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To: [email protected]
Date: Mon, 12 Oct 2026 13:02:55 GMT
Subject: 🚀 Microsoft joins the decision model race
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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: Making better coding decisions  ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ </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:#FFFFFF;" 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> October 12, 2026 | <a data-read-online-tooltip="true" href="https://link.mail.beehiiv.com/ss/c/u001.kro7WBsAmEsY5mGgiUDePbOdMF_BvViPt7FxYKgxL9u2UI_b7OC-FIfh-OpjNJP04_T4ZMArgiy9A_HSzzswjB96-Auge-TIwUI2zbm9OoaaS9zFg858EzVDWYmxU9DYu3zvZlf85ciProbAwh7yYegX1YJqrytLwSyQiEmhv0s91a3a4PpHKW2kEp4nk_Ek7mykRfp8RPZRKnMAlW5BZCilBrWjY8vP3K7glDYlNfOBBIOq1Ojk3H4Y-ttTItUWOjoWSXvzMD7sPZercYNIIDnTDYVHSrg0ZQTZvWs3HRMsV47OQcsRf8NQ9otSLbUzyOFWaqqzjt7irMC6Uqvq37b76pdUP0Si1_MANyr9DJWBwS7tmu4U27d6BVSxc0lzgdnaOq7w27PUEfEAsiYGtikV7Sy7AmaKJ1qc0-c2W87TZqVDeUctg4kmYjgjwVMBCZajxWz0W22gEWK3aLUJbO3lwYvMiGSSP3j7-xtQNtWXwJkN4-jUOgUvWjrEMHknXqYikdd-2me9NKilHVOPSsipdd8KApLgY8bOlxn5qqNOTEHzgZYsxoXfr1fiqXUdL_dY65A0bfbw3edjOtWWKnKteVYEIG1yoRYHi0qrjWzKuNDA3FSGO8bW6DoEpip18MGRLQsQUze9-EZlITFbqVoLYRiNdD_KBP7UfioIjLo5EDMdRLTjfBThaTuYmRUC3QyIPVCsO7JKCQVauJEkn6rPnZD46nkPKa5lE3K-_XJxjd6KAzJutqn607SFWxqTCi89QAsnsyYdJhT_psyGJw/4ut/SUEkcRqiQ6SibqZZykH4uw/h0/h001.8fdavnvXGo9nHw1x7jLD4z10QoTkfm4DwOKoYQgr4QU">Read online</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/4ut/SUEkcRqiQ6SibqZZykH4uw/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" class="bb" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" class="bb" style="width:670px;"><a href="https://link.mail.beehiiv.com/ss/c/u001.ZELe4XSJUXiTVID8fUzIAIXP8N_KXMiIx7Tzza9l3GmIZZdagno59TUvTrIQY-Qw1JaWiZSb8kN9F7CRqyI652621tQqTB5sm_Dxjzo0v9aZ0wtRZaNM6p2NlH2cR2SC0U587Nm9Vf6-LzTiQtY624uWnVUCaAmsBaybgOpHhnAvVCnd1gxj5pC9k9vilVvcZZqHTXzGnQjfi_jBZ8hYGkDGddc-FKw_W2ylNiIRPt-v5NhSY_VdIzAXE2Yia4xwo9YcAdHLE9Ugqp3ClJ6ktI2PhhEaOwZxCTjPuDxm89ghiAyJVXoIKNnaF0urW8wpK1w7iCDntxqAiIG-Z6-gBuyCWhqgwo6hncAL8QTZY_Z0Q6AH7C7kmgU-e-DH9fMgP1ripB4KLn66tVms-5hZrRKek7RggwM58cO1roiuGZsMju6aFgZTTtTfuDMz93NI4yP2Wmn8jG6kmY-6_XmLfjFs4_V7B7iOsOIvcY4f_HgipI3U3rW1B1gMyzOfGKwhAN-bsfUFsWqwCM0uR166ug_dJadrUgfovlQzStF2W4AwQWeCEcYuB_DxmPhAcFyJ12DDlckxhOl6NYsQevSBVg/4ut/SUEkcRqiQ6SibqZZykH4uw/h1/h001.Ix__iM53xX9cslbSkQmImsrz0eiHru6lhfDoYzbAjiM" 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,width=1920,height=3840/uploads/asset/file/a2185ce1-fc7d-465b-bd43-108300aa9ee7/Group_Oracle__2_.jpg?t=1791570495" alt="" height="auto" width="670" style="display:block;width:100%;" border="0"/></a></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 0px 0.0px 0px;box-sizing:border-box;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style="table-layout:fixed;"><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%;"><b>Welcome back.</b> A lot happened over the weekend. Microsoft rolled out a new decision model, but fresh competition is already here. The developer behind the Adobe app clones just targeted Microsoft Office, shipping his own versions of Word, Excel, and PowerPoint. </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%;"><b>Also: </b>Andrej Karpathy shares what’s really happening inside AI labs, why management often celebrates the developer who ships fastest, and an app to help your kid break their thumb-sucking habit. </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:#222222;border-left-width:1px;border-right-width:1px;border-style:solid;border-top-width:4px;padding:10.0px 0px 10.0px 0px;box-sizing:border-box;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style="table-layout:fixed;"><tr><td width="10" style="line-height:1px;font-size:1px;width:10px;"> </td><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style="table-layout:fixed;"><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 Brief</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;"> Why AI will replace just 5% of human work this decade </p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"> Using ChatGPT as a real-time teacher (fun project) </p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"> How to make better coding decisions (tutorial) </p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"> Run ongoing work with Claude Projects (cookbook) </p></li></ul></div></td></tr></table></td><td width="10" style="line-height:1px;font-size:1px;width:10px;"> </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" class="bb" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" class="bb" style="width:670px;"><img src="https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80,width=1920,height=3840/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 0px 0.0px 0px;box-sizing:border-box;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style="table-layout:fixed;"><tr><td width="10" style="line-height:1px;font-size:1px;width:10px;"> </td><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style="table-layout:fixed;"><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:#3593ff;font-family:Eczar,Lora,'DejaVu Serif',Georgia,serif;"><b>TODAY 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></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 0px 0.0px 0px;box-sizing:border-box;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style="table-layout:fixed;"><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" class="bb" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" class="bb" style="width:670px;"><a href="https://link.mail.beehiiv.com/ss/c/u001.NH9KF4GoWlrG6bVA-B2EJc5HI2THLgeYmsOoM5E0hcEWOiNve6-0P81dp4_fNOdwT54kkQKgJ9gTzwCpH41C8e4IqOxwG1DR7SOGYebUMA6gJJZiONnH6zjsbP9sN1Ltmj6XGrrvLAdHyIt0ZvT6y4AHjOkWoh4Goq3kMe5MKhr3l5IWXFuUhNSw8IRD13g00AxJheXWEHf9VFRXmgcSIL4-3uOapJSQnglfSirQkdC-I5-uX5ifTF5xtBRgyDoSovYtyGoHDvRXlgz5sQvKppVU3fpIgPKjiNLlqcIt8gs/4ut/SUEkcRqiQ6SibqZZykH4uw/h2/h001.xilix_mWMcCKM8Cm3QWUawcnXwUtAGX8Vyr3Ycz2CqM" 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,width=1920,height=3840/uploads/asset/file/71a07453-ef83-4029-b3ea-fce41da26a16/Thumbnail__38_.jpg?t=1791789492" alt="" height="auto" width="670" style="display:block;width:100%;" border="0"/></a></td></tr><tr><td align="left" valign="top" class="t bb" style="width:670px; padding: 4px 4px 4px 4px;"><p>Click to watch how Microsoft’s new decision model works.</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 0px 10.0px 0px;box-sizing:border-box;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style="table-layout:fixed;"><tr><td width="10" style="line-height:1px;font-size:1px;width:10px;"> </td><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style="table-layout:fixed;"><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%;"><b>Microsoft joins the decision model race:</b> The tech giant just launched <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.kro7WBsAmEsY5mGgiUDePQ2KaBeGQt_ubc2WEW5tBGQFdBfkqCHdAbmVFNtwpXsDGENLSap6QUDGhsdmjJbv5bmXu_sDKwq6oDeH6udQ57tVmTYxziEyMdWqi-ud6Vs5wttZQ0uOPDvU4HB0XXRk2kw-hWJMrwdwWnpOuYuGxTZGnxAZtrOi0Dm1j1jHjfzCaYlH22sU_3ixoPXF0BQ8prNwZXIIkKRcHgEFKyZJCMSX69mptV2CBi33B4cFItj3NkjTg1-S1UPJHvxIGeVEHHPjqZhfhd3mNkOYctUbTYRCV3IA747eeHgVIouqiQke/4ut/SUEkcRqiQ6SibqZZykH4uw/h3/h001.yH0oXmfPN93A1nb4-IOOkOOiakAz-vEKAKLadVrBm4I" target="_blank" rel="noopener noreferrer nofollow"><span>Microsoft-Decision-1</span></a>, building on Alibaba's Qwen model with a 32K token context window. The model scores a fixed set of options and assigns each a calibrated probability. Microsoft claims it beat a 36-benchmark comparison with 83.5% accuracy while running 35x faster than GPT-6 Sol. Rival H2O AI has already pushed back on that <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.nWZojHskIfWq5w8Zm9qW7oMX4CTptNorZ5eqGU7BeXwM78DoF7xQiZiwQ7k_e52K-JhI6QWKe0nbfZjVsrQyaAaFiI_CHijUhjfxljNWroJEfMjH9DB1fRcZeO3iXkTkf1jk27iunjEYN23jnHkgMwdUSoUc-ePByiX-YWmKfSZlwXs8COTWG5G-MpsOIztaTCIdRUx0zgSHA65WXsWVOVw_TlzeqXNufbi5RMHqkx4I3uXnVoRVU0444r-3nTC7ART9VuIh7WdsJgcdcJyWvA/4ut/SUEkcRqiQ6SibqZZykH4uw/h4/h001.MnAlKd17wAGF2m2ULfiE69mmRhbfs8DrcsFWOrFOsOQ" target="_blank" rel="noopener noreferrer nofollow"><span>speed claim</span></a>, questioning how Microsoft measured competitor latency. Microsoft set pricing at $0.042 per million input tokens with no output charge. Try it <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.NH9KF4GoWlrG6bVA-B2EJd17r0hgQgStUYIdVA3qE2Xb9e7h2Tb8xBL0P80XIUS24sAFvfOFXZVxGy_ld-jYMRz8c5V8FEL7LFsww6qnHRknRImmYCxav9BVntySKmdEEKsWi986VrP8kbbVl6YJLPVphO1KRLS5sRilYQdvBt16Z1_GcC_67pVcUoz68dz13LbUB2hOuFzOOU7rM3-7sNrXZSBiDDcd0vNAUzGJSs0GGdKiNks9lTQZj1dukxAOiutKDQmW4f1q4QmYW3Ph3u82stwelcjdKOA2ALw28Lk/4ut/SUEkcRqiQ6SibqZZykH4uw/h5/h001.OosA9tDwgRt_BhwjIt8LiAcHC02i0SDmOxqeJ17UdM4" target="_blank" rel="noopener noreferrer nofollow"><span>here</span></a>. </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%;"><b>Solo developers are using AI to clone big tech software:</b> The developer who <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.NH9KF4GoWlrG6bVA-B2EJc5HI2THLgeYmsOoM5E0hcFhDKhpcIzlQNaKRD2Dns9Vp2gFeB7_mop0njwdaWd4MRSZoRnbUuhXLkKGLDpJ--FSO0tjV6f1u4oUYIuYKRibw7Xx6tTJcX2NqaHbuqjJuZ0cAuWOkveQEFl9uTE19mYqYEP8sZouogF0SLcLW7TQOecCNNbnYGaqtTNmwMP1afV6bjHtEzXZf0BihMWcnoiirXCuM38OAJN-cei7tEFz9gJ4-jwBhvC7m04u9qzWFhm8-ztB0j7a4fxXvGiwadE/4ut/SUEkcRqiQ6SibqZZykH4uw/h6/h001.tRafTyDKOm5zg4HloWJEWhRMMhunjTuCzgbRezPAAr8" target="_blank" rel="noopener noreferrer nofollow"><span>cloned</span></a> seven Adobe apps is back, this time taking on Microsoft Office. Using Claude Opus 5.5, he built and shipped WordCraft, GridCraft, and DeckCraft: open-source <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.lj8E5PmaCEQWZtY8yZ5P0o_61PzqYlF4JDQ8iIh4Cipn7ftIqbRLiESVOWINtYQ-il8LfdFJNSmYYYyL-HAoxoPPHkI382kv3-hCtJx2I-4PrLijH80IT99SSYZ58H_0c-uUiyRubJq2dVr58oO8QCeldi0YMTrGpfaygY-i1RsiyRZeMcwQra5ecrJVVQm0tbB9Lcfk4ts7xigyn1SJQfuTPu0AAEscWGxFo_4hkhZ6Qc1-eUXEQrt_RXnjROBEPLEJV3duAO3E8U43arTpT0VO6HuN9zfm4Zrf9mGwXOFvO_TaKoTbKHxJBzwOZFCVCgHTyv40pTarkCL_HZJZEv3jVcgY9wHXvQndbQ38A84/4ut/SUEkcRqiQ6SibqZZykH4uw/h7/h001.FNR6gfX-tfGYm064-6ZG5OwlojlLGgCDd0QCbICTJwU" target="_blank" rel="noopener noreferrer nofollow"><span>Rust clones of Word</span></a>, Excel, and PowerPoint. Meanwhile, another developer launched <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.AtRzLqL3EQmRcf6rV4Xquq_u6ON2c9pvq7fVt-61-OAh2ssiMqvaF2jxDnyJvuv9Ns3El8RriQz5QUYLTu-cfA2OvT5_h2FfvxNPYNfpodFo1jezxb43zJKYhSiR5GPDhBPGjAywauBlf_KliwDsSw0Um8akDtxcZipc0DW573bMkN5R7qXV6DNFFchIyaT4CxekOFK2CZQyN3ZGmX868DPVMcFK766gGHk0xzFqDfVjbX05d4VU__TdKDO4R3SixVxW6WnNrxfxK2cz3aK1ImUTKS2lRsTJT1DQlIpV_xbKRZycmSyYtxf6X3NUyyXGpAZPKX35NaYR98-ynZmCxQvJxmbtsxPdNq17JkmGZLQ/4ut/SUEkcRqiQ6SibqZZykH4uw/h8/h001.sh_6mEniiXUTcLcaaTnU0qJgWOLFdYv-3fcFlC_73n0" target="_blank" rel="noopener noreferrer nofollow"><span>DigUp</span></a>, a Mac app that runs Google's new EmbeddingGemma 2 locally to <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.NH9KF4GoWlrG6bVA-B2EJc5HI2THLgeYmsOoM5E0hcFBzOD5QsdfDGq_x_mbr-EDWxIqhrtPa0xLr4t6rzeN9TiRcKwEPFqBZURGwVmi7lYsKoobQOYFKvqMqD-qUlqWEr0qkmKVqxK8kwe92EuBws9V0Di1k6hBWUY4EA9bQSXre5tglRkM9OUHLQbOMT52JZ5pr6eowF3dQhLYhK5wQQSls2C2NVAkj90S-Yg4FTQBdyiQY9WNqWn3cvtom6H_Z9K8AcsJ3-Y76Uci4z7HptSYDBAoKEKZSjA1oURRehQ/4ut/SUEkcRqiQ6SibqZZykH4uw/h9/h001.zawhiKDkdYjK7h7TekWyuNw0x2gzGUIlLEdaWMDsVi0" target="_blank" rel="noopener noreferrer nofollow"><span>search files</span></a> by meaning. While these tools do not match legacy suites yet, they show how far a single developer can get with AI. </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%;"><b>AI companies ask Qualcomm for 100B-parameter models on phones:</b> The chipmaker’s CEO, Cristiano Amon, says AI firms want phones running models with at least 100B parameters nonstop by 2028. His bet is that agents tapping your apps and personal context will finally give people a reason to upgrade. The hard part is fitting that model in your pocket. At 4-bit, a 100B model needs about 50GB of RAM for its weights, roughly triple what most flagships carry. For now, distilled models remain the realistic option. Watch the <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.lj8E5PmaCEQWZtY8yZ5P0t0LfIKaN96K7fTg3gFN0lHTveb4pbLXZN-GxD1r4ESK8u7Q0Xw-8JaFDXnaH2IkxJ0ezQOrgzQSdmaNpbal3p2BwPeKp_ay8lkkYVG5HgI6yqRUqHXSBCNmTXF3TkSgnghzC1OCMs3L_NJ1mkRfJiL-xHUZXPWmD3st-W0NFkGLRjAeIio5HohyvLbuLz5ZLHIdzktPYdwnvxLY2c56Pjn-i5Ymo7H95zfZV8E9W8z2QPSgnOTaRStgk30jhU8z8A/4ut/SUEkcRqiQ6SibqZZykH4uw/h10/h001.lnfLycQRlNNy1PIurEpveEONs_5GMG0Nf8vTOIANQ8M" target="_blank" rel="noopener noreferrer nofollow"><span>interview</span></a>. </p></td></tr></table></td><td width="10" style="line-height:1px;font-size:1px;width:10px;"> </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" class="bb" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" class="bb" style="width:670px;"><img src="https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80,width=1920,height=3840/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 0px 0.0px 0px;box-sizing:border-box;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style="table-layout:fixed;"><tr><td width="10" style="line-height:1px;font-size:1px;width:10px;"> </td><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style="table-layout:fixed;"><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:#030712;font-family:Eczar,Lora,'DejaVu Serif',Georgia,serif;"><b>PRESENTED BY ORACLE</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%;"><a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.ZELe4XSJUXiTVID8fUzIAIXP8N_KXMiIx7Tzza9l3GmIZZdagno59TUvTrIQY-Qw1JaWiZSb8kN9F7CRqyI652621tQqTB5sm_Dxjzo0v9aZ0wtRZaNM6p2NlH2cR2SC0U587Nm9Vf6-LzTiQtY624uWnVUCaAmsBaybgOpHhnAvVCnd1gxj5pC9k9vilVvcZZqHTXzGnQjfi_jBZ8hYGkDGddc-FKw_W2ylNiIRPt-v5NhSY_VdIzAXE2Yia4xwo9YcAdHLE9Ugqp3ClJ6ktI2PhhEaOwZxCTjPuDxm89ghiAyJVXoIKNnaF0urW8wpK1w7iCDntxqAiIG-Z6-gBuyCWhqgwo6hncAL8QTZY_Z0Q6AH7C7kmgU-e-DH9fMgP1ripB4KLn66tVms-5hZrRKek7RggwM58cO1roiuGZsMju6aFgZTTtTfuDMz93NI4yP2Wmn8jG6kmY-6_XmLfjFs4_V7B7iOsOIvcY4f_HgipI3U3rW1B1gMyzOfGKwhNF16aPsF6TiNd3OWRycDFLn_IuZDRKTmSqDvEUn2swtLx8UPmBYqeX6VPoV3fuX9wkRm5APdjB77Gt4OkC5MFA/4ut/SUEkcRqiQ6SibqZZykH4uw/h11/h001.T4Ig5MUBFFEkF1X7J2WIdk_5dS3x0rSEpXiDytzCXSI" target="_blank" rel="noopener noreferrer nofollow"><span>Where Multi-Step Agents Fail in Production</span></a></h2></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:0px;border-color:#a1a1a1;border-left-width:1px;border-right-width:1px;border-style:solid;border-top-width:0px;padding:0.0px 0px 0.0px 0px;box-sizing:border-box;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style="table-layout:fixed;"><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" class="bb" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" class="bb" style="width:670px;"><a href="https://link.mail.beehiiv.com/ss/c/u001.ZELe4XSJUXiTVID8fUzIAIXP8N_KXMiIx7Tzza9l3GmIZZdagno59TUvTrIQY-Qw1JaWiZSb8kN9F7CRqyI652621tQqTB5sm_Dxjzo0v9aZ0wtRZaNM6p2NlH2cR2SC0U587Nm9Vf6-LzTiQtY624uWnVUCaAmsBaybgOpHhnAvVCnd1gxj5pC9k9vilVvcZZqHTXzGnQjfi_jBZ8hYGkDGddc-FKw_W2ylNiIRPt-v5NhSY_VdIzAXE2Yia4xwo9YcAdHLE9Ugqp3ClJ6ktI2PhhEaOwZxCTjPuDxm89ghiAyJVXoIKNnaF0urW8wpK1w7iCDntxqAiIG-Z6-gBuyCWhqgwo6hncAL8QTZY_Z0Q6AH7C7kmgU-e-DH9fMgP1ripB4KLn66tVms-5hZrRKek7RggwM58cO1roiuGZsMju6aFgZTTtTfuDMz93NI4yP2Wmn8jG6kmY-6_XmLfjFs4_V7B7iOsOIvcY4f_HgipI3U3rW1B1gMyzOfGKwhTcg7cOObiaznHvJoZfOStUkNA2O-P0KpA33QWMYMuNt_dBoH0q_0zqZeO7tJf-9ZEh-F7fmwvS0ocLRqICPBag/4ut/SUEkcRqiQ6SibqZZykH4uw/h12/h001.HLSDKHscJNmrJQiccChXvHqVyshIj3PGWCi6rT_chBI" 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,width=1920,height=3840/uploads/asset/file/eb98e07f-f570-4610-b602-d2e0485e3347/Oracle_updated_image.jpg?t=1791570641" alt="" height="auto" width="670" style="display:block;width:100%;" border="0"/></a></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-left-radius:0px;border-bottom-right-radius:0px;border-bottom-width:1px;border-color:#030712;border-left-width:1px;border-right-width:1px;border-style:solid;border-top-left-radius:0px;border-top-right-radius:0px;border-top-width:0px;padding:12.0px 0px 12.0px 0px;box-sizing:border-box;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style="table-layout:fixed;"><tr><td width="12" style="line-height:1px;font-size:1px;width:12px;"> </td><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style="table-layout:fixed;"><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%;"> At step 1, an agent is told no refunds without a human. By step 22, the history gets summarized and <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.ZELe4XSJUXiTVID8fUzIAIXP8N_KXMiIx7Tzza9l3GmIZZdagno59TUvTrIQY-Qw1JaWiZSb8kN9F7CRqyI652621tQqTB5sm_Dxjzo0v9aZ0wtRZaNM6p2NlH2cR2SC0U587Nm9Vf6-LzTiQtY624uWnVUCaAmsBaybgOpHhnAvVCnd1gxj5pC9k9vilVvcZZqHTXzGnQjfi_jBZ8hYGkDGddc-FKw_W2ylNiIRPt-v5NhSY_VdIzAXE2Yia4xwo9YcAdHLE9Ugqp3ClJ6ktI2PhhEaOwZxCTjPuDxm89ghiAyJVXoIKNnaF0urW8wpK1w7iCDntxqAiIG-Z6-gBuyCWhqgwo6hncAL8QTZY_Z0Q6AH7C7kmgU-e-DH9fMgP1ripB4KLn66tVms-5hZrRKek7RggwM58cO1roiuGZsMju6aFgZTTtTfuDMz93NI4yP2Wmn8jG6kmY-6_XmLfjFs4_V7B7iOsOIvcY4f_HgipI3U3rW1B1gMyzOfGKwhoQYB6Rspn5XmZqK-5l-3WZtTOtr1guhkh78jQjuN9K_g9FBNEnVfuP8_PZ3wnz_mRLwLFlw3E7r0mh_pqAF7tA/4ut/SUEkcRqiQ6SibqZZykH4uw/h13/h001.bG0MbeNtf8wtk0AyV9uNaCpq64A1O9bpz70-5XiId-A" target="_blank" rel="noopener noreferrer nofollow"><span>the rule disappears</span></a>. At step 38, it approves the refund and reports that it followed policy. </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%;"> Agents fail because the right information isn’t in front of them at the right moment, not because the model is wrong. <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.ZELe4XSJUXiTVID8fUzIAIXP8N_KXMiIx7Tzza9l3GmIZZdagno59TUvTrIQY-Qw1JaWiZSb8kN9F7CRqyI652621tQqTB5sm_Dxjzo0v9aZ0wtRZaNM6p2NlH2cR2SC0U587Nm9Vf6-LzTiQtY624uWnVUCaAmsBaybgOpHhnAvVCnd1gxj5pC9k9vilVvcZZqHTXzGnQjfi_jBZ8hYGkDGddc-FKw_W2ylNiIRPt-v5NhSY_VdIzAXE2Yia4xwo9YcAdHLE9Ugqp3ClJ6ktI2PhhEaOwZxCTjPuDxm89ghiAyJVXoIKNnaF0urW8wpK1w7iCDntxqAiIG-Z6-gBuyCWhqgwo6hncAL8QTZY_Z0Q6AH7C7kmgU-e-DH9fMgP1ripB4KLn66tVms-5hZrRKek7RggwM58cO1roiuGZsMju6aFgZTTtTfuDMz93NI4yP2Wmn8jG6kmY-6_XmLfjFs4_V7B7iOsOIvcY4f_HgipI3U3rW1B1gMyzOfGKwhyez5kIyu6G_qZO4vZkvcHZGMKLIcBGKETrWXT8GP4V3GiYFucno2u4Zn_nOEsqsQrOJC8ET6A2zTnUrg0Rl4wA/4ut/SUEkcRqiQ6SibqZZykH4uw/h14/h001.FAcv8fEQia-lW43kGxmsZKIkCIDTlQctNlnCg-LU5V0" target="_blank" rel="noopener noreferrer nofollow"><span>A bigger context window won’t fix it</span></a>, since models accept far more tokens than they can use reliably. Learn how to compress context without losing critical information.<br><br><a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.ZELe4XSJUXiTVID8fUzIAIXP8N_KXMiIx7Tzza9l3GmIZZdagno59TUvTrIQY-Qw1JaWiZSb8kN9F7CRqyI652621tQqTB5sm_Dxjzo0v9aZ0wtRZaNM6p2NlH2cR2SC0U587Nm9Vf6-LzTiQtY624uWnVUCaAmsBaybgOpHhnAvVCnd1gxj5pC9k9vilVvcZZqHTXzGnQjfi_jBZ8hYGkDGddc-FKw_W2ylNiIRPt-v5NhSY_VdIzAXE2Yia4xwo9YcAdHLE9Ugqp3ClJ6ktI2PhhEaOwZxCTjPuDxm89ghiAyJVXoIKNnaF0urW8wpK1w7iCDntxqAiIG-Z6-gBuyCWhqgwo6hncAL8QTZY_Z0Q6AH7C7kmgU-e-DH9fMgP1ripB4KLn66tVms-5hZrRKek7RggwM58cO1roiuGZsMju6aFgZTTtTfuDMz93NI4yP2Wmn8jG6kmY-6_XmLfjFs4_V7B7iOsOIvcY4f_HgipI3U3rW1B1gMyzOfGKwhry0h8jrByOddWil9MHBGhZcSmxg7EOOXtcnGWiljgAFoBQDqxzetiXF9P650Z9YqPOwEw_PJMbDLA0UpsyPk5w/4ut/SUEkcRqiQ6SibqZZykH4uw/h15/h001.ocPks59EvccAQ6UJBtiKBvPJxHozbI1V1iVS1mbDXH0" target="_blank" rel="noopener noreferrer nofollow"><span><b>Explore Context Engineering</b></span></a></p></td></tr></table></td><td width="12" style="line-height:1px;font-size:1px;width:12px;"> </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 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" class="bb" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" class="bb" style="width:670px;"><img src="https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80,width=1920,height=3840/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 0px 0.0px 0px;box-sizing:border-box;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style="table-layout:fixed;"><tr><td width="10" style="line-height:1px;font-size:1px;width:10px;"> </td><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style="table-layout:fixed;"><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:#3593ff;font-family:Eczar,Lora,'DejaVu Serif',Georgia,serif;"><b>INSIGHT</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%;"><b>A Nobel economist on why AI will replace just 5% of human work this decade</b></h2></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></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 0px 0.0px 0px;box-sizing:border-box;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style="table-layout:fixed;"><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" class="bb" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" class="bb" style="width:670px;"><img src="https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80,width=1920,height=3840/uploads/asset/file/5df506e1-cfdd-40c9-8fe1-a8b38fba8c08/superhumanteam_a_group_of_engineers_stand_around_a_robot_inst_f4a9988d-8f98-4303-893b-e28f5d4cac6b_1.jpg?t=1791793185" alt="" height="auto" width="670" style="display:block;width:100%;" border="0"/></td></tr><tr><td align="left" valign="top" class="t bb" style="width:670px; padding: 4px 4px 4px 4px;"><p><span style="background-color:#f9f9f9;border-radius:0.25em;padding:0.125em 0;color:inherit;box-decoration-break:clone;-webkit-box-decoration-break:clone;"><i>Source: The Code, Superhuman</i></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-left-radius:0px;border-bottom-right-radius:0px;border-bottom-width:1px;border-color:#030712;border-left-width:1px;border-right-width:1px;border-style:solid;border-top-left-radius:0px;border-top-right-radius:0px;border-top-width:0px;padding:12.0px 0px 12.0px 0px;box-sizing:border-box;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style="table-layout:fixed;"><tr><td width="12" style="line-height:1px;font-size:1px;width:12px;"> </td><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style="table-layout:fixed;"><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%;"><b>A smaller number than the hype.</b> If you’ve been bracing for AI to write you out of a job, Nobel economist Daron Acemoglu has a smaller number: about 5% of human tasks over the next decade. Microsoft AI CEO Mustafa Suleyman just <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.NH9KF4GoWlrG6bVA-B2EJc5HI2THLgeYmsOoM5E0hcEuyj_ETiAn9kh1PLfnPlygMcGm-exL2b5zsaipm9V-ok-kNhhto2zrrFNRVE-Btpc49MVi-QHpSYa6X7CaB35XI72kBZa0wd9hUfLd1Afy9_vu3D8IRd9tZQRgcRexrKzz44Ygdk3JeLpm07UECozRMsXXg6xs6o5y4jmerdx8MsPEurHOsQNiN13QklIbIlL6IJVnZ6cB_yIAr-Z64Pa1e7zOuw6cRkvPb4skrh-y8m1cbG4fUCozjTGhb9Dvpa4/4ut/SUEkcRqiQ6SibqZZykH4uw/h16/h001.nyPng3ek1uUM03mF4IW0LgFJ2Tegn8CJSFEWVWTywzc" target="_blank" rel="noopener noreferrer nofollow"><span>spotlighted</span></a> the forecast from <i>The Humanist Review</i>, Microsoft AI’s new magazine. Acemoglu’s bigger worry is that replacement fear, shared by 52% of Americans, is steering the industry toward the wrong kind of AI. </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%;"><b>The gains haven’t shown up yet.</b> AI’s productivity boom still hasn’t landed in the statistics. Most firms using it see little gain, and engineers can spend plenty of time debugging the code it churns out. Acemoglu expects about 1.5% added to GDP over a decade. Electricity was slow too. New York and London had power stations by 1881, but only about half of factories and homes used it by the 1920s. AI may be slower still, since companies must reorganize around it. </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%;"><b>The last 1% does the damage.</b> A system that’s right 99% of the time sounds ready to ship. Acemoglu argues the remaining 1% is where full automation falls apart, as anyone who has chased a production edge case knows. He also says making AI think like a human is the wrong target. The two work differently, so the bigger payoff comes from pairing them. </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%;"><b>The case for a sidekick.</b> Instead, he advocates for pro-worker AI: tools that help people do their jobs better, which developers can build today. But incentives reward replacement. The US taxes labor at over 25% and capital at close to zero, effectively subsidizing automation. His most direct appeal is to the people writing the code: if enough developers and engineers made it their priority, he argues, plenty of these tools would follow. You can read the full essay <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.nWZojHskIfWq5w8Zm9qW7kqCbY88YmcHDkT-6EUZlYAp6GSOJe2Szf-niHJnUzY-9xqfNDMBWhutj11XVRKpZCPENCJ92rMvwqy8sMJVY87pa3zhfzOSagyoA9yRyqP-_RiDiR8vEeuA9LITPophAIxdCSgi_NxeFQbc4rRfgBnlApXtpvECKd4zTjG7XOXr9auJNPnvyh70IK-oLwFDrTBge2hwiZvEXevUxebrAQC881OVX4gN8Oy3cSKDNZ_S9e5-u2N2V_ojmxdXHEfe30a7d1zdic6nYFbrtW0k2jY/4ut/SUEkcRqiQ6SibqZZykH4uw/h17/h001.JybJfDVdRFuAGVWMz-y-ddJyylt2Pn2Oa5OUIft07Ig" target="_blank" rel="noopener noreferrer nofollow"><span>here</span></a>. </p></td></tr></table></td><td width="12" style="line-height:1px;font-size:1px;width:12px;"> </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 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" class="bb" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" class="bb" style="width:670px;"><img src="https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80,width=1920,height=3840/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 0px 0.0px 0px;box-sizing:border-box;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style="table-layout:fixed;"><tr><td width="10" style="line-height:1px;font-size:1px;width:10px;"> </td><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style="table-layout:fixed;"><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:#030712;font-family:Eczar,Lora,'DejaVu Serif',Georgia,serif;"><b>PRESENTED BY PRIOR LABS</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%;"><a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.y8XueU-stBfRyqUeoBxfLtt6Gyj-VzY-ua_F0XaObxbc0w62SqqPoKI-mE5bOc7EsdQ70veaCi9GBRGdCGzmiIhB8DlBlv05JcSG02EbC9Ipuxm0BjChXRl59_Am2nlN0-T26JGLf4IbN1z8jeqTucEzsgQmGJxN5nalbw-s-VrY4IwqBrgNwr03Ek1mY0kS_hMEldQk0W5z41oKL06hPQ/4ut/SUEkcRqiQ6SibqZZykH4uw/h18/h001.Oo-RyHf9i9tZNcr_cCqg8AtHdZhA8WbeqMLzv2t8LoA" target="_blank" rel="noopener noreferrer nofollow"><span>Get predictions in seconds, not weeks</span></a></h2></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:0px;border-color:#a1a1a1;border-left-width:1px;border-right-width:1px;border-style:solid;border-top-width:0px;padding:0.0px 0px 0.0px 0px;box-sizing:border-box;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style="table-layout:fixed;"><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" class="bb" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" class="bb" style="width:670px;"><a href="https://link.mail.beehiiv.com/ss/c/u001.y8XueU-stBfRyqUeoBxfLtt6Gyj-VzY-ua_F0XaObxbc0w62SqqPoKI-mE5bOc7EsdQ70veaCi9GBRGdCGzmiIhB8DlBlv05JcSG02EbC9Ipuxm0BjChXRl59_Am2nlN0-T26JGLf4IbN1z8jeqTuY6QkRCBa2DRRD0fzWRMeXq28lL971d6jPkkF9xEghdC-rqwuIM_l-qlR_h67x0TkQ/4ut/SUEkcRqiQ6SibqZZykH4uw/h19/h001.Bn4MI3CUja4VK-LVm-5HXQVc3TANBovEaL-suNmpGNs" 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,width=1920,height=3840/uploads/asset/file/67d2b378-e171-49c3-87dc-e572a82c1e20/PriorLabs-TheCode-TabPFN-CTA.png?t=1791571128" alt="" height="auto" width="670" style="display:block;width:100%;" border="0"/></a></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-left-radius:0px;border-bottom-right-radius:0px;border-bottom-width:1px;border-color:#030712;border-left-width:1px;border-right-width:1px;border-style:solid;border-top-left-radius:0px;border-top-right-radius:0px;border-top-width:0px;padding:12.0px 0px 12.0px 0px;box-sizing:border-box;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style="table-layout:fixed;"><tr><td width="12" style="line-height:1px;font-size:1px;width:12px;"> </td><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style="table-layout:fixed;"><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%;"> How much of your week disappears before you get to a useful prediction? </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%;"><a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.y8XueU-stBfRyqUeoBxfLtt6Gyj-VzY-ua_F0XaObxbc0w62SqqPoKI-mE5bOc7EsdQ70veaCi9GBRGdCGzmiIhB8DlBlv05JcSG02EbC9Ipuxm0BjChXRl59_Am2nlN0-T26JGLf4IbN1z8jeqTuUWp3zVCD0xQMQvozZUB7SKHW-lBUkNyyiPCKSsu9AcDT-7iBOWI7yhrJdX0GHce0g/4ut/SUEkcRqiQ6SibqZZykH4uw/h20/h001.E3sLEhtr7Rotxr7UAjsK3Kfs0mrKeNuYhoPCUqwBgMA" target="_blank" rel="noopener noreferrer nofollow"><span>TabPFN-3.5</span></a> gets you from tabular data to strong predictions in seconds, without weeks of model training and tuning. </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%;"> It ranks #1 across tabular benchmarks, from TabArena to BeyondArena, ahead of every classical and foundation model. </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%;"> Published in Nature. Open-source. 4M+ downloads. </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%;"><a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.y8XueU-stBfRyqUeoBxfLtt6Gyj-VzY-ua_F0XaObxbc0w62SqqPoKI-mE5bOc7EsdQ70veaCi9GBRGdCGzmiIhB8DlBlv05JcSG02EbC9Ipuxm0BjChXRl59_Am2nlN0-T26JGLf4IbN1z8jeqTuUoTdkInBHB5bg2y7oNGY1KETy0ZPAS5mYNZnT3tA8GD2qjD2is--P0F4r9nGzBRpQ/4ut/SUEkcRqiQ6SibqZZykH4uw/h21/h001.ngSMxFFxuGbTv0JncqcfxIJnXK4b4aW-g_cQrFEZ68Y" target="_blank" rel="noopener noreferrer nofollow"><span><b>Try TabPFN today.</b></span></a></p></td></tr></table></td><td width="12" style="line-height:1px;font-size:1px;width:12px;"> </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 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" class="bb" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" class="bb" style="width:670px;"><img src="https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80,width=1920,height=3840/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 0px 0.0px 0px;box-sizing:border-box;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style="table-layout:fixed;"><tr><td width="10" style="line-height:1px;font-size:1px;width:10px;"> </td><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style="table-layout:fixed;"><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:#3593ff;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%;"><b>What’s trending on socials and headlines</b></h2></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:0px;border-color:#222222;border-left-width:1px;border-right-width:1px;border-style:solid;border-top-width:0px;padding:0.0px 0px 0.0px 0px;box-sizing:border-box;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style="table-layout:fixed;"><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" class="bb" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" class="bb" style="width:670px;"><img src="https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80,width=1920,height=3840/uploads/asset/file/069dd223-7688-4d18-907a-e34b9f5bdb31/Screenshot_2026-10-12_at_1.59.36_PM.jpg?t=1791793802" alt="" height="auto" width="670" style="display:block;width:100%;" border="0"/></td></tr><tr><td align="left" valign="top" class="t bb" style="width:670px; padding: 4px 4px 4px 4px;"><p>Meme of the day.</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 0px 10.0px 0px;box-sizing:border-box;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style="table-layout:fixed;"><tr><td width="10" style="line-height:1px;font-size:1px;width:10px;"> </td><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style="table-layout:fixed;"><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;"><b>Sharp Funnel</b>: Andrej Karpathy claims only about 5,000 people know what frontier AI actually looks like. His <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.NH9KF4GoWlrG6bVA-B2EJc5HI2THLgeYmsOoM5E0hcG4gImP18pSBaZHV1RMsEZvK3y31nDX8OUShCVkebomqSDqqmC54cChI15Q4MKcn4RYvv1bfl8b3KCV1fXIaSnTSwI8uoBgXe3Ae58pwOkdpeGqkukv_gX4UERIaRSXxTXAAwdZUfUKmsEV97eRTfTdHZ5EHzW-Qykyu0LCWFppijgOeDtVPhEwE35x1PS2mcGmodOY-JpZT8RLZ1gZHzpT3JB7m0rpPPsi51YOPoC_YzaGkeVEqzXIYM2GjASNlFg/4ut/SUEkcRqiQ6SibqZZykH4uw/h22/h001.1x8AhnmW66PCQlv6KlLqCFoJt-0eNboNxu7CDlt1ek0" target="_blank" rel="noopener noreferrer nofollow"><span>full post</span></a> reveals what’s really happening inside AI labs (3.6M views). </p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"><b>False Heroes</b>: Management often celebrates the developer who ships fastest. A senior dev’s post <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.NH9KF4GoWlrG6bVA-B2EJc5HI2THLgeYmsOoM5E0hcFwHF2LOQwQ4daqOzQzt0CUsVi6dqJmJqu2P9-CUy_cCX1QGPRjXM2xfvCtxMjZelJdafwfZJPDeQBUxNya-x2LB57fnf5JjNiuORu4fpyOh6y66757KnHCSfXi4unrp3X7u60uFU7GfxoUcPOTqf4g0QRiSpArZyk_yIuEExsqyAlIZwigfklUokPEy7zgqrnNJbwvvN85dkwwzrk2-xruEvhIiN8t9pfQC2DfVIHWgyYqrzpuSTlIPErp1V4tiO0/4ut/SUEkcRqiQ6SibqZZykH4uw/h23/h001.E6uI-1WMc6q8SVv4C13uwguDwQ4dFNUHSnl4X0czan8" target="_blank" rel="noopener noreferrer nofollow"><span>explains why</span></a> they’re rarely the real heroes (3.3K likes). </p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"><b>Slop Defense</b>: A SpaceXAI engineer claims 99% of developers can’t even recognize good code, let alone write it. <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.NH9KF4GoWlrG6bVA-B2EJc5HI2THLgeYmsOoM5E0hcFwE7vPIq6fsJunOIbhZix0Q_7ndvi9o79Nv8k6ftAkUDgz4PvUF5GeRksc0PLs6xMrDy-kTdnyVYW4v2a2vrv8sITuPPtDAcA1owF5AOwc6x2IWHJc8fCrMB7dgJzoOfE48f6s1F-9TI4o4h9HvyT6kQbAJax71t6iOqWB3uaN3zUC-ZUK_hyuDXQ8RoJSvMI5aoHpUQVKngg7nHhmghEaTS39I7IFM97RGMezzf0EE_sWoNwuLEZQdgYNtRmCw-A/4ut/SUEkcRqiQ6SibqZZykH4uw/h24/h001.BN2U56BngQ9v0BDIwdVL-t9E7AQp9ANs21HzSBhQ-6Q" target="_blank" rel="noopener noreferrer nofollow"><span>She reveals</span></a> AI slop isn’t the real problem (565K views). </p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"><b>Agent Arsenal</b>: Veteran engineer Bob Martin open-sourced 6 agent-built tools, and he recommends <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.NH9KF4GoWlrG6bVA-B2EJc5HI2THLgeYmsOoM5E0hcHPCUtYeD8ZL3SgNpHwdfTkiSsPZQM7_eq4carACLmUj0RsDIoRk7v_pY0XTaGyMj7QJN0T2UaYO5u6xU7OLxSx_2zt143RIyThj3k8l8pu-lAZtoz15Vu_ClLOvp-ycc46rGjWzLZSCIU0XH7ypwNWqk7owz32hbOKImA3vwQmAw_XOY5jExqMZTU_08yEW-a2zQsaQ9lUKcBrZUx4VyWDeB7Fp6Td1K9lgN64o8bLadI8RyNCJq6zLh3wAYkV0ks/4ut/SUEkcRqiQ6SibqZZykH4uw/h25/h001.8P-L6C5uOPJoLOqmZmHFLGjj0iDDI45y0T_ltVCkngM" target="_blank" rel="noopener noreferrer nofollow"><span>a smarter way</span></a> to use them rather than running them directly (2.8K likes). </p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"><b>Safety Split</b>: Microsoft CEO Satya Nadella and White House AI advisor David Sacks say the most trustworthy AI system is the one you trust the least. <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.NH9KF4GoWlrG6bVA-B2EJc5HI2THLgeYmsOoM5E0hcEi-DQHH79FKOfyHeGNW44BsNuw-7QvwzHlXebznji4rGWBsO50Xw-btDACbWZzNyEF3jNRISyYYFdi1Fp-1hegXQYJwvzNa-ICgCs4Z2dfRdAcdyjI0FPKKxNxK7Cq7pJRZTKtvE7KpwbIXH94BXb-PASOOQya3LbSLMQh9916wxZBg-Je4j-hDsV7rp1vdP1_3n7gKjkHGz7liouPuU4urbru6kjZyAdbRkcgLKpLPnXQo-0eb1zqXcBGk_cTJ4c/4ut/SUEkcRqiQ6SibqZZykH4uw/h26/h001.mnLl6A12o2A9WjhdFasKD-SxvoBZS1ogIbkd6At26hw" target="_blank" rel="noopener noreferrer nofollow"><span>Here’s why</span></a> (8.2K likes). </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%;"><b>Fun Projects to try</b></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;"><b>Paper Tutor</b>: A developer works math problems on paper while ChatGPT gives instant feedback. His <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.NH9KF4GoWlrG6bVA-B2EJc5HI2THLgeYmsOoM5E0hcEyVMzDsnkae0St-3_-UfQby8iW27Vpk-XDbZGvFfcEjfyMmUWvT8GGlavv7cxj6E0rQOwXZUxqVcZB5rPnadvBgUE5Nxo3iZDAKYys9EUULMyostHgjCo2Ml4vhyF8lw3FeHGWzd0mnx59XXdsm9ic6LZGObjnTiuvdoEqua5Wz_OzHDodQhTFw8TwFAlL0fOa1rqqpdmp5zukMXwyezidMMjmQkScXAafSjFo6Uh3N555Nmvfl8aFqE7IJt_9Dos/4ut/SUEkcRqiQ6SibqZZykH4uw/h27/h001.Y5EPE18ggszTDixldgRm7nBrPiXZ1e5RKj8nMvyyEZA" target="_blank" rel="noopener noreferrer nofollow"><span>desk setup</span></a> has got devs obsessed (11K likes). </p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"><b>Codex Parenting</b>: A VC <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.NH9KF4GoWlrG6bVA-B2EJc5HI2THLgeYmsOoM5E0hcGVwHbtRUOvD_OXtL1xYSmwfpqVN5gYwP8n6dQ8zhzMMBI22dDOPorIxW1J1VCh5DRneZevTBHER1QHEKfBo3rvBK2wEOXPLfCL9hfgQJ7iY0aBXx6T1lWX9LJObNjcjE7XxAuEgUuuW4Ga8jyvfnO5aQXUAHxBLkiqasgv-VmjDU4ZF_QQBTgQN66HQnNODCJtjj2vHj9c1MBBVErWj04Dh9vX8J7DVVV9n3g1wxKO_p1gOgFVkPypQzTz-gqIzbE/4ut/SUEkcRqiQ6SibqZZykH4uw/h28/h001.S2emY3d1uPsPbh6zeAlCQ3GithzMs4TmQ2GfLc2WK9Q" target="_blank" rel="noopener noreferrer nofollow"><span>built an app</span></a> that auto-pauses the TV whenever his daughter sucks her thumb. The whole thing runs on OpenAI’s new Decisions API (1.2K likes). </p></li></ul></div></td></tr></table></td><td width="10" style="line-height:1px;font-size:1px;width:10px;"> </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" class="bb" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" class="bb" style="width:670px;"><img src="https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80,width=1920,height=3840/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 0px 0.0px 0px;box-sizing:border-box;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style="table-layout:fixed;"><tr><td width="10" style="line-height:1px;font-size:1px;width:10px;"> </td><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style="table-layout:fixed;"><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:#3593ff;font-family:Eczar,Lora,'DejaVu Serif',Georgia,serif;"><b>TOP & TRENDING RESOURCES</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></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 0px 0.0px 0px;box-sizing:border-box;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style="table-layout:fixed;"><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" class="bb" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" class="bb" style="width:670px;"><a href="https://link.mail.beehiiv.com/ss/c/u001.AtRzLqL3EQmRcf6rV4XqurfUThgThGIbYFq2GU1iJjwNXdDXVG_ZWaqDgGuH5HFUDfQ4E7PKSonnYjoLA3j-Au2vGdCwadLtnU3otBPFgxEXoteRAaHxPbO4euPJ0ZTVU-rcMPjBZrR56n-Ss35fqnmxjh4RB4-ghK4BZBh6F6wD9ddc0KvE_9LmZ6PqalK3iL_c7QhosOW3l8cA5MPAZeF7RaIvsHomeb0JwESkCisAfTJiEDlMvSEWeUwksp49okL71Zl_RiDlttse2P4gYg/4ut/SUEkcRqiQ6SibqZZykH4uw/h29/h001.Jvm2uiFABNj5R4y6g2qoR5x67PWAbkJUZ9D11PnyrGY" 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,width=1920,height=3840/uploads/asset/file/bc2045c2-99e2-4fe2-8497-a8ced23b5dc9/Thumbnail__39_.jpg?t=1791792927" alt="" height="auto" width="670" style="display:block;width:100%;" border="0"/></a></td></tr><tr><td align="left" valign="top" class="t bb" style="width:670px; padding: 4px 4px 4px 4px;"><p>Click here to watch the tutorial.</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 0px 10.0px 0px;box-sizing:border-box;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style="table-layout:fixed;"><tr><td width="10" style="line-height:1px;font-size:1px;width:10px;"> </td><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style="table-layout:fixed;"><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%;"><b>Top Tutorial</b></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%;"><a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.AtRzLqL3EQmRcf6rV4XqurfUThgThGIbYFq2GU1iJjwNXdDXVG_ZWaqDgGuH5HFUDfQ4E7PKSonnYjoLA3j-Au2vGdCwadLtnU3otBPFgxEXoteRAaHxPbO4euPJ0ZTVU-rcMPjBZrR56n-Ss35fqnmxjh4RB4-ghK4BZBh6F6wD9ddc0KvE_9LmZ6PqalK3iL_c7QhosOW3l8cA5MPAZYtOmqDOi0GvSispPpimZCEO3e5Ag3A7SSi47wqYjRYZKKSB3nRj62vhdnJTlVREZQ/4ut/SUEkcRqiQ6SibqZZykH4uw/h30/h001.Q2TDYcZF9kES9yYkWc0NJ9Ycn5HIOloJE-qCupOZ6As" target="_blank" rel="noopener noreferrer nofollow"><span><b>How a Meta engineer makes better coding decisions:</b></span></a> This tutorial is about keeping simplicity as your north star, whether you’re writing the code or an agent is. You’ll learn how to spot when you’re patching symptoms instead of fixing the underlying design, make better technical trade-offs, and give agents guidance without burying them in rules. </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%;"><b>Top Repo</b></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%;"><a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.yBywWjiZ7oCsTrXLmaNhktfirwxsaOPyZGE-rODk7pSlK8KKhiRmyBSognBgnKs5yD9tt6nItHw6BmrLQMcpG06RtfyYyneJgyUz1YiyK5rHkKOGnq5-C0fD_Z2rW3NTsJIEBXIDCV9mdMcv0e1me0nbpl6wZOaWjYvyMXjHQ41vDcOkwERl8CXfWQ-jM8DKySaZ4oTfGVcQ1uxlIjN3K_U-Hzr6SAdIwV1LLHejYoBsZwPoippsxsSFy05_O6XLAooYm9lmWYFnq3qEks8U5Q/4ut/SUEkcRqiQ6SibqZZykH4uw/h31/h001.dlwW4sQufhEoxGpoip8-wiauTQpPO2_gXhiLOtqlvVk" target="_blank" rel="noopener noreferrer nofollow"><span><b>Insomnia (1k ⭐):</b></span></a> Keep your Mac awake while your coding agents work, without leaving it running forever. Set a timed session from the menu bar, and Insomnia can keep agents going even with the lid closed while watching battery and temperature and trying to restore everything when the session ends. </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%;"><b>Trending Cookbook</b></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%;"><a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.kro7WBsAmEsY5mGgiUDePV3PBOVROoG9niyZ0FY7lxmzVRZ-C8QbV1fetZ6Nrbxklqlz6ZE8K-FP8I3rdMoQUlSgzhkNtzyh2Kos8yzHGJaiOL3oQtIA1Erb06op2N-W-IyRs8KVBq3u7uDlgOTH-Ls79fFtAnvx4ytzov4O1MEG2YW1CkFRzQh242E5vZs7LsEtd7YnpbX3Zwai7Z3llW7NZDIOnnLN0bULks6LIrZE77yvaJtFCqPGvFOX1n6sqOMXRJLaoaIp0YpypLfxsg/4ut/SUEkcRqiQ6SibqZZykH4uw/h32/h001.Sw208GLmlJEPjev2NUrjNzaFYT2nHUxsTdzU06OylJM" target="_blank" rel="noopener noreferrer nofollow"><span><b>How to run ongoing work with Claude Projects (by Anthropic):</b></span></a> This guide shows how to give Claude a stream of related tasks and let it coordinate the work across parallel threads. You’ll learn how to share repos, instructions, and memory once, let each thread work on its own branch, mix cloud and local sessions, and come back later to see what’s ready for review or waiting on you. </p></td></tr></table></td><td width="10" style="line-height:1px;font-size:1px;width:10px;"> </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" class="bb" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" class="bb" style="width:670px;"><img src="https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80,width=1920,height=3840/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 0px 0.0px 0px;box-sizing:border-box;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style="table-layout:fixed;"><tr><td width="10" style="line-height:1px;font-size:1px;width:10px;"> </td><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style="table-layout:fixed;"><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:#3593ff;font-family:Eczar,Lora,'DejaVu Serif',Georgia,serif;"><b>AI CODING HACK</b></span></h5></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 0px 10.0px 0px;box-sizing:border-box;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style="table-layout:fixed;"><tr><td width="10" style="line-height:1px;font-size:1px;width:10px;"> </td><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style="table-layout:fixed;"><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%;"><b>How to reverse engineer any app with Claude Code</b></h2></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%;"> An AI builder <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.NH9KF4GoWlrG6bVA-B2EJc5HI2THLgeYmsOoM5E0hcGTJxSReKHOPJQtNGuhLeZwX8xzfYR75KUFYxEVQn3yLizgsDyo8qZEdyDtmA7OL3pjTjIDVsO9LaK_Ly0QtDtPE90N7Gbm-PfZVXva1buZbmExe356adBgJ_1zS9qJfNBvYpVtwKixW8a3awKKvVt9Bm_4xAoAwQ3UlOk_P2Hzyau2uJq3x49sof0UTLE-AF1-PxxL-crIWdguOPENzHcaRrTQd5JAHWLP60fBy0SrSJo14K5XbwNVFsSZxHH04-c/4ut/SUEkcRqiQ6SibqZZykH4uw/h33/h001.QyZZKSAgzFJSpTSWytlx50iIJQqOzfIxEn9srT1mBZU" target="_blank" rel="noopener noreferrer nofollow"><span>shared</span></a> REA (Reverse Engineer Anything), an open-source toolkit that hit #1 on GitHub’s daily trending. It gives Claude Code or Codex the tools to take apart desktop apps, websites, and Android apps, then help you build your own version of a feature. </p></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;"><b>Step 1:</b> Install it and pick your agent when prompted: </p></li></ul></div></td></tr><tr><td style="padding:0px 0px;"><pre style="background:#282828;border-radius:10px;color:#FFFFFF;line-height:1.5;overflow-wrap:break-word;padding:16px;white-space:pre-wrap;word-break:break-word;"><code>npx rea-agents setup</code></pre></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;"><b>Step 2:</b> Restart your agent, then send this prompt: </p></li></ul></div></td></tr><tr><td style="padding:0px 0px;"><pre style="background:#282828;border-radius:10px;color:#FFFFFF;line-height:1.5;overflow-wrap:break-word;padding:16px;white-space:pre-wrap;word-break:break-word;"><code>Use REA to investigate how [app]'s [feature] works. Confirm it's my own software, open source, or allows reverse engineering before starting. Identify the program type, back every finding with evidence (file, function, address), and keep observations separate from guesses. Then propose the minimum pieces I'd need to build my own version — plan first, code after I approve.</code></pre></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%;"> Claude works down layer by layer and cites where each finding comes from. Stick to your own apps, open source, or software whose terms permit it. </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%;"><b>P.S.</b> Get 50+ AI coding hacks for Claude Code, Cursor, and Codex <b><a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.nWZojHskIfWq5w8Zm9qW7smScni7E9ePvR5sqx4-vEiglOWRMeDsil32Ti-GRoZXLiiZjeQGvMNABBOXf-JG_S9KI2PYJAGJz_C-9m04GiKLCBnK4C4b4DyLOqzbpejWgxSzZbx8y6Hcsui1UyoUa9JVSr1reRDuUl2Ma3qqi3FK85KdmTlpiVW6ocVgh1GNc22KXS1-qBJfWt_arbDvKHhsnQvSOvN30GEHMVk3z3u7Tsk-InShwrl6x0ARIQzD/4ut/SUEkcRqiQ6SibqZZykH4uw/h34/h001.EBA3rEY5D71ccvG8W39zlW2xn21PKqx3laVF2i5JCz4" target="_blank" rel="noopener noreferrer nofollow"><span>here</span></a></b>. </p></td></tr></table></td><td width="10" style="line-height:1px;font-size:1px;width:10px;"> </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" class="bb" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" class="bb" style="width:670px;"><img src="https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80,width=1920,height=3840/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 0px 0.0px 0px;box-sizing:border-box;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style="table-layout:fixed;"><tr><td width="10" style="line-height:1px;font-size:1px;width:10px;"> </td><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style="table-layout:fixed;"><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:#3593ff;font-family:Eczar,Lora,'DejaVu Serif',Georgia,serif;"><b>IN CASE YOU MISSED IT</b></span></h5></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 0px 10.0px 0px;box-sizing:border-box;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style="table-layout:fixed;"><tr><td width="10" style="line-height:1px;font-size:1px;width:10px;"> </td><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style="table-layout:fixed;"><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="background-color:#ffffff;border-radius:0.25em;padding:0.125em 0;color:inherit;box-decoration-break:clone;-webkit-box-decoration-break:clone;"><span style="font-family:inherit;font-size:18px;font-weight:600;"><b>Our most-clicked story from Friday</b></span></span></h2></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%;"> A developer hated planning his wedding with spreadsheets and Figma. A year later, he built a 3D planning tool, and <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.NH9KF4GoWlrG6bVA-B2EJc5HI2THLgeYmsOoM5E0hcF7UJ0snt3Cb0IN4haOHiHklguy7PjeWOpLPzHlVjUvRmCcTfUvbcMp8HxaL9F8UrmXgU-BqNwk6qwfL5Tr8rJo7vK41rBzTsKAuj9cm-M-28ZRauSgJknOcpFUvZWDUIRZywoNRnfuV6R4_sgWLQ8nZ1m0jQUij2VEmudiRk8odGAqXP8yR7Ajpp5fMPkRYix88uhm35i_umwPVw8vqpSSxEopQj789-mIsUuuZd_wvSKz0N7q6whnoOCPsTpnh14/4ut/SUEkcRqiQ6SibqZZykH4uw/h35/h001.T3ogICBzTanNLKh5W9CPpabi0bLfSqBpbMahFb4_kAc" target="_blank" rel="noopener noreferrer nofollow"><span>the demo</span></a> is seriously impressive. </p></td></tr></table></td><td width="10" style="line-height:1px;font-size:1px;width:10px;"> </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 0px 8.0px 0px;box-sizing:border-box;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style="table-layout:fixed;"><tr><td width="8" style="line-height:1px;font-size:1px;width:8px;"> </td><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style="table-layout:fixed;"><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="background-color:#f1ff00;border-radius:0.25em;padding:0.125em 0;color:inherit;box-decoration-break:clone;-webkit-box-decoration-break:clone;"><b>Grow customers & revenue:</b></span> Join companies like Google, IBM, and Datadog. 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Follow image link: (https://blogs.oracle.com/developers/what-is-context-engineering-the-four-operations-that-decide-whether-your-agent-survives-production?source=:ad:nw:op:awr:a_emea::RC_DEVT260603P00041:TheCode&SC=:ad:nw:op:awr:a_emea::RC_DEVT260603P00041:TheCode)
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**Welcome back.** A lot happened over the weekend. Microsoft rolled out a new decision model, but fresh competition is already here. The developer behind the Adobe app clones just targeted Microsoft Office, shipping his own versions of Word, Excel, and PowerPoint.
**Also: **Andrej Karpathy shares what’s really happening inside AI labs, why management often celebrates the developer who ships fastest, and an app to help your kid break their thumb-sucking habit.
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### **Today’s Brief**
* Why AI will replace just 5% of human work this decade
* Using ChatGPT as a real-time teacher (fun project)
* How to make better coding decisions (tutorial)
* Run ongoing work with Claude Projects (cookbook)
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##### **TODAY IN PROGRAMMING**
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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/71a07453-ef83-4029-b3ea-fce41da26a16/Thumbnail__38_.jpg?t=1791789492)
Follow image link: (https://archive.codenewsletter.ai/2108627923888754862)
Caption: Click to watch how Microsoft’s new decision model works.
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**Microsoft joins the decision model race:** The tech giant just launched [Microsoft-Decision-1](https://commandline.microsoft.com/microsoft-decision-1-model-foundry/), building on Alibaba's Qwen model with a 32K token context window. The model scores a fixed set of options and assigns each a calibrated probability. Microsoft claims it beat a 36-benchmark comparison with 83.5% accuracy while running 35x faster than GPT-6 Sol. Rival H2O AI has already pushed back on that [speed claim](https://huggingface.co/h2oai/h2o-lightning-4b), questioning how Microsoft measured competitor latency. Microsoft set pricing at $0.042 per million input tokens with no output charge. Try it [here](https://ai.azure.com/catalog/models/Microsoft-Decision-1).
**Solo developers are using AI to clone big tech software:** The developer who [cloned](https://archive.codenewsletter.ai/2107497028494450775) seven Adobe apps is back, this time taking on Microsoft Office. Using Claude Opus 5.5, he built and shipped WordCraft, GridCraft, and DeckCraft: open-source [Rust clones of Word](https://startupfortune.com/developer-builds-free-open-source-clones-of-word-excel-and-powerpoint/), Excel, and PowerPoint. Meanwhile, another developer launched [DigUp](https://www.reddit.com/r/LocalLLaMA/comments/1x2eeds/opensource_mac_app_that_runs_embeddinggemma_2/), a Mac app that runs Google's new EmbeddingGemma 2 locally to [search files](https://archive.codenewsletter.ai/2109044337367540102) by meaning. While these tools do not match legacy suites yet, they show how far a single developer can get with AI.
**AI companies ask Qualcomm for 100B-parameter models on phones:** The chipmaker’s CEO, Cristiano Amon, says AI firms want phones running models with at least 100B parameters nonstop by 2028. His bet is that agents tapping your apps and personal context will finally give people a reason to upgrade. The hard part is fitting that model in your pocket. At 4-bit, a 100B model needs about 50GB of RAM for its weights, roughly triple what most flagships carry. For now, distilled models remain the realistic option. Watch the [interview](https://sources.news/p/qualcomm-ceo-ai-phone).
----------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)
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##### **PRESENTED BY ORACLE**
## [Where Multi-Step Agents Fail in Production](https://blogs.oracle.com/developers/what-is-context-engineering-the-four-operations-that-decide-whether-your-agent-survives-production?source=:ad:nw:op:awr:a_emea::RC_DEVT260603P00041:TheCode&SC=:ad:nw:op:awr:a_emea::RC_DEVT260603P00041:TheCode)
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Follow image link: (https://blogs.oracle.com/developers/what-is-context-engineering-the-four-operations-that-decide-whether-your-agent-survives-production?source=:ad:nw:op:awr:a_emea::RC_DEVT260603P00041:TheCode&SC=:ad:nw:op:awr:a_emea::RC_DEVT260603P00041:TheCode)
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At step 1, an agent is told no refunds without a human. By step 22, the history gets summarized and [the rule disappears](https://blogs.oracle.com/developers/what-is-context-engineering-the-four-operations-that-decide-whether-your-agent-survives-production?source=:ad:nw:op:awr:a_emea::RC_DEVT260603P00041:TheCode&SC=:ad:nw:op:awr:a_emea::RC_DEVT260603P00041:TheCode). At step 38, it approves the refund and reports that it followed policy.
Agents fail because the right information isn’t in front of them at the right moment, not because the model is wrong. [A bigger context window won’t fix it](https://blogs.oracle.com/developers/what-is-context-engineering-the-four-operations-that-decide-whether-your-agent-survives-production?source=:ad:nw:op:awr:a_emea::RC_DEVT260603P00041:TheCode&SC=:ad:nw:op:awr:a_emea::RC_DEVT260603P00041:TheCode), since models accept far more tokens than they can use reliably. Learn how to compress context without losing critical information.
[**Explore Context Engineering**](https://blogs.oracle.com/developers/what-is-context-engineering-the-four-operations-that-decide-whether-your-agent-survives-production?source=:ad:nw:op:awr:a_emea::RC_DEVT260603P00041:TheCode&SC=:ad:nw:op:awr:a_emea::RC_DEVT260603P00041:TheCode)
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Caption:
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##### **INSIGHT**
## **A Nobel economist on why AI will replace just 5% of human work this decade**
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Caption: ==_Source: The Code, Superhuman_==
--------------------
**A smaller number than the hype.** If you’ve been bracing for AI to write you out of a job, Nobel economist Daron Acemoglu has a smaller number: about 5% of human tasks over the next decade. Microsoft AI CEO Mustafa Suleyman just [spotlighted](https://archive.codenewsletter.ai/2107475087075197239) the forecast from _The Humanist Review_, Microsoft AI’s new magazine. Acemoglu’s bigger worry is that replacement fear, shared by 52% of Americans, is steering the industry toward the wrong kind of AI.
**The gains haven’t shown up yet.** AI’s productivity boom still hasn’t landed in the statistics. Most firms using it see little gain, and engineers can spend plenty of time debugging the code it churns out. Acemoglu expects about 1.5% added to GDP over a decade. Electricity was slow too. New York and London had power stations by 1881, but only about half of factories and homes used it by the 1920s. AI may be slower still, since companies must reorganize around it.
**The last 1% does the damage.** A system that’s right 99% of the time sounds ready to ship. Acemoglu argues the remaining 1% is where full automation falls apart, as anyone who has chased a production edge case knows. He also says making AI think like a human is the wrong target. The two work differently, so the bigger payoff comes from pairing them.
**The case for a sidekick.** Instead, he advocates for pro-worker AI: tools that help people do their jobs better, which developers can build today. But incentives reward replacement. The US taxes labor at over 25% and capital at close to zero, effectively subsidizing automation. His most direct appeal is to the people writing the code: if enough developers and engineers made it their priority, he argues, plenty of these tools would follow. You can read the full essay [here](https://humanistreview.ai/issue-1/acemoglu-ai-replace-workers/).
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Caption:
----------
##### **PRESENTED BY PRIOR LABS**
## [Get predictions in seconds, not weeks](https://priorlabs.ai/tabpfn?utm_source=thecode&utm_medium=paid-newsletter&utm_campaign=tabpfn3p5-launch)
--------------------
View image: (https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/67d2b378-e171-49c3-87dc-e572a82c1e20/PriorLabs-TheCode-TabPFN-CTA.png?t=1791571128)
Follow image link: (https://priorlabs.ai/tabpfn?utm_source=thecode&utm_medium=paid-newsletter&utm_campaign=tabpfn3p5-launch)
Caption:
--------------------
How much of your week disappears before you get to a useful prediction?
[TabPFN-3.5](https://priorlabs.ai/tabpfn?utm_source=thecode&utm_medium=paid-newsletter&utm_campaign=tabpfn3p5-launch) gets you from tabular data to strong predictions in seconds, without weeks of model training and tuning.
It ranks #1 across tabular benchmarks, from TabArena to BeyondArena, ahead of every classical and foundation model.
Published in Nature. Open-source. 4M+ downloads.
[**Try TabPFN today.**](https://priorlabs.ai/tabpfn?utm_source=thecode&utm_medium=paid-newsletter&utm_campaign=tabpfn3p5-launch)
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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/069dd223-7688-4d18-907a-e34b9f5bdb31/Screenshot_2026-10-12_at_1.59.36_PM.jpg?t=1791793802)
Caption: Meme of the day.
--------------------
* **Sharp Funnel**: Andrej Karpathy claims only about 5,000 people know what frontier AI actually looks like. His [full post](https://archive.codenewsletter.ai/2109361546505966046) reveals what’s really happening inside AI labs (3.6M views).
* **False Heroes**: Management often celebrates the developer who ships fastest. A senior dev’s post [explains why](https://archive.codenewsletter.ai/2108985674657362080) they’re rarely the real heroes (3.3K likes).
* **Slop Defense**: A SpaceXAI engineer claims 99% of developers can’t even recognize good code, let alone write it. [She reveals](https://archive.codenewsletter.ai/2109110547824378140) AI slop isn’t the real problem (565K views).
* **Agent Arsenal**: Veteran engineer Bob Martin open-sourced 6 agent-built tools, and he recommends [a smarter way](https://archive.codenewsletter.ai/2108914390980342164) to use them rather than running them directly (2.8K likes).
* **Safety Split**: Microsoft CEO Satya Nadella and White House AI advisor David Sacks say the most trustworthy AI system is the one you trust the least. [Here’s why](https://archive.codenewsletter.ai/2109004929943695870) (8.2K likes).
———————————————————————————
### **Fun Projects to try**
* **Paper Tutor**: A developer works math problems on paper while ChatGPT gives instant feedback. His [desk setup](https://archive.codenewsletter.ai/2108675665373589841) has got devs obsessed (11K likes).
* **Codex Parenting**: A VC [built an app](https://archive.codenewsletter.ai/2109015629177172215) that auto-pauses the TV whenever his daughter sucks her thumb. The whole thing runs on OpenAI’s new Decisions API (1.2K likes).
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##### **TOP & TRENDING RESOURCES**
--------------------
View image: (https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/bc2045c2-99e2-4fe2-8497-a8ced23b5dc9/Thumbnail__39_.jpg?t=1791792927)
Follow image link: (https://www.youtube.com/watch?v=jYCvybXPS4s)
Caption: Click here to watch the tutorial.
--------------------
### **Top Tutorial**
[**How a Meta engineer makes better coding decisions:**](https://www.youtube.com/watch?v=jYCvybXPS4s) This tutorial is about keeping simplicity as your north star, whether you’re writing the code or an agent is. You’ll learn how to spot when you’re patching symptoms instead of fixing the underlying design, make better technical trade-offs, and give agents guidance without burying them in rules.
———————————————————————————
### **Top Repo**
[**Insomnia (1k ⭐):**](https://github.com/krishhgg/Insomnia) Keep your Mac awake while your coding agents work, without leaving it running forever. Set a timed session from the menu bar, and Insomnia can keep agents going even with the lid closed while watching battery and temperature and trying to restore everything when the session ends.
———————————————————————————
### **Trending Cookbook**
[**How to run ongoing work with Claude Projects (by Anthropic):**](https://code.claude.com/docs/en/claude-projects) This guide shows how to give Claude a stream of related tasks and let it coordinate the work across parallel threads. You’ll learn how to share repos, instructions, and memory once, let each thread work on its own branch, mix cloud and local sessions, and come back later to see what’s ready for review or waiting on you.
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Caption:
----------
##### **AI CODING HACK**
--------------------
## **How to reverse engineer any app with Claude Code**
An AI builder [shared](https://archive.codenewsletter.ai/2109297975013081587) REA (Reverse Engineer Anything), an open-source toolkit that hit #1 on GitHub’s daily trending. It gives Claude Code or Codex the tools to take apart desktop apps, websites, and Android apps, then help you build your own version of a feature.
* **Step 1:** Install it and pick your agent when prompted:
```
npx rea-agents setup
```
* **Step 2:** Restart your agent, then send this prompt:
```
Use REA to investigate how [app]'s [feature] works. Confirm it's my own software, open source, or allows reverse engineering before starting. Identify the program type, back every finding with evidence (file, function, address), and keep observations separate from guesses. Then propose the minimum pieces I'd need to build my own version — plan first, code after I approve.
```
Claude works down layer by layer and cites where each finding comes from. Stick to your own apps, open source, or software whose terms permit it.
**P.S.** Get 50+ AI coding hacks for Claude Code, Cursor, and Codex **[here](https://hackbook-chi.vercel.app)**.
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Caption:
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##### **IN CASE YOU MISSED IT**
--------------------
## ==**Our most-clicked story from Friday**==
A developer hated planning his wedding with spreadsheets and Figma. A year later, he built a 3D planning tool, and [the demo](https://archive.codenewsletter.ai/2108188866523943272) is seriously impressive.
--------------------
==**Grow customers & revenue:**== Join companies like Google, IBM, and Datadog. Showcase your product to our 350K+ engineers and 150K+ followers on socials. [Get in touch.](https://www.passionfroot.me/the-code)
———————————————————————————
### **Whenever you're ready to dive deeper**
We put together a few guides on coding agents, agentic engineering, and leadership frameworks to help you level up in your career. **[Browse all our guides.](https://codenewsletter.ai/guides)**
———————————————————————————
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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