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🚀 Moonshot open sources Kimi K3
Tue, 28 Jul 2026 14:04:53 GMT
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Selected Message
From: "The Code" <thecode@...
To: [email protected]
Date: Tue, 28 Jul 2026 14:04:53 GMT
Subject: 🚀 Moonshot open sources Kimi K3
To: [email protected]
Date: Tue, 28 Jul 2026 14:04:53 GMT
Subject: 🚀 Moonshot open sources Kimi K3
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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 fine-tune any AI model locally  ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ </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> July 28, 2026 | <a data-read-online-tooltip="true" href="https://link.mail.beehiiv.com/ss/c/u001.kro7WBsAmEsY5mGgiUDePbOdMF_BvViPt7FxYKgxL9tSJMW8Gh41i3h8xZRQdHEMAkVwoQRCgRjIeA-HDKaSsqEsy-QqjMqE7qVTTpTfty54Kyoe4YSHMM4h_KbPTWCqyuGFuSNLtEpQAg3VGXu87pMrJoBOV7_0DUMFvgvrEj2SasNoSYrMiVKs82Ew_fS8yJ2RPw4JyLua0c7GnhQuSAEQPS4FsjzzjrLUC2mVB-Kpoh9EILzSFofeNlVMElOO9WvXOHDdprKUW0_nkbPIkPIY5ryh6Zrf_P7pm4CyORQ20Y_lJDd2TpGPFHx1gChNXXx0V5-qyb8wOjE5BIddSvBIudzv4BMVWj9dIZkVC8NODjwW9862d_tD12v3fC0Ih_c4byOykuHNcPbNezCe4_yAFg5DyALiukKZlzZuir39Rn3pLRO3TqWCKQd2vldYTO6AiTg7oFiwwA5NmW-Kzuk3MmbBI85MQxYEEN2LIBU_3Pp-jDDqzhq-EQg3haFI5zJU9WpKI-pUsO1smZ6z9iBcS0Oou4lEg54fSNfo-6CR6z8SMz6Czxq8uqO_rrVxf3ddl0BOaM72swh_XYfY2gWYikquDZVV5zSUf9q0G3lDqKMc6VFiAA7oOYvnlVEVbU2bPBD7vFYe87D6rUSfuD7wT4xRcnI2ZqMP8yJh-Zbb5eiDC4yehfzDgD83f9c8UQ2IytQegu8WayfHs5VoSu5srzNLbEMEuhyetm8Hr9IhP9VEWcJGY109OHCthwpPw2D2-S66iDeNqSzawtDEgHbF3mhlZo_vM3stt_v_DXYuNNmXYbab7txuYLYLwQhpj2-n-0fP6oK-4o8O-DHoZcgdPdqOYvFB-K5fNr8UQnE/4sp/0KFp6P04SwSDOpQ_JBy4QA/h0/h001.dy8eQUPdL8pT9CR8pc0_mXI7rl30oA-JV23OSVOofpQ">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/4sp/0KFp6P04SwSDOpQ_JBy4QA/ho.gif" alt="" width="1" height="1" border="0" style="height:1px !important;width:1px !important;border-width:0 !important;margin-top:0 !important;margin-bottom:0 !important;margin-right:0 !important;margin-left:0 !important;padding-top:0 !important;padding-bottom:0 !important;padding-right:0 !important;padding-left:0 !important;"/> </div></td></tr></table></div></td></tr><tr id="content-blocks"><td class="email-card-body" align="center" valign="top" style="padding-bottom:0px;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" align="center"><tr><td align="center" valign="top" style="padding-bottom:0px;padding-left:0px;padding-right:0px;padding-top:0px; " class="dd"><table role="none" border="0" cellspacing="0" cellpadding="0" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" style="width:670px;"><a href="https://link.mail.beehiiv.com/ss/c/u001.9ylDIu4nAQWGe8bSlkKOpCP41Hj1I-Lx5yv00vc9l4vfxOk2scK1r4KxxiVLR6kfcxIootmyUhjZYj3so9auDVoGyH9pPAK-g9sWtNux-otFAulsFm5ZaJn3RrZRTUIuJcE9ao3Y8yPM_JFnGSvqJi3_tayih-D53xj6yqDuzm_H4R7sKHz-k_DGGmQNT-LDFj4VecKHI__xlO3OyNunhAHXsSkz8aXspSRBjqD9oC4EA0QNbek-9mSpa7L42yvd0KgyYFxOjTtAOzQsnFFLvOdxECyFWjSjcpoaEvW90ms/4sp/0KFp6P04SwSDOpQ_JBy4QA/h1/h001.pm3iXM3DVGHesZQ1v3R9D_2zbJBbzQvtgOcuWvU9t0A" 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/9b6eedc4-e8be-42f4-840c-2d6d9f3c3064/Group_Wispr__4_.jpg?t=1785186615" 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 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%;"><b>Welcome back.</b> China's Moonshot just dropped the full open weights for Kimi K3. Frontier intelligence is now available to every dev — or is it? With 2.8 trillion parameters, most developers would need a small fortune to deploy it on their local setup at home. But that doesn’t mean devs don’t have a plan to put it to use. </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 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;"> How to reduce token spend </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="font-size:16px;">Building a working ‘Call of Duty’ game using Opus 5</span></p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"> Hunting 200 bugs using Codex subagents </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 fine-tune any AI model locally </p></li></ul></div></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,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 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 IN PROGRAMMING</b></span></h5></td></tr><tr><td class="dd" align="left" style="padding:0px 0px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"></p></td></tr></table></td></tr></table></td></tr><tr><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style=""><tr><td bgcolor="transparent" style="background-color:transparent;border-bottom-width:0px;border-color:#222222;border-left-width:1px;border-right-width:1px;border-style:solid;border-top-width:0px;padding:0.0px 0.0px 0.0px 0.0px;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0"><tr><td align="center" valign="top" style="padding-bottom:0px;padding-left:0px;padding-right:0px;padding-top:0px; " class="dd"><table role="none" border="0" cellspacing="0" cellpadding="0" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" style="width:670px;"><a href="https://link.mail.beehiiv.com/ss/c/u001.nWZojHskIfWq5w8Zm9qW7j30xrgPf7i8rC_I3Z1l0960bhzOTedwhA3_wWhPVvlqRMGhGsHfShXL0YoQB3rw1qNz4TwTKsCjljPbdmY-6APDUpmKKqd2bYrkbagk6RrPOxziFVDyaZJGAefymDIZO16xBc2fdNJ7DVXCYtGYCcKuqv5xHgrkTtu7yhgKZ4uu3i1zXOokZTjdEeVc2sNx62bMYV63B2T05m8FQxeOE6IO2t0r1hg5SZPhwhPAHYlUFaFAvwvAn5QZwY3uMatLGb0XsHgE1WlRx4Y4bpTJqHRdIbCJrEdXYmr_CThm1jar/4sp/0KFp6P04SwSDOpQ_JBy4QA/h2/h001.I40kUtZGE1FpSXDR5yNifyzs86J5kAdwN389CCyMzd4" 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/05463ae9-fa2e-46eb-853b-9553e91195db/Thumbnail__73_.jpg?t=1785234443" 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>Click here to grab the weights on Hugging Face.</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%;"><b>Moonshot drops Kimi K3’s open-weights that undercut frontier rivals:</b> The Chinese AI lab just released the <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.tgWOPLtqyPb9_0gOXDT9LzdPTs1b2IMzsJ5FxlYgjkwEWbTGtB5w8iDdRcpwCV5y1HLtZNDRbVDAS1-eZD3-BNpd4oiGcntJzi3_vFxNuZjR3yAt8_zzYR4UbqNi0ZKSuW119XaX1ZuBzliJh5TGsHC2AmWDj84GWGDdSbwC7E9oliY_0c5SvPRTcRKSmHF6NxlHA-hbV4vmUxbPTvcNSMz-5BzPQBNF9hGnEUbMxDgDlVo25YcoEZOGWZ6kDippvOYf_oRz0tEzLVGzSph7ltqEUbFCoN32bi0kPsZYaMEHiawZtSWg7PiyeMe04DYw28ovTdLyAJcux9Qjuv22Bg/4sp/0KFp6P04SwSDOpQ_JBy4QA/h3/h001.gO_e6lN7LcBqUvHquEGa3OEP1JXhhD9zlSquKA3zE4I" target="_blank" rel="noopener noreferrer nofollow"><span>full weights</span></a> for Kimi K3, a massive 2.8-trillion-parameter model with native visual understanding and a 1M-token context window. But at that size, most devs won't be able to run it locally. Instead, they <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.tgWOPLtqyPb9_0gOXDT9L5upQqyuVlSfTSgzhfYibZqRZ_JKULAoGJ-OqoMSbDR3-4wmHmIzA9hjKYBgYAs-WeY5mSZ_L-rHGg8694ODqmVheo-hb8ejce-e8gEfdqzCKESrf3JTm0cBPH5iZHIGJqi6jD_7c1gFLERcri8VQFKS0vZ_tU8l4M-Ithxc_wwHAyWpxRpvBan9QTPO0IY62EZzjett-5gjBtlRJhgjMhcvfCPaLP2_EkXdRaBVbkaKLSkEbyN0p1Id4yB8wOo39sqPS8X7i-z6kVLItF7W4IDSVOR6WoWl8ox7tr1ZPd_S/4sp/0KFp6P04SwSDOpQ_JBy4QA/h4/h001.XsnvVlLgGBC1v3dSY2T1S6uFGKM6hhz3aBzBwd_H5xw" target="_blank" rel="noopener noreferrer nofollow"><span>expect</span></a> providers to serve it cheap and fast, then distill it into smaller models that actually run on consumer GPUs. Still tempted? <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.ewyx0VA-ZCEh4luIETE-YnAah4kGXy0JlAjb79G50utkBP4JSIuwt9bL0olkjtRxP4JCIg4destpW9Rb5-iRbl3PAb19NgwddRt6WUiuyXZtWZkzhq3lPix0Gb7vsvNjYpQdWupZ8p8euZ69wq3mlSSXkdvv8E8ipjv_ipr-zemCGxsPoAarQ_FH3FAutfqS4E_kQNIfxZBERWGPpVV8eKTsL01irFDW2AFSl294bFWx9g_jkBu-01shdfy6P3c0My5cGwlFIubJgtLJzZdziEvFvTwPpHiJOVbawWAhIe1dC4bUIfmQ15Czlu1fUgvob7qxi4B_Q0RyIgcYwkkbuWoc7jR9feOMtLGo6D18ASE/4sp/0KFp6P04SwSDOpQ_JBy4QA/h5/h001.4gJnA_C0wf4rCCRYpHJ6IpCcHrC1hJbdGShQzhwSxXk" target="_blank" rel="noopener noreferrer nofollow"><span>See what it takes</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>Microsoft's first cyber model secures code on a budget:</b> The software giant just debuted <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.pljPPsurrJ8ITcFAp15gIY-Ulh4CK3MLJr-X0Rq8LjRzV_NYBn2SyPmVpVyTHroeMSU3M-BXSn7ayU7JomVvU8PC_DXGH-lSC27VO_uODoKZCEbf2Do457MXJJhtYM7-kny_IYCbEngdffiSkqknN2d7IiJbh5MsBeQQLPNdg4NNKj-0PUwf8Bsanb5MwAlpRapPYW4oYvrTmwL9FNimjYTv3oJHDD38A8Y-6v-j_JYNhjNusF-3oB0ec-SBgaBdoHfF5ppKSxeQSRiWkSdsapqkG8mHWjibH-PKNzPakZtkQ107itfc3PQl2NsTLKk_yiOCct41EU8OCNYqp2SSuiV14s0Qd8iFVU14a0YMw9g/4sp/0KFp6P04SwSDOpQ_JBy4QA/h6/h001.V70UQFtAQesRwUU2e8aQvlUJGwDup1ygZFICfRYl8UM" target="_blank" rel="noopener noreferrer nofollow"><span><b>MAI-Cyber-1-Flash</b></span></a> within MDASH, a multi-agent harness designed to find and fix vulnerabilities across complex codebases. The company claims it hits 96% on CyberGym, beating out Gemini, GPT, and Mythos at half the cost. The model handles routine scans on its own and only escalates the toughest 10% of tasks, finally making always-on code security affordable enough to actually use. <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.pljPPsurrJ8ITcFAp15gIfDdtlXFhMr-dEl3m8kXldysh8y4gZjyrRCsxQtE5jy0ykUSwUJT8GYZhm29HRZuPBtWRnnvqghgEZ1hhdv6YBsfuNOBmW8tRzIpQNMIlmKK4gBtT1OCZXqxWsg-4qFxE5TGhvEkEao8QolywN9eHGvy0CVp2ZRyxQibwETB5SXJU0nLpszQAYPQCjxdmxQpNPJdD930lyxem36Uu5w8YUhybsfENdCOzzEurlij4m8mfuojj8upqhmNeqdSKXFhPy69-zp5w2crty37b0MXg8huoUJnhjrN28WEr-V-Ru_8/4sp/0KFp6P04SwSDOpQ_JBy4QA/h7/h001.tVBlLvmtMC6oehUDRInWxkIMmJDcp59a7mSiT_yi5iE" target="_blank" rel="noopener noreferrer nofollow"><span><b>Get early access.</b></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>Anthropic's CEO responds to open-weights ban allegations:</b> The AI lab's CEO says Anthropic has "never advocated" banning open-weights models. This clarification comes after more than 130 companies signed a letter opposing those kinds of restrictions. Now, Dario Amodei wants to shift the focus. He's calling for tighter chip export controls and mandatory safety testing for any powerful model, whether it's open or closed. You can read his <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.AtRzLqL3EQmRcf6rV4Xqugsxk5V2-7a1fp7Xt46Bv7TEPlNAQArK-AXHBcMb6wA9Jt7KmHkqHiQ3qVvp1r6DLq8vfpshyDsm5LMn-beJVJ7s5cwCgueezrCEKb1IMR0J5JTSw_JTBhjWtTPxHOsWk9cmUjbg_wDaXBYOXUKrq2IGqMfqyPw74YWgbMaeziUeIk8W1x4kGiyW-H6NM35EYSpkd66LHM545OmByN7lvyODMVr6I3nQ9WysGGaWMeOPCHnTWZDhv5ElRY5zxUubsJIQaLiyzWe4zHtxoV1PLx5zSQkVN98puRhoZKV3C9b2qV4W-V6jwOivnR9VniRq2w/4sp/0KFp6P04SwSDOpQ_JBy4QA/h8/h001.L2vz_RujQLIOUYMfFo1pcda42uzEMG015UXIY1kk3u8" target="_blank" rel="noopener noreferrer nofollow"><span><b>full essay here.</b></span></a></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,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 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(3, 7, 18);font-family:Eczar,Lora,'DejaVu Serif',Georgia,serif;"><b>PRESENTED BY WISPR</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="font-size:24px;"><a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.9ylDIu4nAQWGe8bSlkKOpCP41Hj1I-Lx5yv00vc9l4vfxOk2scK1r4KxxiVLR6kfcxIootmyUhjZYj3so9auDVoGyH9pPAK-g9sWtNux-otFAulsFm5ZaJn3RrZRTUIuJcE9ao3Y8yPM_JFnGSvqJi3_tayih-D53xj6yqDuzm_H4R7sKHz-k_DGGmQNT-LDFj4VecKHI__xlO3OyNunhAHXsSkz8aXspSRBjqD9oC4div549bROPmQw0aKwAwc_kgEehwRfdOK5UEfQVH57rzMa_N-7jWio7qu8NNcZaCg/4sp/0KFp6P04SwSDOpQ_JBy4QA/h9/h001.8pl9iXTu_TydIbZ5lybB1oZSZS3kr0NjNerItLTxQDk" target="_blank" rel="noopener noreferrer nofollow"><span>Your agent is only as good as your prompt.</span></a></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:#a1a1a1;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/u001.9ylDIu4nAQWGe8bSlkKOpCP41Hj1I-Lx5yv00vc9l4vfxOk2scK1r4KxxiVLR6kfcxIootmyUhjZYj3so9auDVoGyH9pPAK-g9sWtNux-otFAulsFm5ZaJn3RrZRTUIuJcE9ao3Y8yPM_JFnGSvqJi3_tayih-D53xj6yqDuzm_H4R7sKHz-k_DGGmQNT-LDFj4VecKHI__xlO3OyNunhAHXsSkz8aXspSRBjqD9oC7qsEEPkNW4yYvwSw-NSmevuvJTzQW3knp6z-cR3Otxio28pGTO9lw_ZBNddC1rEXM/4sp/0KFp6P04SwSDOpQ_JBy4QA/h10/h001.Ejtu89GhWMnzsH3sjic0VWnGYfhfmgqrHIr8ssoKNcc" 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/23f0b597-48be-4f2d-80ec-354e96cab86f/image__21___1_.jpg?t=1785186924" 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 12.0px 12.0px 12.0px;"><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="font-size:16px;">Claude Code, Cursor, Codex. The output ceiling is insane. But "fix the bug" gets you slop. Detailed context gets you shipping code.</span></p></td></tr><tr><td class="dd" align="left" style="padding:0px 0px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"><span style="font-size:16px;">The problem: typing out file references, edge cases, and architecture context 40 times a day is exhausting. So you cut corners. Your agent gets lazy input.</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="font-size:16px;"><a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.9ylDIu4nAQWGe8bSlkKOpCP41Hj1I-Lx5yv00vc9l4vfxOk2scK1r4KxxiVLR6kfcxIootmyUhjZYj3so9auDVoGyH9pPAK-g9sWtNux-otFAulsFm5ZaJn3RrZRTUIuJcE9ao3Y8yPM_JFnGSvqJi3_tayih-D53xj6yqDuzm_H4R7sKHz-k_DGGmQNT-LDFj4VecKHI__xlO3OyNunhAHXsSkz8aXspSRBjqD9oC5xxstBq12IZenkM-OlEVYSjc8TZaxGdc6j8Rj-PMD6jfUcT7FQMxnmEy09LV8PuDw/4sp/0KFp6P04SwSDOpQ_JBy4QA/h11/h001.X4nJxf7x_S_Zywyz7uzky_IACVMBy4Kl6-hNYECFYFk" target="_blank" rel="noopener noreferrer nofollow"><span><b>Wispr Flow</b></span></a></span><span style="font-size:16px;"> lets you speak full prompts with syntax-aware dictation. camelCase, snake_case, file names all preserved. Auto-tags files in Cursor and Windsurf.</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="font-size:16px;"><a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.9ylDIu4nAQWGe8bSlkKOpCP41Hj1I-Lx5yv00vc9l4vfxOk2scK1r4KxxiVLR6kfcxIootmyUhjZYj3so9auDVoGyH9pPAK-g9sWtNux-otFAulsFm5ZaJn3RrZRTUIuJcE9ao3Y8yPM_JFnGSvqJi3_tayih-D53xj6yqDuzm_H4R7sKHz-k_DGGmQNT-LDFj4VecKHI__xlO3OyNunhAHXsSkz8aXspSRBjqD9oC6nWdZg8RuvNLlSd9s6kZQreb9aPDInF3fFGLapveODtIqAt8uI9rXJ0QfjyrJjrrw/4sp/0KFp6P04SwSDOpQ_JBy4QA/h12/h001.JcSjQ0sB489elmyNQRQcqg5nJYbgK0dfYNkNr_TYN3g" target="_blank" rel="noopener noreferrer nofollow"><span><b>Used by engineers at OpenAI, Vercel, and Clay</b></span></a></span><span style="font-size:16px;">. Works on Mac, Windows, iPhone, and Android.</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="font-size:16px;">Better prompts in. Better code out. </span><span style="font-size:16px;"><a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.9ylDIu4nAQWGe8bSlkKOpCP41Hj1I-Lx5yv00vc9l4vfxOk2scK1r4KxxiVLR6kfcxIootmyUhjZYj3so9auDVoGyH9pPAK-g9sWtNux-otFAulsFm5ZaJn3RrZRTUIuJcE9ao3Y8yPM_JFnGSvqJi3_tayih-D53xj6yqDuzm_H4R7sKHz-k_DGGmQNT-LDFj4VecKHI__xlO3OyNunhAHXsSkz8aXspSRBjqD9oC6i_jtbRUlo88MZ7IyBuURUbyENvvhHAP4m4dkt73lRpUKJ0qekyRLka63suIf1fQc/4sp/0KFp6P04SwSDOpQ_JBy4QA/h13/h001.EbpvYlbmgCOIUqEIgsOazZ3KkApGsCQQJlDIntnHJZM" target="_blank" rel="noopener noreferrer nofollow"><span><b>Try Free</b></span></a></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 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,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 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>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>AI writes most of your software. But is it safe from cyber attacks?</b></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;"><a href="https://link.mail.beehiiv.com/ss/c/u001.kro7WBsAmEsY5mGgiUDePT8bXT9VexWaVfCCnKWKgtQez82CEB9NTGpgby8VDufXi63mbEpVCk-S8fI7XBRpuGB5EwVg_sK_UOZx-SlomM9AC5TbG5xLiCitASRMJAc4icn-roc1YgEM3D8GzSPfp6FHRM7yWlEm01CF1YTUCLtynht84l3unBgrvkkRaScntNrB2ES-Fxj4Q3sSXhGMR5BG4CJ3uAetfYQc2DyLztyhhLUwrwMqOR96Awn20FMjridIFeRhzCwROCUkz-aaL91f1s5GycFwNf7-kUNOcM7lA7eyly6Wq7Bf_oaiMthLSLvD23OA402pV_2L8njcMP0qYv2jln-9gbDlntyMXylj8ko98KyLLPcX5Uo9ihpl/4sp/0KFp6P04SwSDOpQ_JBy4QA/h14/h001.8d75xvRdkW3TeRub70gEmN6hnakHsdHdDoIoMIGEE5k" 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/21439a41-6d5d-44f5-8008-33b5bf32910f/Thumbnail__74_.jpg?t=1785235320" 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>Anthropic’s AI-native software development lifecycle</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 12.0px 12.0px 12.0px;"><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%;"> Anthropic’s security team recently <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.kro7WBsAmEsY5mGgiUDePT8bXT9VexWaVfCCnKWKgtQez82CEB9NTGpgby8VDufXi63mbEpVCk-S8fI7XBRpuGB5EwVg_sK_UOZx-SlomM9AC5TbG5xLiCitASRMJAc4icn-roc1YgEM3D8GzSPfp6FHRM7yWlEm01CF1YTUCLtynht84l3unBgrvkkRaScntNrB2ES-Fxj4Q3sSXhGMR5BG4CJ3uAetfYQc2DyLztyhhLUwrwMqOR96Awn20FMjridIFeRhzCwROCUkz-aaL91f1s5GycFwNf7-kUNOcM6UncEa7vkSBQqvOKI0kF2DOHigPofHs9K2wmkOWb0qmHQKBFcS7dBJc68dnnWxhEoWi11qxA6cPDgbA4ukO9d4/4sp/0KFp6P04SwSDOpQ_JBy4QA/h15/h001.JYyKdVcCIJhmD6iBkSjkEI9QpMMnPok4KN-rbZB-wJ8" target="_blank" rel="noopener noreferrer nofollow"><span>shared a story</span></a> that should put every engineering team on alert: One of their security agents asked another Claude instance to deploy a fix it wasn't authorized to push on its own. Luckily, a human reviewer caught it before it could ship. This incident confirms that you can't secure an agent by constraining its instructions. You can constrain its access and actions, including its access to other agents. </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="font-weight:700;"><b>Security scales with Code.</b></span> Engineers at Anthropic now ship 8x more code per quarter than they did in 2021, and Claude writes roughly 80% of it. So security becomes an important part, and it should scale with every stage of the software lifecycle.<br><br>Deputy CISO Jason Clinton shared a high level overview of how Anthropic is managing it: </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;"><span style="font-weight:700;"><b>Plan:</b></span> Claude checks each new project design against a standard catalog of known attack methods, using company policies and past decisions as context. Low-risk projects skip the security review queue entirely. </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="font-weight:700;"><b>Code:</b></span> Secure coding rules sit in the files Claude reads before generating any code, so protection starts at the source. Each newly discovered bug type gets added to those rules so it cannot come back. </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="font-weight:700;"><b>Test:</b></span> Several AI reviewers with separate, narrow jobs examine each pull request independently. If one reviewer gets fooled or compromised, another can still catch the problem. </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="font-weight:700;"><b>Deploy:</b></span> Automated attack simulations run continuously against the staging environment instead of on a periodic schedule. </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="font-weight:700;"><b>Monitor:</b></span> Every agent gets a single job and the minimum permissions needed to do it. Each action is logged centrally and treated like a potential rogue insider. </p></li></ul></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="font-weight:700;"><b>The playbook is public</b></span>. Clinton's full post goes deeper on each stage, including how new AI reviewers earn trust before their approvals count. <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.kro7WBsAmEsY5mGgiUDePT8bXT9VexWaVfCCnKWKgtQez82CEB9NTGpgby8VDufXi63mbEpVCk-S8fI7XBRpuGB5EwVg_sK_UOZx-SlomM9AC5TbG5xLiCitASRMJAc4icn-roc1YgEM3D8GzSPfp6FHRM7yWlEm01CF1YTUCLtynht84l3unBgrvkkRaScntNrB2ES-Fxj4Q3sSXhGMR5BG4CJ3uAetfYQc2DyLztyhhLUwrwMqOR96Awn20FMjridIFeRhzCwROCUkz-aaL91f1s5GycFwNf7-kUNOcM4CAQkshBAIes2RmZwYEEM6a0zwsXLchN4zLMaQECxWMufyQJCh13A9Ljz0aEVjoM-pdvyzasy5rMfmocuNZ-oH/4sp/0KFp6P04SwSDOpQ_JBy4QA/h16/h001.k2nUZ2L5QN_RwRAeOkMbUUyXMHAqFpRGKJrcM0xDcF4" target="_blank" rel="noopener noreferrer nofollow"><span>Read it</span></a>, pick one stage, and pilot it in the next sprint. </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 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,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 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%;"><b>What’s trending on socials and headlines</b></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,width=1920,height=3840/uploads/asset/file/169bcf51-534e-4ee2-8754-44b097367b09/CleanShot_2026-07-28_at_14.05.08_2x.jpg?t=1785227752" 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>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 10.0px 10.0px 10.0px;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0"><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>Game Development:</b> One developer <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.tgWOPLtqyPb9_0gOXDT9LyGyQl8J-bTt6h3v7KCW5AfdtzQu-jh7iXtQXPhbZRGmzcwrvXpvbDPtDakGZ5Fss8gD1IqOUbfTv0bUyDFwSFb-8U4l1vi5iO3ecBzHJ6TcP3o_-Ae1MV4y6J7BkE05gVqaE5PMge1Vetvk01CUx08ApjZFJVJ6hFytIT9wbWx_0o6B9YO-UMOHC0x_ZuN75vs3l-S-ox_ja5k69w3eMtJXaNEe-exY2XlaB-T65_aMOefvVYH0VERjzHj6jWprC3jRu3tNEJOfrzOpvu8aFjH2DfH2on7PiwwM4A8azoVv/4sp/0KFp6P04SwSDOpQ_JBy4QA/h17/h001.0SHp__7lNqCCd6-gcn2O4z5gTl5fd5kjFSwzpTYSGlo" target="_blank" rel="noopener noreferrer nofollow"><span>shared a demo</span></a> of a fully working ‘Call of Duty’ game built by Claude Opus 5. Here's the <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.yBywWjiZ7oCsTrXLmaNhkkgrGrM1kv8pyUQci97aMDXvAUfqOA3I1hltbneb0QkiuF5VaJIK6NXyPIJU7GyoY0nrCFwmPRFLYtC2b7K9MINbN3kd6lvWAGJl3yCvHM_EhU8lwsHigQeLQKDQM6ber9i1iokQhvfkCIoCa_8Fsn9v6bYM1ftY29OppsAIbTGeeHvdS6gEqHtiHAWvS4MaKbvSOO7sHE7cKsxug5DZfESq3ciBA_E8efOf1ettN4oysAcElAjEbo1MO1q3y9IPbwZMsl6qT1Qusr6BES95iwmUe1P54VIZGbQ5TaGRZNv2/4sp/0KFp6P04SwSDOpQ_JBy4QA/h18/h001.dCWezGHMEcnA-XkewlfgIAorOggLOQbJaDEzFWHPCWE" target="_blank" rel="noopener noreferrer nofollow"><span>full prompt</span></a> (4.1M 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>Bug Swarm: </b>OpenClaw's creator ran 12 parallel Codex subagents to autonomously hunt 200 bugs before a release. Here's the <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.tgWOPLtqyPb9_0gOXDT9L89YYt8bxS9iKFAo49_6h36Bj5otMgCc3e5k07NTJ2IbTKCIf0kOlVLJ7S6J0_8bMafovGuar1kmdW0nDq1x61sbSmZ1Qfzti2KzMz4zxxO3fnOEyocLPBCpE2yWjm4MUeq-PdeN7tPCJhKSxYz8vxKEkL_lzTjSwsmUk7Za93Hf5XHNSyuJQPwmW6uXkDttEdVx7hSyDFYShHJ3umE86pvwKCID9Clq3U_SnSrbMXMM1kRMwOhmvPVbjNzfBdKbwvfDKf6zOiNJxN1xBEjuVKCkP3-97Scefpb8sNMKDe4k/4sp/0KFp6P04SwSDOpQ_JBy4QA/h19/h001.X_F5EzLwpEoRHrAl7dXVeMgaQA7WqkbPJCnFNFVg7nE" target="_blank" rel="noopener noreferrer nofollow"><span>exact prompt</span></a> he used (1.4K 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>Graph Engineering:</b> This engineer used Claude Code's dynamic workflows to run 1,000 agents on a codebase no single context could hold. His <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.tgWOPLtqyPb9_0gOXDT9L8WDisTt-LHspMWs-CS47kyat_aXx9-D52gan9wrwWbmd2JjqHwgUevthdjw51hIHO_ktYUXY7Oe24X0rywUNu4SZjonIxQ1BnLMfFpMPMgdbGx3lLNR4f9tP4cnYo61e5_bt2KtcZo1KmzDW_R1U6cy4MoOwHuywHwS780ecwGLVMstmDe1pqBq7ZSk2wGR6CQ76qSbM5C3x9HVw4trAqVidxnjrlDvEQDekz9ak7f8KnhSkD64b_jItg5qpg1cz7TI0lcPNXvqWLTLCGnkQmWHyZhfDIYBSeBSAcLy_ROS/4sp/0KFp6P04SwSDOpQ_JBy4QA/h20/h001.Mt_EKK4elCcbvGKirrmHEnlzg7xgfLee_hLsiIEuUy0" target="_blank" rel="noopener noreferrer nofollow"><span>5-step guide</span></a> shows how (1.4M 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>Codex Maxing: </b>An OpenAI Codex engineer runs his entire workday through one AI. He walks through how he <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.AtRzLqL3EQmRcf6rV4XqurfUThgThGIbYFq2GU1iJjxxj-eywUCELTNvCGQfDWZbz57jDL4bVCjnm1Rp1Q8Wuovkllif-n-LfC89bMNf9rPBsw5xZ2uH0NRpijSbNXVLw0Hf1tBXUK-UWU9pB9E5mcSXb6RN5xKOhG83jHSFUmJZ6bzadPmmo_cqv-o0lvJnEbNLGHw__yRENJnBxayjKE5uXIB39dCIwejCkkns0AZ9uE8z66uprs2Y-877uXx4ol92oZmgJG9flipS2_3PqrL2wtxk6azJUTcCAjaCuJ_5XJ8OkYWtMXrGlgjnkTD5/4sp/0KFp6P04SwSDOpQ_JBy4QA/h21/h001.oJi_kH-gz9q0Npt32i2mRqa5gnvJz-cK3hcDKrXOcg8" target="_blank" rel="noopener noreferrer nofollow"><span>plugged Codex</span></a> into his Slack, email, and Linear. </p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"><b>Leadership Exodus: </b>Engineering leaders at startups are burning out and walking away just months in. A veteran engineer shares <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.tgWOPLtqyPb9_0gOXDT9L0i3Qyu0CK9-ZEm1MKK2sw52UCuWhfbCTjvqlzCrjbazeOOO-PoS0OA28JlgmC2Q5qXMA79wBf9uM283DuK1VvHD11WJDIEtXg5OrF2ucUny45ZJIe0BfhMGQ-Pj9aX0PtiaMhhsrUpwaXAAJjcBOLQ2agh6lDP29EhEWlYdkrvWgJp6JIYpoS097o4llXY0iNoU3iPCJ9XKfhUQnGTaT35LWmJMVq2ifkhhQCG6fJrNHCyF6hgPAL7GRBhlHbnhsA1yLwGpwwk2BOMnoDHmq5yv6VRxXRlT7mzViVWaQ3dyHd6i5eU6jkNXv1UdhXaixQ/4sp/0KFp6P04SwSDOpQ_JBy4QA/h22/h001.WNRiMfkTYojATO8-OBQVUOIfEUg-rhCRK5dPP_tBQB0" target="_blank" rel="noopener noreferrer nofollow"><span>8 reasons</span></a> behind the trend (1.3K bookmarks). </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,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 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" style="padding:0px 0px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"></p></td></tr></table></td></tr></table></td></tr><tr><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style=""><tr><td bgcolor="transparent" style="background-color:transparent;border-bottom-width:0px;border-color:#222222;border-left-width:1px;border-right-width:1px;border-style:solid;border-top-width:0px;padding:0.0px 0.0px 0.0px 0.0px;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0"><tr><td align="center" valign="top" style="padding-bottom:0px;padding-left:0px;padding-right:0px;padding-top:0px; " class="dd"><table role="none" border="0" cellspacing="0" cellpadding="0" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" style="width:670px;"><a href="https://link.mail.beehiiv.com/ss/c/u001.AtRzLqL3EQmRcf6rV4XqurfUThgThGIbYFq2GU1iJjyOTKzZNizYeNKMjeHGTTll-fO1csUiAlgbe-4S1aJZEKLkV305ctDSNntwBJnBX4vGOKkE6_5Fd6hcrwk8gfO53sJFh9A4371UyUSX4S7HAPEQysp92prFPsY07jM5XExbuUpguN8TD-QhFRHmj7tgZ4C8OPyP__CuObWHxiGIzdoa7uq0_w5cz6T2JkMvxrtn8uViGA1bvF1p7IlY-upYrhMxrNhbUUEhkS7oBqejzVHURh6OlvLWj0LOibZnlOKjhwOCZnVlnEZI4OOJVr8t/4sp/0KFp6P04SwSDOpQ_JBy4QA/h23/h001.3vXTZ5w6AQv7U33BCIfSAnAeWHPdMg5VVvUguBqMRGk" 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/37d034ff-1308-4e42-9897-8e8972e2cfb3/Thumbnail__72_.jpg?t=1785227843" 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>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:#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" 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.AtRzLqL3EQmRcf6rV4XqurfUThgThGIbYFq2GU1iJjyOTKzZNizYeNKMjeHGTTll-fO1csUiAlgbe-4S1aJZEKLkV305ctDSNntwBJnBX4vGOKkE6_5Fd6hcrwk8gfO53sJFh9A4371UyUSX4S7HAPEQysp92prFPsY07jM5XExbuUpguN8TD-QhFRHmj7tgZ4C8OPyP__CuObWHxiGIzdoa7uq0_w5cz6T2JkMvxrtFJOgf7JSsWuO-kZQw7LXGK3epUKLO5JD4NMo4Kl1LQNvwcRTCiM18ab763YfheR4ZsQpUPW-DBbwTZkN35GZm/4sp/0KFp6P04SwSDOpQ_JBy4QA/h24/h001.VjB-S6warjw2uZ2i7YZZqvvg5ou28lC-AKbsecc5gmE" target="_blank" rel="noopener noreferrer nofollow"><span><b>How to fine-tune any AI model locally:</b></span></a> You're going to learn how to locally fine-tune LLMs with Unsloth Studio. This tutorial walks through picking the best base model for your gear, building your own training data, and kicking off the fine-tuning. Finally, it shows how to compare your results and export the custom model. </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 Tool</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.NH9KF4GoWlrG6bVA-B2EJfes_RhOQ_JVRJBwWCdofp3J9ayyVzFLgaEKncU1hSiUrAmUEe5ppxAEfYDyicKmItBSjS0k0F1gHBzan5kK4Yg_UlxzN3rt60J1b50FQfDdhoNA64sSHRzcvaw6GFep8mt8p_eV3FBL_1q8PrYRK4Ger79jy54VKKaFwFIVeEMwdr-cfBa8wEFZ6RP5x-BnixqXX6KJ3QyU0yUZ6CaqpCSnhsBJUODe9K4At1OJTrundYyi8d1i3JCXMsXti5NrQmL0DKvHObb3RXCacxQdJp4/4sp/0KFp6P04SwSDOpQ_JBy4QA/h25/h001.rm89VIkxnlmNrHFjDZhvmgWo_uukCYAkjTuevfr9ojM" target="_blank" rel="noopener noreferrer nofollow"><span><b>Atomic Agent:</b></span></a> A local-first AI that manages your browser and files. It uses high-speed local models to run commands and remember context securely on your machine. </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.AtRzLqL3EQmRcf6rV4Xqunbi4A_otFoEI2EoiFaIchP0my3EEmrc1E6QMkTgcVbDAzLM4-hsA-pe836hD53ol7QuBPEsjor_X8Aj3v7FCubckpc-p8TPQ9b6S5QqPnZsBd_XXo8scHbUbPwuZux4yrWxvsx178OgULtmfdcZfITGzTIt5h9Mf4dQHVWOq8GJZeBy-VW89S7AAdXz5PIVHULMzRMw2qDcDkulceJ45X051ylYKsN0fRvRWmP6dlsmNmcLjB9Vi2edabUuvYt43GaeB2Mhb24eyPWx4pzpQhGXcSaifkEesfILErTCF2IJohxYUe9Cv_3n16OM4dHPbDI4nB5ufNDPVBnGqequIrI/4sp/0KFp6P04SwSDOpQ_JBy4QA/h26/h001.fDD4dzc4Aojm833qpGM0p7ST8ZRBXBJJQ2gsGoSK_Mg" target="_blank" rel="noopener noreferrer nofollow"><span><b>How to reduce token spend:</b></span></a> Using AI agents for complex workflows is a huge drain on time and tokens. This guide shows you how to swap LLM-driven coordination for deterministic code. It'll cut your token usage by 8x and slice execution time in half. </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,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 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>AI CODING HACK</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: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" 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 run Grok 4.5 in Codex without an API key</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%;"> Codex ships with OpenAI models, and pointing it at another provider means an xAI API key and pay-as-you-go billing. AI engineer and educator, Alvaro Cintas, <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.tgWOPLtqyPb9_0gOXDT9L2QwcOfLwqZekF1nTq5SSXS7301BbdZbt8gk4eGJmqf_f2JSeGg_Ui21BqFDta8Q9WU61oE3pTHekL7-sohuRR2bqEZYYgJGe-B9zO8BGa0jamWlxwTK_xr0D5GBjy2XZi-QlJ-B7oBVjnt0I-RDZBAubKipprnCi0wAmwBoaFOuUyCX5bQFpIOWdS7RN2rL_G23xA0eiMsRM8i1VO9vK9YLKDXnGXsaxQG-6Iv2sz_6-f9Gmcf395FNAiHjsTDD2kLndB9S1faHnSrlq2CzHAXvZI7tNR0sCQDKY1qUF6QU/4sp/0KFp6P04SwSDOpQ_JBy4QA/h27/h001.YYdiKpRxnju91knIQjoabmL6M9k788f0JsA0Kte1NdM" target="_blank" rel="noopener noreferrer nofollow"><span>shared</span></a> a setup to route Grok 4.5 through Codex. </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%;"> You just use an X Premium subscription as your credential instead. The tool is called opencodex. It’s a local proxy that translates the API into whatever the model speaks. </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%;"> Install it and OAuth into xAI with your X account. Then you can inject it right into Codex: </p></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><span style="color: #8b949e"># install the proxy (requires bun)</span>
npm <span style="color: #ffa657">install</span> <span style="color: #7ee787">-g</span> @bitkyc08/opencodex
<span style="color: #8b949e"># sign in with your X account, OAuth handles the rest</span>
ocx login xai
<span style="color: #8b949e"># inject into Codex and start</span>
ocx init <span style="color: #79c0ff">&&</span> ocx start
<span style="color: #8b949e"># run Codex on Grok</span>
codex <span style="color: #7ee787">-m</span> <span style="color: #a5d6ff">"xai/grok-4.5"</span> <span style="color: #a5d6ff">"your prompt"</span></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%;"> P.S. Get 50+ AI coding hacks for Claude Code, Cursor, and Codex <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.nWZojHskIfWq5w8Zm9qW7smScni7E9ePvR5sqx4-vEhrh5sne6QCT0Gd4jR5noE-KnDcX2VEX6-H6mXwrLdqL6Pg7PR7i8k299H-_Dbk8evJGgOTFpO078C8TtC_32RH12Z__95rJdWbEE3FSF2QJvyc5kRqfBNj_LFeAn9n2UMhAeECqNrOaFafYuuYyws5JfEwHfjNcH-y0IZ6xIVYXeoB9TR5apVoTuyEsvYGdZBJFWBMZ3bJUusanPEfFE614oeBVMOP9QpcKjdJU38ktBZ5gxg8XqokhgIp9Xscsrs/4sp/0KFp6P04SwSDOpQ_JBy4QA/h28/h001.t2pO0PsOj67-TL6EwVLcNoRCgWlC-uH5R363QuEY-lc" target="_blank" rel="noopener noreferrer nofollow"><span>here</span></a>. </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,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 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 CASE YOU MISSED IT</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: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" 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="background-color:rgb(255, 255, 255);"><span style="font-family:inherit;font-size:18px;font-weight:600;"><b>Our most-clicked story from yesterday</b></span></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%;"> Anthropic just dropped a <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.AtRzLqL3EQmRcf6rV4XquoRU_vu54x3XeB6yDKA6HD8OrnR0_sIG5kcDn8qa1O8Dt6lRpVzO4YGnxjAYZG31fT_wUdIqhSKmzS1CnjK2xbCw2MqQTqGZWbnnaV7KVnjq8CZrJ2i-VBakCw96GE8gXNI-Ai4LkP6pLe8Otb0Lhdptjl2yRUtBSKZzrwMXwbd6HcpqOgDMsl_ZrKigfjNBX_SznJDKzM49xHrHQUPOmfUEEE9anwByyE7t8Y7LazuVl32nUpBS8KR0Ebgp1LDFUaazflBrnLG_2HsluJL8sTQt10cN6cIe3NVT-HDWk6GWI1iDU677I30M6SenUxt766QZY6co1ELAKVJ6YjtPQaEYF5c_YMOD55Bw3KYII92qxixeZoRuENrwvoTAYEU9Zg/4sp/0KFp6P04SwSDOpQ_JBy4QA/h29/h001.ax4E5cS0e2kv9pp9rtsAXk9sSUluVntSqXCdgDJzZ8s" target="_blank" rel="noopener noreferrer nofollow"><span><b>certification for devs</b></span></a> building with Claude Code. Pass the proctored exam, and the credentials are yours to keep. </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" style="padding:0px 0px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"><span style="background-color:#f1ff00;"><b>Grow customers & revenue:</b></span> Join companies like Google, IBM, and Datadog. Showcase your product to our 300K+ engineers and 150K+ followers on socials. <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.AtRzLqL3EQmRcf6rV4Xqukg2WkDQFtGSBHA5_1_aSjBSny57Pg9S0g8rkJc0Vn9fVlKpmUYIKtbzCNK49A4bb2FGoMHQ-Kl1xF4r_ygjggEXBnwdJX50VI3VNf5mA585OIPoOdcyk1FyXZRzqHqudp-NA2HUmaW0aY5x5mGpiTaEfiXiM7ZRofMLsnoBzr2bNiE1T8n79CArWSAfaBWfz3NSIKI-5OwcX4ER5WgKtgI6j9URpkhPdTvkD_9cpJHdgKTUMzKl_7qRuqCXKi6kKbwkUEQbL8opztjz2oJ9KOo/4sp/0KFp6P04SwSDOpQ_JBy4QA/h30/h001.02NnUXmSdGUWHOKoZKYVSZfSH6ANvmyp3dfL4IiLvHY" target="_blank" rel="noopener noreferrer nofollow"><span>Get in touch.</span></a></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="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-W0iXrbrAM58ub9i1cevY3jG7xK5UcPDwnz6tsGkkjTmiKFcuJ05ZmBHGZ0D0BLYe7bZbQP6GGpm3r97JrWU0-6ReZVz8U3pQmYcIMZ2NE_DXBVyxVARoAYggKDUiD_9obT5vybI2ZjKBfBu-G4VoVWCw7OZNXYOGW12z6W7KhyCJGmnqbHalw2ejc-07FIWNNkB6FiM-nP4R-P9iN42q1K_N-8hC03W8dpNLpbct_TNEV14daM0wqz60AQ8HU4YPhnyFzkzqZQRWUpuKARLcaGZFaxbjMeT5JKD611AfD1_SBnXgtw3w0Ce468uZa0I-W2IkurDdW4zj-gLZzNxvXAQzj7LEMyH8p_kM9U_piRZAlEeg9Sr00H6uJgrrRJ15yXJ7TQ1iTBIF_oR4ChycEpMxovgl9wDz0HHTJL2q_8h1OWnPvaVoQBuJPWwaQf6jAakLG65ZCxOk-i3ohc3LWUB_HNn5Oi7vWQYmpyjxlED3BXSUtTSN-5x2t_QB3o2Z6_B_x_jV8MkOOyZGHLlxAeF_L9CRwaEwA-fGGzvy7Fs7t4FU_t-vhEy7JeOSbZKDl_J-XKzvJh3EwlahoqvWoZelAwHPef4JkZGYx-WoAT9b9huXX2RsW81E2O0jIwZyGq2a2sl2SrCV7m89-bKe1yCCOdszT7y8azL-3FdZNDAU6hY1RvidXjQ6yFFfH0QBmkJaVqQKQGhK_uHYw57NPO4B312YxtCcPCGTUe0fK1duenMJREkPuuQ3NacpyyBgSWUc98OMRI8JjgD7R_Vt5lM0uDJenMuRXDa-a5R_MHtLIBZjq3cJdSif6r8IicVgdz9bx0Ai7P0bj5UnekbLUGyHdMSTeNRsAj6W2TC05WH-lxy4bPfabdxNOE6yr60hFDkAWKvn8DTzI4BuucdG0aAMhvQB3vQF1IDnKqFvIXfGkG59dxVC2Z9H7KYEezi5Qbf9d73m6NZGMX6Ri8gA32ERmp4XY1khUD_rg9mBFqpeDzRo728w/4sp/0KFp6P04SwSDOpQ_JBy4QA/h31/h001.nT40versDod1DZnGyYEVeuylQgYE30qtQWOZK5QPFVM"><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_h9ck9FHbNKHz9EWdHajNiJpE29BJkJb5tZ1saVtO3bAPUwBxI2TeHg3PHxcLlGn45YYDISWnHNCss52XDouXCew3NF_xbHAxddf0c_1lrSfUgbczkJPVUH48sF80FcfaaB-LBBURTKghNbHiWfK1Ps4BrBDOeB382AlO-07rllg0Ib8Y5nVNEXf7n_9F-EhcgbXuw924V5hr8Y0KirRi0IPo5xMneBYPS6oKTr3FoB8rMoArC7Ml8e1BuBkERl1uBytyQgVXGUgmPTGQSGKKY2sHCm6RAwdwauFhwTClGtQqg2Jbs2MveoysHDstv5zH70pENcEPEAq9Qz4cK-6L_nzUbd78gpJcKcs4RszUnSWXowqMIjzVFa8v9FjX_-TaqYOrPecNHqHT5wEG8gp31WUgF5rdicqowCPc3QoysjzQc-KKXK6RhRbPddSXBYnf4WKx5M_BiLnc8cdKyzt3frJO81rNvnjO1DmnCHD_1mP5ZNPnGBqxKEmtdwJbR25Or7CESs5EnDiZbu-vobvapz1AUJakAdLOn3kDz8IHPX5MyxOr_q8jGAMttZjGDww8JM4DpYlxu04pqklHcaFyrEFp-Ge9wS2NdqDYgQnYx76mxenbza0QkQNHEllU4yo7sIf2tgHNmR5w_5gWk73EcVM_e2-S2p6We4ehTUmAQgPvN6be7CmHyU2NSf27gwR4OVw03QpzFi3n2ct808rrm9riGm2YQ8je66qljdkKGmZKRgFZwnUsFnOFdFHIiLM3eiOR3Oa8RFz8SjtnmUo1z8z91Yy7nNxn4GMURWV61FdJgMsS1alISsEnwOYO5wbo4-KjUFXTPGenaxOTcUwdqd1XVuD99C8hCmWnz97l-eiEkKbr3u_4be0Xfmvz-WE4wbVBqkR6oz6hYAQ1dD46do78mbYRpqs4t-xi7G66GEOYjr7oPk-yQ/4sp/0KFp6P04SwSDOpQ_JBy4QA/h32/h001.f-0iabs6oXCPp9OIbxjpxtV8Wa44WAbneNK9xw5KULk"><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_s6AftXBC3OfCry1RhDAuSikIw9KP3CghU2QCruFvoCQkUTT5ozB7FipJfQlXzLKjV4wuq6H_V4BgSXgp7pW09Xmgvwl-UV0SH8UArL4ALvsD9JqSQwA4X9FTi7g72aul5_w8TUGrUEedl8aPksNl_FORo3XHdwovfrY4aY_vDgp16Dz-fUcJtQioWkUxIsRrIPJ9RoNFPn27Tu1hKfPG8dACb98Bh-6k5Qk3lP6cSTG9xLBSs9ffgIz6AoYLUjlIwHE4RBYDdYeoKhs3GZdzba8LY1TE6k8j14HEu_iG9OU4Ekx85tVIcPzlL9T9bIERFyKDKwGLNYawbJ64WGjxMaGouSjJO7M06tFWkS91LXQD7FCvxiGYBztBd0tTTODnsDp6pJJeARIrxY98pzHJDFvSaoUP8BSxAD3UqcijZ9FdeogqsKx2vDrAySVNvFVKKZzc-IhYhnZu_MLx8Z5qUbSv3BA22CWmNcVvRKU1H8KjXOvy1_AFOjPqmMeryfrkFmCSSh1xBKoh3NvGSrxrYitrrudF7tJizmYKo88YZUVHSoRdJ8R9BARoQCeoQIRONloZc9JN-1VrLRG7CdMpTXN-jUZQIt_BuCURtMjU7lqIgGPoYGRchRHTfzjyGW07c6I0tIytNPoL9fRu5q9ubbOB4rrg97pczSjg-LB2NRnzGFowszZe7ebZ1xwpIF2aJUIzfwRCe0Cn5FN2dBOyPkpdfVj0zhzWHMtNgCCu3ZXSgFEVf40JDrBLgTrTWRvGyteWRlziozUGRVFm1hmTZSBCAmjn3Zj7QJyYoC2DtPNzT_wvjBpA3LMvTDf42KVNj6MCxSfAf7FPaBP8twPdXBnzk20Bz1y7EDAPjMHp4m0mC8TnUtfByayOiNaMehdZazaF8t_d6F7ITy5abzH9ifSEmZSasW5FBYfgR5Fyx8la0wBEwtuflCUqkVuag/4sp/0KFp6P04SwSDOpQ_JBy4QA/h33/h001.j2cWHh4dsrKtyfj7mHiI6QEIbSvXb8VijBctE4TZXcY"><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%;"> You can also reply directly to this email if you have suggestions, feedback, or questions. </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%;"> Until next time — The Code team </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-nul6bJjYQaneYtzCXkltUj07CyZZkG1jj1epzYuPZ7It_1_Inwe6TPTyh5dwUdctxd0lpDV0SgmObjGPlvTPXAJpFL2924Zb1tauI_aRxA_iC2-TQ59OcnmhJQoJrItmaEsiJmG06flmq8oE5BZqUEbHu783A45a0NCfk2OLO1txDwXnNgzX2ZjokNt4xRgP1bpH-J61D2o0Mk7lJWB3hhRlCSk0W9Wq3IfUhZ5tmMk0pKtUiJVRa2twSb5X6DNbC3wgkLfvdf4nJUeVE4GjGJllBDhayYYCFrAIbhMLi6FljPi1waIN2K1NjDd07OKZyTvXHqYPYHAUIYgr76d1O4b_8tpkHQNfJqbp5Zbc1wdcCXjI_VS52wFhlwhv0ojGO4ymXwVxCpveb7xNw1lq9DICc7tNkRwn4RWsFKvZSkTgM8s-w8upu44GHB3hiTfL82GH_CxnsDyl6sDlkZI0wEn-C3Fp84EUrTz2LR567TpTP8062D0AWFDpavDWNIjS0GHmCRwr5EnpFaQgSBQ13xS4KNqP8v4Au1QudNGgvMWdRO3_WwrT16yEFj9VTMjHG0_BXn-V9nUkHanYuD4Jjoj--hKHJxCvJezyEBlobGSF0RFigYl8VXjslTsiMyQe2UmwFiSoaD36LvVi-iIRlFcWXugvBhcazssAFtnnXSikWePo_6-4N3cALCeURZ-2ap3SjGYSHjyWvg99Y-UPkb-SuQjrWLdBxHD4PBwf8YIr8om20w-g4ugO0vAMByH9Tpz8uknR_OS8-yhQO6kU-R5lQ6Dv1iNAK3ge8N6euw4w5Pgn_g-Ymnfr1FcYuLv77zbB8zp5KA8so9xJsad8ZtvByPXkVNolZNvEcIVEgKJPsTvnC4Gi48wEyDbTm6WOWIWPkqWHlzh92NJfGGxeSBVlEu9OTeA6a42KJwgWxLpDdY31pa1vtzgvwKFoBOEOn13/4sp/0KFp6P04SwSDOpQ_JBy4QA/h34/h001.LGmUh3RM-YkCLPNcSQT99IKbjWhwhwKsfCbaW8HZWII" 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;"> © 2026 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;line-height:1px;font-size:1px;mso-line-height-rule:exactly;"><a href='https://link.mail.beehiiv.com/ss/c/u001.nWZojHskIfWq5w8Zm9qW7uhFPeDiAXllchtVb3ARdSmgeTOVYjNABTLSj0sIlkKCskkGgA1RO9I5oiggfHFCsCKEetsAfCqK7dGXR0zIuNc/4sp/0KFp6P04SwSDOpQ_JBy4QA/h35/h001.QlUqxrMrpg3CIWgtKSGpI9HTrketGtSS1jEQndOcdng' style="color: #030712 !important; 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Plain Text
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Follow image link: (https://ref.wisprflow.ai/thecode)
Caption:
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**Welcome back.** China's Moonshot just dropped the full open weights for Kimi K3. Frontier intelligence is now available to every dev — or is it? With 2.8 trillion parameters, most developers would need a small fortune to deploy it on their local setup at home. But that doesn’t mean devs don’t have a plan to put it to use.
--------------------
### **Today’s Brief**
* How to reduce token spend
* Building a working ‘Call of Duty’ game using Opus 5
* Hunting 200 bugs using Codex subagents
* How to fine-tune any AI model locally
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Caption:
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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/05463ae9-fa2e-46eb-853b-9553e91195db/Thumbnail__73_.jpg?t=1785234443)
Follow image link: (https://huggingface.co/moonshotai/Kimi-K3)
Caption: Click here to grab the weights on Hugging Face.
--------------------
**Moonshot drops Kimi K3’s open-weights that undercut frontier rivals:** The Chinese AI lab just released the [full weights](https://x.com/Kimi_Moonshot/status/2081760186235289764) for Kimi K3, a massive 2.8-trillion-parameter model with native visual understanding and a 1M-token context window. But at that size, most devs won't be able to run it locally. Instead, they [expect](https://x.com/Sentdex/status/2081806878061801871) providers to serve it cheap and fast, then distill it into smaller models that actually run on consumer GPUs. Still tempted? [See what it takes](https://explainx.ai/blog/kimi-k3-run-locally-open-weights-desktop-july-2026).
**Microsoft's first cyber model secures code on a budget:** The software giant just debuted [**MAI-Cyber-1-Flash**](https://microsoft.ai/news/introducing-mai-cyber-1-flash-inside-mdash/) within MDASH, a multi-agent harness designed to find and fix vulnerabilities across complex codebases. The company claims it hits 96% on CyberGym, beating out Gemini, GPT, and Mythos at half the cost. The model handles routine scans on its own and only escalates the toughest 10% of tasks, finally making always-on code security affordable enough to actually use. [**Get early access.**](https://microsoft.ai/models/mai-cyber-1-flash/)
**Anthropic's CEO responds to open-weights ban allegations:** The AI lab's CEO says Anthropic has "never advocated" banning open-weights models. This clarification comes after more than 130 companies signed a letter opposing those kinds of restrictions. Now, Dario Amodei wants to shift the focus. He's calling for tighter chip export controls and mandatory safety testing for any powerful model, whether it's open or closed. You can read his [**full essay here.**](https://www.anthropic.com/news/position-open-weights-models)
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Caption:
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##### **PRESENTED BY WISPR**
## [Your agent is only as good as your prompt.](https://ref.wisprflow.ai/thecode)
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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/23f0b597-48be-4f2d-80ec-354e96cab86f/image__21___1_.jpg?t=1785186924)
Follow image link: (https://ref.wisprflow.ai/thecode)
Caption:
--------------------
Claude Code, Cursor, Codex. The output ceiling is insane. But "fix the bug" gets you slop. Detailed context gets you shipping code.
The problem: typing out file references, edge cases, and architecture context 40 times a day is exhausting. So you cut corners. Your agent gets lazy input.
[**Wispr Flow**](https://ref.wisprflow.ai/thecode) lets you speak full prompts with syntax-aware dictation. camelCase, snake_case, file names all preserved. Auto-tags files in Cursor and Windsurf.
[**Used by engineers at OpenAI, Vercel, and Clay**](https://ref.wisprflow.ai/thecode). Works on Mac, Windows, iPhone, and Android.
Better prompts in. Better code out. [**Try Free**](https://ref.wisprflow.ai/thecode)
----------View image: (https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/18efc0eb-c3c4-483f-a001-0fe0dcca16c3/Group_from_Figma__2_.png?t=1758120539)
Caption:
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##### **INSIGHT**
## **AI writes most of your software. But is it safe from cyber attacks?**
--------------------
View image: (https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/21439a41-6d5d-44f5-8008-33b5bf32910f/Thumbnail__74_.jpg?t=1785235320)
Follow image link: (https://claude.com/blog/how-anthropic-secures-its-ai-native-software-development-lifecycle)
Caption: Anthropic’s AI-native software development lifecycle
--------------------
Anthropic’s security team recently [shared a story](https://claude.com/blog/how-anthropic-secures-its-ai-native-software-development-lifecycle) that should put every engineering team on alert: One of their security agents asked another Claude instance to deploy a fix it wasn't authorized to push on its own. Luckily, a human reviewer caught it before it could ship. This incident confirms that you can't secure an agent by constraining its instructions. You can constrain its access and actions, including its access to other agents.
**Security scales with Code.** Engineers at Anthropic now ship 8x more code per quarter than they did in 2021, and Claude writes roughly 80% of it. So security becomes an important part, and it should scale with every stage of the software lifecycle.
Deputy CISO Jason Clinton shared a high level overview of how Anthropic is managing it:
* **Plan:** Claude checks each new project design against a standard catalog of known attack methods, using company policies and past decisions as context. Low-risk projects skip the security review queue entirely.
* **Code:** Secure coding rules sit in the files Claude reads before generating any code, so protection starts at the source. Each newly discovered bug type gets added to those rules so it cannot come back.
* **Test:** Several AI reviewers with separate, narrow jobs examine each pull request independently. If one reviewer gets fooled or compromised, another can still catch the problem.
* **Deploy:** Automated attack simulations run continuously against the staging environment instead of on a periodic schedule.
* **Monitor:** Every agent gets a single job and the minimum permissions needed to do it. Each action is logged centrally and treated like a potential rogue insider.
**The playbook is public**. Clinton's full post goes deeper on each stage, including how new AI reviewers earn trust before their approvals count. [Read it](https://claude.com/blog/how-anthropic-secures-its-ai-native-software-development-lifecycle), pick one stage, and pilot it in the next sprint.
----------View image: (https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/18efc0eb-c3c4-483f-a001-0fe0dcca16c3/Group_from_Figma__2_.png?t=1758120539)
Caption:
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##### **IN THE KNOW**
## **What’s trending on socials and headlines**
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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/169bcf51-534e-4ee2-8754-44b097367b09/CleanShot_2026-07-28_at_14.05.08_2x.jpg?t=1785227752)
Caption: Meme of the day.
--------------------
* **Game Development:** One developer [shared a demo](https://x.com/mattshumer_/status/2081054356405731740) of a fully working ‘Call of Duty’ game built by Claude Opus 5. Here's the [full prompt](https://github.com/mshumer/Claude-of-Duty) (4.1M views).
* **Bug Swarm: **OpenClaw's creator ran 12 parallel Codex subagents to autonomously hunt 200 bugs before a release. Here's the [exact prompt](https://x.com/steipete/status/2081169376317932017) he used (1.4K likes).
* **Graph Engineering:** This engineer used Claude Code's dynamic workflows to run 1,000 agents on a codebase no single context could hold. His [5-step guide](https://x.com/0xCodila/status/2079597821511020996) shows how (1.4M views).
* **Codex Maxing: **An OpenAI Codex engineer runs his entire workday through one AI. He walks through how he [plugged Codex](https://www.youtube.com/watch?v=ydTeb_I0b94) into his Slack, email, and Linear.
* **Leadership Exodus: **Engineering leaders at startups are burning out and walking away just months in. A veteran engineer shares [8 reasons](https://x.com/GergelyOrosz/status/2081845248120988114) behind the trend (1.3K bookmarks).
----------View image: (https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/18efc0eb-c3c4-483f-a001-0fe0dcca16c3/Group_from_Figma__2_.png?t=1758120539)
Caption:
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##### **TOP & TRENDING RESOURCES**
--------------------
View image: (https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/37d034ff-1308-4e42-9897-8e8972e2cfb3/Thumbnail__72_.jpg?t=1785227843)
Follow image link: (https://www.youtube.com/watch?v=4JofSJIrjwU)
Caption: Click here to watch the tutorial.
--------------------
### **Top Tutorial**
[**How to fine-tune any AI model locally:**](https://www.youtube.com/watch?v=4JofSJIrjwU) You're going to learn how to locally fine-tune LLMs with Unsloth Studio. This tutorial walks through picking the best base model for your gear, building your own training data, and kicking off the fine-tuning. Finally, it shows how to compare your results and export the custom model.
———————————————————————————
### **Top Tool**
[**Atomic Agent:**](https://atomicagent.io/) A local-first AI that manages your browser and files. It uses high-speed local models to run commands and remember context securely on your machine.
———————————————————————————
### **Trending Cookbook**
[**How to reduce token spend:**](https://www.adamhjk.com/blog/a-practical-guide-to-reducing-token-spend/) Using AI agents for complex workflows is a huge drain on time and tokens. This guide shows you how to swap LLM-driven coordination for deterministic code. It'll cut your token usage by 8x and slice execution time in half.
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Caption:
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##### **AI CODING HACK**
--------------------
## **How to run Grok 4.5 in Codex without an API key**
Codex ships with OpenAI models, and pointing it at another provider means an xAI API key and pay-as-you-go billing. AI engineer and educator, Alvaro Cintas, [shared](https://x.com/dr_cintas/status/2081475795940438283) a setup to route Grok 4.5 through Codex.
You just use an X Premium subscription as your credential instead. The tool is called opencodex. It’s a local proxy that translates the API into whatever the model speaks.
Install it and OAuth into xAI with your X account. Then you can inject it right into Codex:
```
# install the proxy (requires bun)
npm install -g @bitkyc08/opencodex
# sign in with your X account, OAuth handles the rest
ocx login xai
# inject into Codex and start
ocx init && ocx start
# run Codex on Grok
codex -m "xai/grok-4.5" "your prompt"
```
P.S. Get 50+ AI coding hacks for Claude Code, Cursor, and Codex [here](https://hackbook-chi.vercel.app/).
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##### **IN CASE YOU MISSED IT**
--------------------
### ==**Our most-clicked story from yesterday**==
Anthropic just dropped a [**certification for devs**](https://www.linkedin.com/posts/introducing-three-new-certifications-for-share-7486412944876998657-hIBP/) building with Claude Code. Pass the proctored exam, and the credentials are yours to keep.
--------------------
==**Grow customers & revenue:**== Join companies like Google, IBM, and Datadog. Showcase your product to our 300K+ engineers and 150K+ followers on socials. [Get in touch.](https://www.passionfroot.me/the-code)
———————————————————————————
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Until next time — The Code team
----------
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