0HnpIcuMxGGrQor5R3hgijeEki6nfMIynyjTV5yvj/4mo/hgnQFhQURieoCfSw3n1wwg/h36/h001.B-8vggB3-9nDBvTf-e5Mlg7FDCKsWm2MLE_PEXIxfGo" 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/4mo/hgnQFhQURieoCfSw3n1wwg/h37/h001.tq_XeWSM9lxPu2FJbs9MtoIgSweM7HGtsiD8CPzb8Rk' style="color: #030712 !important; 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**Welcome back.** Alibaba just cracked the code on image editing with their new Qwen model. It can decompose images into separate RGBA layers allowing easy editing with AI.
**Also:** Why engineering leaders should rethink junior hiring, Google engineer’s playbook for AI-assisted coding, and the Supabase tutorial.
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### **Today’s Insights**
* New models and features for devs
* How to build and deploy AI SaaS end-to-end
* How to become top 1% engineer
* Trending social posts, top repos, new research & more
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**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).
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##### ** TODAY **** IN TECH **
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Follow image link: (https://qwen.ai/blog?id=qwen-image-layered)
Caption: Click here to watch layer decomposition with Qwen
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**Alibaba's Qwen releases open-source model for editable image layers:** The Chinese e-commerce giant just dropped [Qwen-Image-Layered](https://qwen.ai/blog?id=qwen-image-layered), an open-source model that decomposes images into separate RGBA layers, each holding a distinct object with its own transparency channel. Recolor, resize, or delete elements without side effects. It supports variable layer counts and recursive decomposition for finer control, making it ideal for designers and developers building image editing tools.
**OpenAI launches a model for extended coding sessions:** The ChatGPT maker dropped [GPT-5.2-Codex](https://openai.com/index/introducing-gpt-5-2-codex/), a focused update to its agentic coding stack optimized for real software engineering rather than quick code snippets. The key upgrade is native context compaction, which compresses prior steps while preserving intent and state, letting developers run extended workflows without losing track or hitting context limits. The model scores 56.4% on SWE-Bench Pro and 64.0% on Terminal-Bench 2.0, edging out GPT-5.2 on both.
**Google releases a new model that makes edge AI agents reliable:** Developers building on-device AI agents now have a fix for flaky function calling. Google's [FunctionGemma](https://blog.google/technology/developers/functiongemma/), a 270M-parameter model, encodes function calling directly into its weights—no more broken JSON or failed offline requests. After fine-tuning, accuracy jumps from 58% to 85%. It's ideal for apps needing deterministic behavior on phones and edge devices. Available now on Hugging Face and Kaggle.
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##### **TRENDS & INSIGHTS**
## **What Engineering Leaders Need to Know This Week**
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Caption: Source: The Code, Superhuman
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**[Why engineering leaders should rethink junior hiring:](https://tidyfirst.substack.com/p/the-bet-on-juniors-just-got-better)** Engineering leader Kent Beck makes the case that AI tools have transformed the economics of junior developers. By using AI as a patient tutor rather than a code generator, juniors reach profitability faster — and more of them survive the "valley of regret" before leaving.
[**Why your team's decisions keep failing**](https://peter.gillardmoss.me.uk/blog/2025/02/12/the-decision-triangle/)[:](https://peter.gillardmoss.me.uk/blog/2025/02/12/the-decision-triangle/) Most decision records miss the point, says engineering leader Peter Gillard-Moss. His Decision Triangle framework forces teams to articulate three things: what triggered the decision, the future they're trying to create, and the action they'll take. He suggests you should document your learnings after decisions play out — that's where patterns emerge.
[**New research reveals why daily stand-ups actually work:**](https://rdel.substack.com/p/rdel-122-how-do-daily-stand-ups-boost) A study of 318 agile employees found stand-ups don't directly boost performance — they build psychological safety, which then drives results. The takeaway for engineering leaders: focus less on status updates and more on creating space where team members feel safe sharing blockers.
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##### **IN THE KNOW**
## **What’s trending on socials and headlines**
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Caption: Meme of the week
* **Become Best:** Software Engineering is changing in 2026. If you want to be in the top 1% of engineers who are actually un-replaceable, [this](https://youtu.be/lAf8RZh5lng) is your blueprint.
* **Claude Updates:** Claude Code [launched](https://x.com/claudeai/status/2001010057958588624) 4 impressive updates, including prompt suggestions, a plugin marketplace, and more (videos included).** **
* **LLM Review: **Andrej Karpathy [reviews](https://x.com/karpathy/status/2002118205729562949) 2025, showing Claude Code proved long, multi-step coding tasks are finally workable.
* **ChatGPT Apps:** Devs can now [submit](https://x.com/OpenAIDevs/status/2001419749016899868) their apps for review on ChatGPT. If accepted, they be listed in the app directory.
———————————————————————————
* OpenAI [rolls out](https://x.com/OpenAI/status/2002099459883479311) new personalization setting letting you adjust ChatGPT’s warmth, enthusiasm, and emoji style.
* Google [releases](https://github.com/google/A2UI/) A2UI (Agent-to-User Interface), an open standard letting agents send safe, declarative UI instructions to clients.
* Z.ai launches [GLM-4.7](https://x.com/Zai_org/status/2003156119087382683) which tops Open-Source AI benchmarks.
* OpenAI [brings](https://developers.openai.com/codex/skills) Skills support to Codex so agents can load reusable instructions, scripts, and workflows reliably.
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##### **TOP & TRENDING RESOURCES**
### **3 Tutorials to Level Up Your Skills**
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Follow image link: (https://youtu.be/g-JgaoheyTo)
Caption: Click here to build and deploy an AI SaaS.
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[**How to build & deploy an AI SaaS end To end:**](https://youtu.be/g-JgaoheyTo) In this tutorial, developers learn to build and launch a full-stack AI SaaS using Next.js and Prisma. You will see how to use AI coding agents to accelerate development and how to self-host affordably on a VPS, covering the entire process from code generation to production deployment.
[**Google engineer shares the playbook for AI-assisted coding:**](https://substack.com/home/post/p-181957927) Addy Osmani says the secret to AI-assisted coding isn't letting the model run wild — it's treating it like a junior dev that needs clear direction. His workflow: brainstorm a spec first, tackle tasks one by one, and always review and test. The human engineer stays in the driver's seat.
[**Supabase tutorial:**](https://youtu.be/Q7P20fHJlm4)** **In this tutorial, you will learn to build a real-time sales dashboard using React and Supabase. You will master database setup, secure authentication, and Row Level Security. The guide also covers implementing real-time subscriptions and database triggers, providing a practical foundation for building robust full-stack applications.
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### **Top Repos**
* [Langextract:](https://developers.openai.com/codex/skills) A Python library for extracting structured information from unstructured text using LLMs with precise source grounding and interactive visualization.**[ ](https://github.com/neural-maze/realtime-phone-agents-course)**
* [LocalAI:](https://github.com/mudler/LocalAI) An open-source, drop-in OpenAI-compatible API that lets you run language, image, and audio models locally or on-premises without needing a GPU.
* [**Exo:**](https://github.com/exo-explore/exo)** **Connects all your devices into an AI cluster. Not only does exo enable running models larger than would fit on a single device, but with day-0 support for RDMA over Thunderbolt, makes models run faster as you add more devices.
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### **Trending Papers**
[Bloom (by Anthropic):](https://www.anthropic.com/research/bloom) This paper discusses the challenge of slow, outdated AI testing methods. It introduces Bloom, an automated tool from Anthropic that generates fresh testing scenarios, allowing developers to reliably evaluate model behaviors in days rather than weeks.
[**Evaluating chain-of-thought monitorability (by OpenAI):**](https://openai.com/index/evaluating-chain-of-thought-monitorability/)** **This paper discusses the challenge of understanding why AI models behave the way they do. It finds that analyzing the AI's internal "thought process" is a much better way to predict its actions than simply looking at the final answer.
[**Stanford AI experts predict what will happen in 2026:**](https://hai.stanford.edu/news/stanford-ai-experts-predict-what-will-happen-in-2026)** **This report discusses moving beyond AI hype to focus on real results. It argues that instead of making broad claims, companies should use precise, task-level measurements to track the actual cost and accuracy of their AI systems in daily workflows.
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### **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)**
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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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