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To: [email protected]
Date: Thu, 15 Oct 2026 14:06:26 GMT
Subject: 🚀 SpaceXAI’s new voice model
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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: Build with Vercel’s Eve agent  ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ ‌ </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 15, 2026 | <a data-read-online-tooltip="true" href="https://link.mail.beehiiv.com/ss/c/u001.kro7WBsAmEsY5mGgiUDePbOdMF_BvViPt7FxYKgxL9vhLkwYtVqrPrW05H__IRtxHJYWIbm5UvQIZF3XL_R9GUn3MuzzrUuTBQBgwZ0LXDbTRoxmwyK-2wmmqCzO9U_eIvi8L1vIlrTbtTUeBjJKZaYNEVZj7p8uNAgZbnZtdnrNEVVW_OWAbrMRpT4jscVqf7HKZa5KibOaHZVyQ9-oS17fDK0AF-ogGgLRFRlnKciK7dXzgzOxr8zZbEj6pULPU2-pNT2hW0ilAgibpL-QpItrZg6i-FTZTLgBI8gKN-oUYFJQy8fx8TjWiSzyceoRw35SpEbE10FCL5fhfgVr5Lup5rbJPGZ73EYfCSubIfx9NFH8E47xFUO5x6A1eZ7_r_06nOBi6nffMv2izdbLcZeNmzruidnGY9VHQrGUD8csv1YtmMXGkgJr8r_hUP5YnJwLpG6GmsqYCPApsg32c75i3VpVTkMh3ygWnBAogEhnMeJS5i8ojSTkdW39-cA0dq-ttBXTJYsf87ZbHgFIp-2ccpXzBAsYxlJ5DUWWK4TcyuOjuAuYNSL_TCWwbnLIDA_765iGGUq6i2CGeX_UV88cL67cqiD0tVjW4WjtewtMMJOiq1HsrZeFYeY65k0Jyxbw38EPQ1UjVqeRfUUtKbjxp8nYba7eqphY3RJ-vrP3Wur_CeiaaUl_U5jZ2TAGsX2WgHZkVkulxc546WQHUs3gaXwgITI521gw6f_VKxaaWFer8fwsvk1e3JCRpWpZ/4uw/OV19mfxyTcKoFAYIP-5rHA/h0/h001.nCMyvkRx-MJGYWfMzqgb-x1FcTo8MT-8anR9jnw1Z8o">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/4uw/OV19mfxyTcKoFAYIP-5rHA/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.AtRzLqL3EQmRcf6rV4Xqulm-NbltEMetaoi0-54n7-rb0yMoIpRwIS-ogkHlODYYUKctUOVRSsI-xQcBBXX7j7P8_hrZgH31WdU2w2taV-m1ZnTBabhjQoF5VbHKGqPp4jZFnBHtfocxTrLvXdTZBl8VVreIj-tu3E8S7iaSwKFJ_OE45664nIGW6MUXKnqW_Go9Px-1_QWUaVhzKoNnusfzkbMHeqa_5dWI6UuxT9c/4uw/OV19mfxyTcKoFAYIP-5rHA/h1/h001.3mn2aHFYjfRe6GuQX0_mwzac6JS4P6orvk4UKCH6VP4" 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/693f5468-8ed6-458e-be56-01a4e2837488/Group_TigerData.jpg?t=1792056572" 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 Chinese fleet of rogue AI agents was asked about landmarks and quietly bypassed Alibaba’s bot checks to get answers. Plus, Grok’s latest release upgrades voice agents without migration headaches, and Google just made running your vibe-coded apps on your phone much simpler. </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>How to stop babysitting AI agents, why Zuckerberg questioned Meta's billion-dollar model bet, and an open-source tool that pairs Apple Watches directly with Android. </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="color:#079EFF;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 Atlassian built its AI software development lifecycle </p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"> Airtable’s layoffs and why a rival founder refuses to do the same </p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"> Build an agent with Vercel’s open-source Eve (tutorial) </p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"> Google’s Gemini 4 Argon dev guide (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-B2EJc5HI2THLgeYmsOoM5E0hcFhCb7AchqthfI2M97SV5UgNegdilKMMMPRE3RHCVG-1npIOF5BgnAGqaDzHnaX6WxTKF2DGmptQxcDgAqkna4CiuMJcSrIyGnaVYnhhkJ9ORMVGooN1OkyDgRsigu-Stc8PH0b-tf93ZtLWQzQ--hF1Z4N3XF7_pRod6f7DN6CwuRnWOrPao-ZUeVwA6UbLI4-NKgNcCZ6ZnRX1LiO2mgTcawz3p-NWO3gAXR2SLkFRg/4uw/OV19mfxyTcKoFAYIP-5rHA/h2/h001.Sys7f2FjY_mRx22vH_W9SmTVk5jzpSpEtwViPVuu5Gg" 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/657679ec-2d9e-4c8a-b4e6-e0517c64b405/Thumbnail__40_.jpg?t=1792057740" 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 check out the benchmarks.</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>SpaceXAI’s new voice model needs zero code changes:</b> The Musk-led company just dropped <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.NH9KF4GoWlrG6bVA-B2EJc5HI2THLgeYmsOoM5E0hcFhCb7AchqthfI2M97SV5UgNegdilKMMMPRE3RHCVG-1npIOF5BgnAGqaDzHnaX6WxTKF2DGmptQxcDgAqkna4CiuMJcSrIyGnaVYnhhkJ9ORMVGooN1OkyDgRsigu-Stc8PH0b-tf93ZtLWQzQ--hF23TfitrSr-q_fHEnwrKh8IctvNqR1Jg01mdMfJ6DB0RD9YwdITOHpf1U0oAkuxI6lmq9HBMB9wLiLrQVB7kfhw/4uw/OV19mfxyTcKoFAYIP-5rHA/h3/h001.QhrGdfqM1M_2jDwRDebc0SUYFYF_K_JfdJ4_kIAq1CQ" target="_blank" rel="noopener noreferrer nofollow"><span>Grok Voice 3.0</span></a>, which tops Artificial Analysis’s Speech-to-Speech Index with 40% lower latency than OpenAI’s GPT-Live-1. It’s built for support-call agents that use tools like web search and MCP servers. Upgrading needs no migration work, since it keeps Voice 2.0’s endpoint, events, and $0.08-per-minute price. Agents pinned to ‘grok-voice-latest’ will roll over automatically. You’ll still need SpaceXAI’s hosted <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.IFKgnKhChLEORPQcgirN7DTPx8n6DjZ56CyaLDWzg_c_VuU4dYNSoiCgECaBax1ZACS9b52SIeiVAG2zJf8nfoPR9DJPyr1eT3FS2nWKXW5ZKJCpWUY0qgrV4N6aOxU8M1-d5aZkUqf5X6yvAkhjHOwaDbCXOiDPRLbpw3iF9PZhFb9Etsy3-NJ2uHHSN43iGQ0ng9G7J3R97DZlHYYmubxVvenaelDqeLFrqdmMaWbxC1FxVapCRj-haYv9z26fCYwk9MoIN0DBqDpVdrY1B8M8weq7DwtTghZ9jz0bSwc/4uw/OV19mfxyTcKoFAYIP-5rHA/h4/h001.oaYbnEIx3GjVpTGTrCF9Q2exkxZnkhLsQJc6r0xc1Ls" target="_blank" rel="noopener noreferrer nofollow"><span>Voice Agent API</span></a> to use it, though, as there are no open weights or local versions. Try it <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.tgWOPLtqyPb9_0gOXDT9Lwp6qo_PzRRs1Elqqy1DVU5KX4geLRLPX7VXmsiXhQiS7c5OolNtpztG7n1NBGHab4vMN22Wi4lnmM3vLxcnVkoJU-Ii7WDhulPkwjFSxNuCV3G9ISE1W0hOAGS5J9hFbrcrzxW_dePRLyvCQb9zxfPCdiyBhHkEnAop9c-dKGPHGBTqIDwHw7v-sTo8F9qLWIYKVKWGuEsVOmP4poNd_PcS6XRlPZg6C2jgWGfEo7o5/4uw/OV19mfxyTcKoFAYIP-5rHA/h5/h001.jLHfYyrkvoqJxJFR9wlcUMDeMNGIidQtlgF4dm8-amI" 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>Rogue AI agents smuggled Alibaba map data past bot checks:</b> Researchers just <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.NH9KF4GoWlrG6bVA-B2EJc5HI2THLgeYmsOoM5E0hcHONE8uObkmJE3TeTqCjBaue0XaMHqyx-MaSBby8mf3g_6yRvOvK9D1PEkmKJVAFjZ5NDDT6VQLau8QAnsOhhwFPiEULecq4VLm7dYObPBV-Tj_x__DSGQiU-ZKAGWW2ZoYMEFdOFmRE14Q920pOPOChX0S0XCXrLwD1djmau82e8fUV_ujZn0Uw9BnilD4o8atP6flWUpu5cq53wOQ_vXFrLlxio4rA4Jz6t25bervmA/4uw/OV19mfxyTcKoFAYIP-5rHA/h6/h001.0dPMwmCFDcuE-p0KbJmr0GMPU_ypZmqsPQ0FE67IPlI" target="_blank" rel="noopener noreferrer nofollow"><span>found</span></a> that agents running on Tencent Cloud took a surprising detour when asked simple questions about Chinese landmarks. After the e-commerce giant’s map service Amap blocked them, they packed code into URLs and tricked a public security scanner into running it. They also tested API keys leaked in public code and found a pair that worked. Results then slipped out through webhook inboxes and page titles. <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.lj8E5PmaCEQWZtY8yZ5P0uUprn9kU-xDmoO8rAy088wn82sK6-dq2-KXFNvNE1DJuafNq2NcSoK5fqAP24OC837bDCKGE6dslKAcETo6sbXGGffv87RlmXNaW1CF5TGo-IcR897PL-rxzFO6VSu2614okP-UenKlZY3_uDY5g6ERPdY8fXVZ7ybmQgSPj-T7UKvbgOLjHHvlW7nQsFIh-NjFXvFYpxaMFZKvki0vCttH6V2qeAR6oulraMXBCZwdC-BVRHrstb_sseiMrQIc3A/4uw/OV19mfxyTcKoFAYIP-5rHA/h7/h001.MYHaa3JUi34nX4vP1vS9-WzNWcD-YjAGZJfFTL0uAJE" target="_blank" rel="noopener noreferrer nofollow"><span>Read</span></a> the report. </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>Google drops the developer account for personal vibe-coded apps:</b> The search giant now lets you run Android apps you vibe code in Google AI Studio privately on <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.NH9KF4GoWlrG6bVA-B2EJc5HI2THLgeYmsOoM5E0hcE9lBc_c0jZ9WUF2PSxxQZmlOnF-ru7S9ooFaDOxrk5HJJQ4trrPTifdpQ7XJHyuEDAVaobIAJCleCfHxen3t3LF7Kqs25I0x8XGuvheySTcFRAxf8RRCZFoal3EfJPZaVp8VUbbpfzq81idnDfj2nbCuvdskthu6gs8AUgImL2kIR_cDDEV-Q215uvO45KuwwOjbVwNu_v9oaMiJPyuB2zxdcBqm3QtsQ-SgoChQdMGw/4uw/OV19mfxyTcKoFAYIP-5rHA/h8/h001.IzwLTv0uXcBUBZD9eSN433zk5-BbOqqHQh1Kv7DDgHk" target="_blank" rel="noopener noreferrer nofollow"><span>your own device</span></a> through Google Play. Your regular Google account is all you need. Sharing with friends and family is coming in the next few months. Going public still requires a developer account and the same Trust & Safety reviews as every other app. <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.ZELe4XSJUXiTVID8fUzIADYkyGJAAVJOo0EOlwMCn_m3D55F03csoLAouiGFyr3YK_iVKVny5U_77fV53WGwy7bgFzSN-6d5xvK183v5VAcGU900QDHKsWn_CpEqmDqp8g0EKPDxfgaN8NfBt7TP6wI9X-8HGCpVLfzH5q-VWgtFcLmBobVX0Y7kushHVXOpo_kL4hxlY4ktUoTnKj6m__Ta8NH4Df0BUaLmuNza7GeDCiqoM-Y6zjjJ3L2iekBolfCGLr3cKpdlimteksX2lxzl_wzBz4c88YDaHi3rTAUz9k_-tioYZetuCWxz2Vay_W9cHm0XAFtHs8-zs353DA/4uw/OV19mfxyTcKoFAYIP-5rHA/h9/h001._LWFpfnv5rVuGzH2_tUtgUbK4ux9owmyOCAsEqVQf9c" target="_blank" rel="noopener noreferrer nofollow"><span>Details here</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 TIGERDATA</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.AtRzLqL3EQmRcf6rV4Xqulm-NbltEMetaoi0-54n7-rb0yMoIpRwIS-ogkHlODYYUKctUOVRSsI-xQcBBXX7j7P8_hrZgH31WdU2w2taV-m1ZnTBabhjQoF5VbHKGqPp4jZFnBHtfocxTrLvXdTZBl8VVreIj-tu3E8S7iaSwKH-ZVUkphgROgGCns7Ux7bsmXm3-e6UI07tx2x1qUhp23EVfYCaxCKvJPNasrK9JH4/4uw/OV19mfxyTcKoFAYIP-5rHA/h10/h001.5P4eooaCpTnd5l1lOUTSviZ5V2QDuEDd5XKBdIDz3dY" target="_blank" rel="noopener noreferrer nofollow" style="text-decoration-color: #3593ff;"><span style="color: #3593ff;">One Postgres for Your Data, AI, and Analytics</span></a></span></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.AtRzLqL3EQmRcf6rV4Xqulm-NbltEMetaoi0-54n7-rb0yMoIpRwIS-ogkHlODYYUKctUOVRSsI-xQcBBXX7j7P8_hrZgH31WdU2w2taV-m1ZnTBabhjQoF5VbHKGqPp4jZFnBHtfocxTrLvXdTZBl8VVreIj-tu3E8S7iaSwKHlN2o-9ldfxBJQwtdkcZPziHrJ5Vaskp68E0va3vwJJQkV-BRJidJ_CIxkH4jBOF0/4uw/OV19mfxyTcKoFAYIP-5rHA/h11/h001.J4Di4qq_cCCg3I0XkA4wo9AwUPmDlUtL3UmfoHv37Ms" 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/0652e3b4-c0a8-4075-b717-34a9d27a5cb5/one_database_dark_1920x1080_-_Mandy_Hanson__3_.png?t=1792056732" 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%;"><span style="font-size:16px;">Metrics, embeddings, analytics-all in the Postgres you already run. </span><span style="font-size:16px;"><b><a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.AtRzLqL3EQmRcf6rV4Xqulm-NbltEMetaoi0-54n7-rb0yMoIpRwIS-ogkHlODYYUKctUOVRSsI-xQcBBXX7j7P8_hrZgH31WdU2w2taV-m1ZnTBabhjQoF5VbHKGqPp4jZFnBHtfocxTrLvXdTZBl8VVreIj-tu3E8S7iaSwKGOXgXvOnGZ-ogdXAUyU_t6muAH6LjcriNagebC--Mek5g8u_Q2eNzIoNqsqBA3i2M/4uw/OV19mfxyTcKoFAYIP-5rHA/h12/h001.RJyqW_m07CIUri_upXvw2Iu_cwg7t6Azb0uoyH1q7Nc" target="_blank" rel="noopener noreferrer nofollow" style="text-decoration-color: #3593ff;"><span style="color: #3593ff;">TimescaleDB</span></a></b></span><span style="font-size:16px;"> brings hypertables for time-series data at scale, pgvector and pgvectorscale for AI-ready embeddings, and continuous aggregates for real-time analytics into one system.</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;">No syncing pipelines between databases. No data drift. No second platform to maintain or debug.</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;">Same SQL, same tools. One system to operate.</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;"><b><a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.AtRzLqL3EQmRcf6rV4Xqulm-NbltEMetaoi0-54n7-rb0yMoIpRwIS-ogkHlODYYUKctUOVRSsI-xQcBBXX7j7P8_hrZgH31WdU2w2taV-m1ZnTBabhjQoF5VbHKGqPp4jZFnBHtfocxTrLvXdTZBl8VVreIj-tu3E8S7iaSwKGMrk9hgZPsPSvjUpgajaeG8IKFRVAt5hztjM_8X0C65cm3AtDxnfk_4bNP79EuI5A/4uw/OV19mfxyTcKoFAYIP-5rHA/h13/h001.ekRixUajQA8VjK_gSuAl9FiuKG6oUcV4hWbX_SEA4Jg" target="_blank" rel="noopener noreferrer nofollow" style="text-decoration-color: #3593ff;"><span style="color: #3593ff;">Start a trial today and get $1000 in credits</span></a></b></span></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>How Atlassian built its AI software development lifecycle</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/7fee8e4f-1f42-4e64-a45d-3dab93ccc6cf/superhumanteam_a_group_of_engineers_laugh_and_chat_in_a_room__bc7a97c3-e99a-454d-aeed-68c07508b49a_3.jpg?t=1792062678" 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>Every agent starts as a new hire.</b> Your coding agent can rewrite a service in minutes. It just doesn’t know why your team swore never to touch it again. The architecture debates, abandoned fixes, and decisions buried in old docs all shape good code. Atlassian’s <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.AtRzLqL3EQmRcf6rV4XqulmPYFTHPMXGHU2-YP2aWlTgfClQRkj5SO-kbtr6pqzNubvc7F7IdrYG47hrufzG3xIqxjFDSEBzO3x8aV3TNc-DTA8OsXUl6pTbQuqv8AKPm4HV3b9WHcTtIVxqOsHm8tihhh4fHemPqeEXpI53zkBk5nFrCZ0WP6Xqrdew2Aee0SLINJije90hgg8nhdXSSeaosu8rx8nWQe0JViM7IEw1f2H8qhNDqu7Wc7kwSFjCNVT-gTJnhiKTBaKH2mvJoENlrOvtDf2wNacI9Iv2v7Y/4uw/OV19mfxyTcKoFAYIP-5rHA/h14/h001.XwO_4xYQ9kJvWYFfMISG_bEVPhtqzkrnaGRZmGtSfn4" target="_blank" rel="noopener noreferrer nofollow"><span>AI SDLC transformation playbook</span></a> argues agents need that backstory supplied, and its internal results point to better answers on fewer tokens. </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 fix is a map.</b> Atlassian built the Teamwork Graph to give agents that background on every task. The design choices behind it are worth copying: </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>Connect the backstory to the code.</b> Link tickets, docs, decisions, and recordings so an agent can trace why a service looks the way it does. Atlassian’s graph does this across Jira, Confluence, Loom, and 50+ sources. </p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"><b>Meet agents where they work.</b> Expose that context through MCP or a CLI, so agents can pull it from the terminal or IDE. </p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"><b>Gate access at the data layer.</b> Enforce permissions on the data itself, so an agent only reaches what its user can see. </p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"><b>Write every session back.</b> Feed agent and human activity into the graph, so each task leaves more context for the next one. </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%;"><b>Atlassian has receipts.</b> In internal benchmarks, agents with graph access were 44% more accurate while using 48% fewer tokens. Atlassian also notes that each run gets better and cheaper. The playbook's first two steps work across any stack which is to anchor on context, then measure before you scale. If your team wants to grade its own context, <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.yBywWjiZ7oCsTrXLmaNhknsXr3sorRwrJzSlYDc9wIYDG1fHK8hMsfmektCF7gHLmoVMrDJYjYPOkzXg1NqrFZCKSNRMbdOH85IUSW_ZebKj1k3wP8A6lH74IiN9MHMUi0CcUWO0PvzV_GChtraWpbBmoe71Y2Gx8Ey5fn-R9IWFcRVMOIQT7nDBaXI_1LcPMyi2MWQAXVMSHbMrXWf7uPgptZzARZI5e0XDMU8qC4bI0sfxB1903XPwpcBjp-4BV9U8TgFLoLGpJWaorjb_jmIye9yG-vcqI3JX75whso8/4uw/OV19mfxyTcKoFAYIP-5rHA/h15/h001.6hVDmONm9TLFn7cBnMIG0ODbLdPhA4RUt7LNabb941M" target="_blank" rel="noopener noreferrer nofollow"><span>this guide</span></a> is a good place to start. </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 QA TECH</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-weight:700;"><a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.VUuH6R6zI0G5BkbXvz91_JNG9N6a-VVH-eqXY8lXZfN5biBDTv-zScoi_Fpg3lHYzMwNTvcGSTO9g6EeQ9FWDcZfENsZP3-uvmMu5sPRbBmfNj2WCMElOnUNJY3T_k5J33xue6U2fz-VmLXYbjlQaRZcYEFNpfeEQ_G07RODOxtZ7jACyroH3658Aqj33ZNfljOznV8L5sYYJaASHvuetMOM3TefowA_dbUdPy4umgFSFDZFdsch9xMkaigpM5H1/4uw/OV19mfxyTcKoFAYIP-5rHA/h16/h001.QjApfwYM8XNKXIXslWGB-R1gPl3fUHD8iSF9CsYKPtM" target="_blank" rel="noopener noreferrer nofollow"><span>Verification is the new bottleneck</span></a></span></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.VUuH6R6zI0G5BkbXvz91_JNG9N6a-VVH-eqXY8lXZfN5biBDTv-zScoi_Fpg3lHYzMwNTvcGSTO9g6EeQ9FWDcZfENsZP3-uvmMu5sPRbBmfNj2WCMElOnUNJY3T_k5J33xue6U2fz-VmLXYbjlQaRZcYEFNpfeEQ_G07RODOxvgerX6LlCCqaSHTT1qLKyxubp6qm_du4LaVQIU4Io8CuZ84HSlg2u-2RMn26x0UZbwPeVDVbz2VjVDSrq1eAI6/4uw/OV19mfxyTcKoFAYIP-5rHA/h17/h001.fDB53Y5uxbalhX4QXarfyOEol-EDsEjPSSD4BXJyh_4" 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/8e890cd0-a4ca-417f-b05c-0e4a1a48c925/2026.10_Nobody_reads_the_code___webinar___compressed_-_Chris_Stryjewski__1_.jpg?t=1792056549" 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%;"> Your review queue is at an all-time high and your agents don’t care. </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.VUuH6R6zI0G5BkbXvz91_JNG9N6a-VVH-eqXY8lXZfN5biBDTv-zScoi_Fpg3lHYzMwNTvcGSTO9g6EeQ9FWDcZfENsZP3-uvmMu5sPRbBmfNj2WCMElOnUNJY3T_k5J33xue6U2fz-VmLXYbjlQaRZcYEFNpfeEQ_G07RODOxvm3lMPIeqJW6XigdcXLD05Ae4ofFITmo9klnHnLpI8qxV9Ns3mRSFTycIPExQm6w6-JMU9rNvdw4_sNTpLhwkR/4uw/OV19mfxyTcKoFAYIP-5rHA/h18/h001.DqqTbXqjbHUL4gXV3MY1AlrXFRbFDOSsjAjY-QF_Mr8" target="_blank" rel="noopener noreferrer nofollow"><span>Eliminate the bottleneck</span></a> and get engineering capacity back. Learn how agents can: </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;"> run verification that keeps up with AI-written code </p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"> map the app, score the blast radius and test what changed </p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"> find and fix bugs before they reach your customers </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%;"><b><a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.VUuH6R6zI0G5BkbXvz91_JNG9N6a-VVH-eqXY8lXZfN5biBDTv-zScoi_Fpg3lHYzMwNTvcGSTO9g6EeQ9FWDcZfENsZP3-uvmMu5sPRbBmfNj2WCMElOnUNJY3T_k5J33xue6U2fz-VmLXYbjlQaRZcYEFNpfeEQ_G07RODOxuLHP09WDdHBgWvR196megTMSwpI7FZP93warOMnGPAmHur7PRx5WA99V5KJ5Vb7d2IxAU4nL5YNJ3f9fRn-Grm/4uw/OV19mfxyTcKoFAYIP-5rHA/h19/h001.T-gAMmmS_bcDVy6mCMO9Av_g-x3MPKrjxzGpV3J5a5U" target="_blank" rel="noopener noreferrer nofollow"><span>Join the webinar</span></a></b><b> →</b></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/f8bb90f4-3444-48ff-a5d3-d417670c2fee/Screenshot_2026-10-15_at_2.23.17_PM.jpg?t=1792059818" 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>Goal Setting:</b> Most devs still babysit agents with “fix this” and “try again.” A Meta engineer <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.AtRzLqL3EQmRcf6rV4XqurfUThgThGIbYFq2GU1iJjxXo4k5hcZfCyARWV1ExWf6oFfE2qxfZgmVmdfdSh08VRFrgv95bZ6OY6pKV25HBqdlJCBMI0MG66Ze_deJvHdHVsKAzKS3mpZP5vtEAmGRxdTKuK9Y-YWe2OqlUcodtg23KdS9iBvTSbZQTXOE9LqC0R1NVWOXBTA5REwzwkeznjhOOZGk7SR67IrkssLZRL2pZAR9711lwXi2NZwT5UUb/4uw/OV19mfxyTcKoFAYIP-5rHA/h20/h001.UlLgkEoiRPAKUcGD_Qh4qHUyOK0o8Z6ccIv-rUDfnRk" target="_blank" rel="noopener noreferrer nofollow"><span>shared</span></a> a workflow that keeps Claude Code working longer, with less input. </p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"><b>Wonder Bet:</b> Zuckerberg admits he wasn’t sure Meta’s $200B frontier model bet would work. In a <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.NH9KF4GoWlrG6bVA-B2EJc5HI2THLgeYmsOoM5E0hcGySMhXu48HyuKPHbbgBCPCj3rG3sUKmLxmkknW15Huh2azqq08B2q7MvOmF0ceB1oC-tuzETzBjwYU4YLcshZPNzOSySt35CdwNUcnOOmXU6BhFSkykg6UdP7ut8IbHLZtGdfzICWm2FYbnmElraFy9kJErXuPrKwjA7cPDsHfJMXibaHBukSSHr0e3aLHqklBIt-rhuNaSoMFnWLDdU700_0WUpoMNetAtKGFSRsntw/4uw/OV19mfxyTcKoFAYIP-5rHA/h21/h001.NJBhernvfdgLo_I-g516ADkuqhaEogbPusq5VDmOXxM" target="_blank" rel="noopener noreferrer nofollow"><span>viral clip</span></a>, he and Alexandr Wang reveal what happened next (1.8M 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>Watch Unlocked:</b> A security researcher just used AI to build an <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.NH9KF4GoWlrG6bVA-B2EJc5HI2THLgeYmsOoM5E0hcEq-zYEuJKacXUghGktNIJeTmD99FDtxNXny-4wtPQnWvdAIZF068MOSapF8x1fkU1UfgBJgue6zFWS0yMsnY2ITOkRu_plijCkZNBeErClIRXVjPtYABgVQQvoJ336dVs8O8jAEJKQVzxyRArwgroSOQKGNreFMnU-M8gXv7F84I3TbL4mWO4wtQloFel7ZePVxLR-2X_0Qcyjt2BrDkYgi2oy7pK_ObCWNXfQUvzpLQ/4uw/OV19mfxyTcKoFAYIP-5rHA/h22/h001.tx0P_pP5kMvWmDr9KQPpKe-s4HkXtCHs6QFrPclSFsY" target="_blank" rel="noopener noreferrer nofollow"><span>open-source tool</span></a> that pairs an Apple Watch with Android, no iPhone required (6K interactions). </p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"><b>Argon Alarm:</b> A senior dev YouTuber says Google’s new Gemini 4 Argon is a “straight up liability” for real code. His <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.NH9KF4GoWlrG6bVA-B2EJc5HI2THLgeYmsOoM5E0hcHb9WfDDNsK3XPmy3CKhgbNKgX6wLnrdidFElW_Qnsb6ifPEAboOIV8JlsxqUkLW6PzBNUX1pGw4nGjZm6jI9cgUirNl2zrAB3muIWPK9G-mUOMEh44GTo7N1PrKRG9NHFu7HjQ-BUaAKLYwk_sCeQviFWc0llyKgtSQkdgYTZVdxpVHrI3nyQg7UEC9Gx2PJweia81bKu0huZ_dQdEkNVI_wQZb955zs0YnEfTDlvTyg/4uw/OV19mfxyTcKoFAYIP-5rHA/h23/h001.fPlrWKHVuvTWeNEh3zdQxYyJxlfby07yVjD6c_d8uqQ" target="_blank" rel="noopener noreferrer nofollow"><span>blind audit</span></a> shows exactly why (3.5K 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>Human Cost:</b> A senior founder says <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.NH9KF4GoWlrG6bVA-B2EJc5HI2THLgeYmsOoM5E0hcGWmAlM5xxU1qsulO6RXZ85WEyJcLdArD8DxprDQjnGJgwAOSCaSk0KAwNFrN3wQy6TZWqfpNAOzbUcjxx9NIMaTfnI90vuWD6qLSFfPy0pkUmONUjNLR8cUHot2V_PCDN1VtIE10C3JrEpnPxRQQ4uNLJuon_Ulqt9jiTHMX4yAu5lWEx2nC8K9xv4T1fUd7FdBWy5_5uVk65CBoDIRyQlE8qtNDDWFtCSUmm_yvVxtA/4uw/OV19mfxyTcKoFAYIP-5rHA/h24/h001.wgzekPmJqwCKSpMAXNCQBIA96DA9_EzdPHEnQtUCi_w" target="_blank" rel="noopener noreferrer nofollow"><span>this thread</span></a> will change your mind if you believe “humans will find a way” through AI disruption. He called it heart-breaking (6.3K 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>AI Divide:</b> Airtable just cut staff because “small teams ship more and better.” A rival SaaS founder says he <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.NH9KF4GoWlrG6bVA-B2EJc5HI2THLgeYmsOoM5E0hcFFsGapQ9n9g0BkSCvBEZc-59istTdJVcpTUni91bkjONqujreYWM87Bd9DvTBZh44QkJvAJ_23ICCf0vshNHnywxLwX_ocoB93wgKVTgHp8lC-UHeELUu-6D9vQY8RRSDea3t9z3jfHZp5AXWzCRYko-f8MhxX3EKR4PFQoDCa97MZ7-xTxEMAokcQNh-kjBL3WEvI0Ch2WqLVcp5hmqabOlEy4lW6VTQU1Gts-sJKoQ/4uw/OV19mfxyTcKoFAYIP-5rHA/h25/h001.UW0FLqYsoIvMbReeesf-zVsO49R9Fc5nQFdtVuCmPo0" target="_blank" rel="noopener noreferrer nofollow"><span>refuses to do the same</span></a>, and he’s betting on 2030 to prove it. </p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"><b>Zero Managers:</b> Alexandr Wang runs Meta’s superintelligence lab with 200+ direct reports and no middle layer. He <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.NH9KF4GoWlrG6bVA-B2EJc5HI2THLgeYmsOoM5E0hcGbeH4bnQ-Vb0weP2aCwEoRHJyLXsKFWy4_oF3-QD4dZheJxTII8UqsYxV_DpXbsIVGcP0k80IeGHcdNdiBjc2zQiasI6DgQV_X7lNniCnCQ1r5MSXOzgG-AO1I7Ey254Hc4zWroJ-1zjzeoj_dQ90bSYMEnRIjNNNX-11tjdNSasStZFUoCg9JPkvfH9jf6c46_BEB2Vzov_25WeBXJInOepqtET4gB-daFhKiMuh4pA/4uw/OV19mfxyTcKoFAYIP-5rHA/h26/h001.0_U6TqoaxkhicGwkJjpOIFYYoBgofpDHv1986Q6YxRA" target="_blank" rel="noopener noreferrer nofollow"><span>explains why</span></a> that’s the whole point (290K views). </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.AtRzLqL3EQmRcf6rV4XqurfUThgThGIbYFq2GU1iJjzwYi0ZZ0E_dUkALrvd_Wp9mTBTTuIVuPq0yt_Wi-wq_9E8pnkKHmFmkhS23oXVGk1MLWa9QSGNrPCDQimpICfDoHhe-GqfmwPmmGsFbQavz5nE8Vc3zWI2Cb0YKrihMhrZWMQJjKW1qyIJsD14w7KK4mxIVEMPHXyvxvYQ6F4w0TmazxOeW1_YdFjC1Fj13zBh7HlcQc1_MSZRFwDlqAD8/4uw/OV19mfxyTcKoFAYIP-5rHA/h27/h001.7oBDPjBQ_CYlVH1AL2RXnU2ctpy0viF3rdeehbr7sRM" 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/e33351cf-08ac-4ca1-b840-5ba018fa2be2/Thumbnail__41_.jpg?t=1792059431" 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.AtRzLqL3EQmRcf6rV4XqurfUThgThGIbYFq2GU1iJjzwYi0ZZ0E_dUkALrvd_Wp9mTBTTuIVuPq0yt_Wi-wq_9E8pnkKHmFmkhS23oXVGk1MLWa9QSGNrPCDQimpICfDoHhe-GqfmwPmmGsFbQavz5nE8Vc3zWI2Cb0YKrihMhrZWMQJjKW1qyIJsD14w7KKvF0uWzKLvKx8L7f18o7_IRRFv1zr4xInGBupEbgqBIC8BzeiPY4Az9CUlqPizEk-/4uw/OV19mfxyTcKoFAYIP-5rHA/h28/h001.v_FDEuw_GR-m9Q_FZSKfa0D0xTnOHomNbbxPdeqk3zA" target="_blank" rel="noopener noreferrer nofollow"><span><b>How to build an agent with Vercel’s open-source Eve framework:</b></span></a> This tutorial walks through Eve from setup to deployment, then uses it to build a research agent from scratch. You’ll see how agents are structured around prompts, tools, skills, and channels, how to connect different surfaces like web and Slack, and how to deploy the whole thing to Vercel. </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/u001.9gcMOkjOtNYGV3uudiXU2CvVzz-vRsQtnXJ4lFjGlz8bxakKwWI6376b4cUF0bhgKGDE2CB_XyO_wZpKMatmRFwwI7jCaZcNtCDkud7jKM_TVVx-eMthq2_GhtWseLf8liVXtb1YNXAMOIoNDh4D7eQNjIBSeV64ggQtEBxqKZu5QLzgTq0zMn3cSJmFBZulCaEG8r2auCnARWOZDG8KL1lErNkbSGJhYk21rDVjeqA/4uw/OV19mfxyTcKoFAYIP-5rHA/h29/h001.ch4clxWENYRjxSgXPbbY3bFyWEU4YHOSq2t3NyXvYRE" target="_blank" rel="noopener noreferrer nofollow"><span><b>TrellisWM:</b></span></a> A new “fractal” window manager for Mac that lets you nest real app windows inside each other instead of juggling a pile of overlapping windows. Dock apps together, zoom out to see the whole workspace, then zoom straight into the part you need. </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.NH9KF4GoWlrG6bVA-B2EJTpEuzBNHRwpsMal9soRmMzuN9vq0QsW7amBzwoTGFBLxdQAthZGFl0bDKkW3Bfqksag7azt-zSficPWqHFvGT8dIXJLPqTL2w9iPdjv-bfMCKMhlewDXu7UV0o67hcG_BudCorqOL78xR2QWTC1SN_eyccW2RBQXDfGKzzT6-xqJ9GWFpoeZX3gOCGr8Wdr2hOUTfmMG42aHbXG7w8g7AqZVnIeNhREf4GBAgom9V5f6vaLFfL7q_rpeneG-edaLp2v-s7C3sly0iIK5VzuE6A/4uw/OV19mfxyTcKoFAYIP-5rHA/h30/h001.no8k13_DunhUw2zUpxHmlO24zrwN3qa9bz1w6aitJdo" target="_blank" rel="noopener noreferrer nofollow"><span><b>How to get the most out of Gemini 4 Argon (by Google):</b></span></a> Google’s developer guide covers how to use its new frontier model for long-running coding and agent tasks. The practical bits are useful: align on the goal before a long run, give Argon a way to test its own work, use visual references, delegate smaller jobs to Flash subagents, and turn lessons from tricky sessions into reusable skills. </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 get better Codex memory for your projects</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’s memory feature writes and merges your session memories with GPT-5.6 Luna and GPT-5.6 Terra by default and not its best models. </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 senior engineer <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.NH9KF4GoWlrG6bVA-B2EJc5HI2THLgeYmsOoM5E0hcEDAYFkc69JgsGJvVdyTdTvW_vm1yOxb6V_CwG8kA3i8Z7eJYE3dmf7tSbF5ZD3Z_7iNKrYoX86TWsR03fO98csssfe0C9aKH9sKMwxTyRci3gU5XI4MRfnnlVe0VItGlT8eeVp7I-4GZZH1ogr75eh7GcqLgT3qMaha8rXIDu5GGw85MikVGbJ_pJ-PTARprZXQiTeKqnKD9gaqwhTgiFi4Am2Uo7oeUb9Rbnbp8uFwQ/4uw/OV19mfxyTcKoFAYIP-5rHA/h31/h001.wx-McrK6fPbQNS0xLWZ5k58WsgXvbFmjC3jGKvt0JDo" target="_blank" rel="noopener noreferrer nofollow"><span>shared</span></a> a two-line config fix that routes memory through GPT-6 class models instead. </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> Open Codex’s config file by typing this command: </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>open ~/.codex/config.toml</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> Find the memories section (add it if missing) and pin the upgraded models. </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><span style="color: #d2a8ff">[memories]</span>
<span style="color: #79c0ff">generate_memories</span> <span style="color: #c9d1d9">=</span> <span style="color: #79c0ff">true</span>
<span style="color: #79c0ff">use_memories</span> <span style="color: #c9d1d9">=</span> <span style="color: #79c0ff">true</span>
<span style="color: #79c0ff">extract_model</span> <span style="color: #c9d1d9">=</span> <span style="color: #a5d6ff">"gpt-6-luna"</span>
<span style="color: #79c0ff">consolidation_model</span> <span style="color: #c9d1d9">=</span> <span style="color: #a5d6ff">"gpt-6.1-sol"</span></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 3:</b> Restart Codex. The “extract_model” setting now handles per-thread extraction, while “consolidation_model” manages the global merge. As a result, your new memories will become noticeably sharper over the next few sessions. </p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"> One trade-off is that bigger models use more of your rate limit during background generation. You can find the full list of settings in <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.IFKgnKhChLEORPQcgirN7DUPRWRdPsaLfmgqOHOTzZ_DbaSmipbk9dfHiihANH5FFnVUZ09zZ1J3FNsdkBj3Bxp3_JhQhOUQ_CdvPfqHklEoKEWZjfRLwhKD1ocr5Y1Juv9J6GP_jv7KlXeEdvryvpn_iX5nl1IB8crELj8giQ3N1mWkBG5a6lriYxNnUmdbAzXyD81XjwufihXVloU9KWlib2_yzXgYxKpN22x9TYzENhgyuQp1dOydMS3TLnRC7ycU1CMLdbtY1A7FIXAnag/4uw/OV19mfxyTcKoFAYIP-5rHA/h32/h001.qkX9eyKzC6ulNqOOy_kD3SPWG29-j_82_jtEZ65JCD0" target="_blank" rel="noopener noreferrer nofollow"><span>OpenAI's config reference</span></a>. </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>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;"><h3 style="color:#2A2A2A;font-weight:400;mso-line-height-alt:125.0%;"><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 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%;"> A former senior Meta engineer debunks the <a class="link" href="https://link.mail.beehiiv.com/ss/c/u001.NH9KF4GoWlrG6bVA-B2EJc5HI2THLgeYmsOoM5E0hcGgDS2dPZraj5qf7xtlxO-83_JiXx6fHkseYirzZxHpFGgWpJ9gR1KZMaOY4nx0GJUY9N2jLh1Rx_2Fh7zLlL5TDKIoIl28dCLzPQS5rzkJyEqY1uCkj7_yfPTN3RX_4vQ_5s9LdJPqJvOPBhiSaHJeL0ywPKU7UNsQbM5hi2V-nCXvFIvywNfY-tOYawwOeEnYYoCcU6zfA_GTYSZTFra0XDlT7PWXp1-a_95ssonhGg/4uw/OV19mfxyTcKoFAYIP-5rHA/h33/h001.KHWhdJ09QAb2orj1La-_LrOYH05MseKjfywy71FnWYs" target="_blank" rel="noopener noreferrer nofollow"><span>“software is dead” hype</span></a>. 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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_h9ck9FHbNIgRDXwrxkubcIT0yiFaEvXWmITcoZTgmJKqK3gy_YB1lVy3c5NcPcGdC_Hj1HMckxF0yKurkYkBQEPW5xKSNAjpDsQK28EPJuxi_2tWs65e-x1EazOklIubuTuziufRVhMgkuimpgiqXdqk8LdatNIy_e37eTQMwTlM5bJUk92YVw7WmNW0M3KUQnagxLp3EVtxiiUMqDF8LH4E9x01lLn6DxPiJOFUAzOHuYTyzxnZTv6AhM-jZjqBzeLEI03CFX-GUE7CJRxTXU99GWZXy2a-fKj5oyl2o7fKdFTWgzvmLap1Fb0Rw4MG_JMMHlLsQApPWvX6pR_PvAF-WeLwCyO2KXIA9mHKiUhj3Le8KUnAdPCefkaDptSdOZ4LwdgsxfULmNebYnlb6Bku-909HLkGld2EyW4wPnGopeU7w7cMxb8hGcLO7BCUNksnAvJ5nU7dCES-dVqKee-3kv6KqAUX5_5WjFiD1dLjLIY7Pu_i6gv02RVrNeFxAhVLOCNwxsS1ntw8cDscSkBh97MYWjtfSluCjt559nsUnl0lrOeW8oKWr0yg0Fz3z7IMXvhRrZ-uNtF5fhoRmIp-KIJy0yty7LaJpQ6m1-HjRAGe9J2rZoMYsrLZr-ybgmNhhW_jTtT4H72-BobGE_LkCJPXquGV4pprCoeg0AJRYzR4tRjxiK2h7Q8gJ2ZDonHkafh1HNwfNqd1mFFL3sjNbOJ_g8B0VwoT64r7Xr95M7TAp_ui4hP602Zs3OP8p2XGIPG5XNUuCB6lST1pIlbfjyYj_HQW88xrz29WRsfjDwYc1VxqlyqTCMqJvs52Zh6i-bIEsiPmzA7i15GcjZaz6zEOIKgzvGIA_37lt4qTWwxfwriCg/4uw/OV19mfxyTcKoFAYIP-5rHA/h39/h001.N5wT5laGoqdtyFWeKiJEss86ez3dTYxi1zLk-2kqIfg"><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_s6AftXBC3OfCry1RhBTuXan0UtxnETJ7Ibf_d6WateGFI7ERTw0G2pbDKXBYmi6Mgg_P9Zmh6yBoeQJYOxcPsU2B1XYyNIXwbPS2NEX4u4dq3SZW3mof-kBqrWI4t8ib_-f7m5Jrf5aJJvcSnLLO567NYJzzt4xz-TUGp1Ya3kICRXbCV13VjfWXH9hkURwNfLAMQcRnVl0W0XDnmm2H83eRVkGOGukMQf8lAmnVVnZe2d2bzR5z46cez5pRKeEe_FIBGKswLkZc9bL-LFR85Q2q4P8BuFbT2SAzIZ6iC_oHu-wQ0-LdPMhmdC-prVsUIOdT-QUWQbi99tuukMe0fkG0QBABgq4P6d2wrabh1hJt5LHDmBZIjfEK3SvyLCZ-paL3EthUaWbOcvDJHxHwKKZkkQGZZZyrGM0UDNMvPGNKwB3ro28iIp1RAXZ3bMdg_9Q-MXALB2ieY_jx2zQp34p9zupuVf0FdlN4wgtpGzSsyZsSn1ZB6A7NqCqF86SUNyEfIaQiphYvu487AbwhsPSOytnMSV7Txo3R_OKfZC7U192IZnKFv1pFOVyXlmbxf8WmkPFne_kJ4A0OBwjZwbY3KQHTHaGYEIh4gFke2j8HigPTk6lxXWJKz1E42G8uvj_0V88gz8TIPgUO7dIzpdgFnZLfn3G1rYpdwPnwfZTkCm6eNbOFX72eQzIJA-pJF2mNcoyctcU1acj-NMhLu0ROtTYeb_uQifVRm0mNOdUPXmk6aWt3N01Uz3VKk26jC_sdzlhi3Au0wv6fa5r5ZxB41c4-yxqq1B3ENOlY2okI4nsEFq0TzQlFm4YiduftNxIfIiHt9FWdJSFLOPrVY1KYxmsuy5eiHGVVUf4oRbuM1wP2dNTTzQIvzMhew/4uw/OV19mfxyTcKoFAYIP-5rHA/h40/h001.t8owieARADlUzPuxipeoOkI2eBXCXqIvCdSpntyLNlg"><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><td width="8" style="line-height:1px;font-size:1px;width:8px;"> </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-nulDkbDotIQ9DhfEcJakPaBdovjaXXbaDIQVJ8mXzT0rOcLykQB9BZy7BoeYMdeM-ZOxuAQLNMByoJauAZhOo5IsmCDgrDAckJUZ5FLyIH5-RQfCSEo8dqRiPaj9pR4EA7Rjz0PXstEYywBlbAUiWbQEDsl5yhIXcRX0zLnxz6NnKlxiSx20UpixJa2Tjj8IBr96BSNUYwbPnxhobvp-sKejiS0t9h9u-jgW0UDxM7Y14Z0TwnHx8yDA8YfSc84PgJ1qx8gQriEzu7YJLNSyGl1bmqdtYoL3xe1tPxUeAIzK9vqfdbAlOOsKMmErYt7naXjS0bZE_sKHr6pdsrn6ywuj1esNJ2db7co3pkW2klPPiD_yr3pETG014aG9u-dKkv3opwAwgTrmBQNQmfr4wM7KLO9UtwMrdxJ1-hUqwTplo62fFhXKi1nbsEQFHwA-okME5X40uBbpKAI9hhYLINd6kUu_XBkIVdRHiB_SsZlTShG-QPUr7er0rb7728jDs3v3WdPbmDugpfr9NlZb6ZbJGKlxBRymQVg0pFmD9roI8K7cCTAri_auKkoo8Aox11d1wCYbs7T81XxcTN_NIK6oww1FvDM0Vskj6-RuQ7d7DKM3EIU9A_6xj0UgS259XHvtHjHxLLnpn8NePLFH6cKx2I6OgNd_wvwM2JlcffR7Xhbom8jdnHEjPUxp8EcPE4Wc0S8Z-vpwVYtraY61Gcx4VrQs7odAbwNelmoMV7nFYkalGqvWyykntWpk39-6TwH0Mjo758VAE7P4D5acKXvPahn9rq9aUp9GDrooYzIXXN5AdjsK2Gm1tnfj4H8A3N_K77-MYKdxatmf9MK77J6ep4jVdQyN3IKbjREE8uwMTqUSEk5YWCUrByZ4x8vTf-0/4uw/OV19mfxyTcKoFAYIP-5rHA/h41/h001.CXweHQIeKnG-bOxez2tUlxuYIdC8k7TZyAQQbch7mss" 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/4uw/OV19mfxyTcKoFAYIP-5rHA/h42/h001.rxf044eYc-V5FunrGpzpE7C24dnnDUvrSw7DuNUVu2w' style="color: #030712 !important; 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Follow image link: (https://www.tigerdata.com/go/trial?utm_source=content-syndication&utm_medium=referral&utm_campaign=the-code-primary)
Caption:
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**Welcome back.** A Chinese fleet of rogue AI agents was asked about landmarks and quietly bypassed Alibaba’s bot checks to get answers. Plus, Grok’s latest release upgrades voice agents without migration headaches, and Google just made running your vibe-coded apps on your phone much simpler.
**Also: **How to stop babysitting AI agents, why Zuckerberg questioned Meta's billion-dollar model bet, and an open-source tool that pairs Apple Watches directly with Android.
--------------------
### **Today’s Brief**
* How Atlassian built its AI software development lifecycle
* Airtable’s layoffs and why a rival founder refuses to do the same
* Build an agent with Vercel’s open-source Eve (tutorial)
* Google’s Gemini 4 Argon dev guide (cookbook)
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##### **TODAY IN PROGRAMMING**
--------------------
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Follow image link: (https://archive.codenewsletter.ai/2110416580899168305)
Caption: Click here to check out the benchmarks.
--------------------
**SpaceXAI’s new voice model needs zero code changes:** The Musk-led company just dropped [Grok Voice 3.0](https://archive.codenewsletter.ai/2110416580899168305), which tops Artificial Analysis’s Speech-to-Speech Index with 40% lower latency than OpenAI’s GPT-Live-1. It’s built for support-call agents that use tools like web search and MCP servers. Upgrading needs no migration work, since it keeps Voice 2.0’s endpoint, events, and $0.08-per-minute price. Agents pinned to ‘grok-voice-latest’ will roll over automatically. You’ll still need SpaceXAI’s hosted [Voice Agent API](https://docs.x.ai/developers/model-capabilities/audio/speech-to-speech) to use it, though, as there are no open weights or local versions. Try it [here](https://x.ai/news/grok-voice-3).
**Rogue AI agents smuggled Alibaba map data past bot checks:** Researchers just [found](https://archive.codenewsletter.ai/2110355334556729766) that agents running on Tencent Cloud took a surprising detour when asked simple questions about Chinese landmarks. After the e-commerce giant’s map service Amap blocked them, they packed code into URLs and tricked a public security scanner into running it. They also tested API keys leaked in public code and found a pair that worked. Results then slipped out through webhook inboxes and page titles. [Read](https://swarmcha.se/posts/chinese-agent-fleet-full-report) the report.
**Google drops the developer account for personal vibe-coded apps:** The search giant now lets you run Android apps you vibe code in Google AI Studio privately on [your own device](https://archive.codenewsletter.ai/2110073098380644709) through Google Play. Your regular Google account is all you need. Sharing with friends and family is coming in the next few months. Going public still requires a developer account and the same Trust & Safety reviews as every other app. [Details here](https://blog.google/products-and-platforms/platforms/google-play/google-play-updates-october-2026/).
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##### **PRESENTED BY TIGERDATA**
## [One Postgres for Your Data, AI, and Analytics](https://www.tigerdata.com/go/trial?utm_source=content-syndication&utm_medium=referral&utm_campaign=the-code-primary)
--------------------
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Follow image link: (https://www.tigerdata.com/go/trial?utm_source=content-syndication&utm_medium=referral&utm_campaign=the-code-primary)
Caption:
--------------------
Metrics, embeddings, analytics-all in the Postgres you already run. **[TimescaleDB](https://www.tigerdata.com/go/trial?utm_source=content-syndication&utm_medium=referral&utm_campaign=the-code-primary)** brings hypertables for time-series data at scale, pgvector and pgvectorscale for AI-ready embeddings, and continuous aggregates for real-time analytics into one system.
No syncing pipelines between databases. No data drift. No second platform to maintain or debug.
Same SQL, same tools. One system to operate.
**[Start a trial today and get $1000 in credits](https://www.tigerdata.com/go/trial?utm_source=content-syndication&utm_medium=referral&utm_campaign=the-code-primary)**
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##### **INSIGHT**
## **How Atlassian built its AI software development lifecycle**
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Caption: ==_Source: The Code, Superhuman_==
--------------------
**Every agent starts as a new hire.** Your coding agent can rewrite a service in minutes. It just doesn’t know why your team swore never to touch it again. The architecture debates, abandoned fixes, and decisions buried in old docs all shape good code. Atlassian’s [AI SDLC transformation playbook](https://www.atlassian.com/blog/ai-at-work/ai-sdlc-transformation-playbook) argues agents need that backstory supplied, and its internal results point to better answers on fewer tokens.
**The fix is a map.** Atlassian built the Teamwork Graph to give agents that background on every task. The design choices behind it are worth copying:
* **Connect the backstory to the code.** Link tickets, docs, decisions, and recordings so an agent can trace why a service looks the way it does. Atlassian’s graph does this across Jira, Confluence, Loom, and 50+ sources.
* **Meet agents where they work.** Expose that context through MCP or a CLI, so agents can pull it from the terminal or IDE.
* **Gate access at the data layer.** Enforce permissions on the data itself, so an agent only reaches what its user can see.
* **Write every session back.** Feed agent and human activity into the graph, so each task leaves more context for the next one.
**Atlassian has receipts.** In internal benchmarks, agents with graph access were 44% more accurate while using 48% fewer tokens. Atlassian also notes that each run gets better and cheaper. The playbook's first two steps work across any stack which is to anchor on context, then measure before you scale. If your team wants to grade its own context, [this guide](https://getdx.com/research/cafe-s-your-agent-is-only-as-good-as-its-context/) is a good place to start.
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##### **PRESENTED BY QA TECH**
## [Verification is the new bottleneck](https://qa.tech/events/nobody-reads-the-code-anymore?utm_source=thecode&utm_medium=newsletter&utm_campaign=thecode26q4webinar)
--------------------
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Follow image link: (https://qa.tech/events/nobody-reads-the-code-anymore?utm_source=thecode&utm_medium=newsletter&utm_campaign=thecode26q4webinar)
Caption:
--------------------
Your review queue is at an all-time high and your agents don’t care.
[Eliminate the bottleneck](https://qa.tech/events/nobody-reads-the-code-anymore?utm_source=thecode&utm_medium=newsletter&utm_campaign=thecode26q4webinar) and get engineering capacity back. Learn how agents can:
* run verification that keeps up with AI-written code
* map the app, score the blast radius and test what changed
* find and fix bugs before they reach your customers
**[Join the webinar](https://qa.tech/events/nobody-reads-the-code-anymore?utm_source=thecode&utm_medium=newsletter&utm_campaign=thecode26q4webinar)**** →**
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##### **IN THE KNOW**
## **What’s trending on socials and headlines**
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Caption: Meme of the day.
--------------------
* **Goal Setting:** Most devs still babysit agents with “fix this” and “try again.” A Meta engineer [shared](https://www.youtube.com/watch?v=P0I8jl7WUf0) a workflow that keeps Claude Code working longer, with less input.
* **Wonder Bet:** Zuckerberg admits he wasn’t sure Meta’s $200B frontier model bet would work. In a [viral clip](https://archive.codenewsletter.ai/2109948006770319580), he and Alexandr Wang reveal what happened next (1.8M views).
* **Watch Unlocked:** A security researcher just used AI to build an [open-source tool](https://archive.codenewsletter.ai/2110178596107248127) that pairs an Apple Watch with Android, no iPhone required (6K interactions).
* **Argon Alarm:** A senior dev YouTuber says Google’s new Gemini 4 Argon is a “straight up liability” for real code. His [blind audit](https://archive.codenewsletter.ai/2110461356935983257) shows exactly why (3.5K likes).
* **Human Cost:** A senior founder says [this thread](https://archive.codenewsletter.ai/2110542006124748814) will change your mind if you believe “humans will find a way” through AI disruption. He called it heart-breaking (6.3K likes).
* **AI Divide:** Airtable just cut staff because “small teams ship more and better.” A rival SaaS founder says he [refuses to do the same](https://archive.codenewsletter.ai/2110511694141391159), and he’s betting on 2030 to prove it.
* **Zero Managers:** Alexandr Wang runs Meta’s superintelligence lab with 200+ direct reports and no middle layer. He [explains why](https://archive.codenewsletter.ai/2110367554732806590) that’s the whole point (290K views).
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Caption:
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##### **TOP & TRENDING RESOURCES**
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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/e33351cf-08ac-4ca1-b840-5ba018fa2be2/Thumbnail__41_.jpg?t=1792059431)
Follow image link: (https://www.youtube.com/watch?v=MObkrCUCrJw)
Caption: Click here to watch the tutorial.
--------------------
### **Top Tutorial**
[**How to build an agent with Vercel’s open-source Eve framework:**](https://www.youtube.com/watch?v=MObkrCUCrJw) This tutorial walks through Eve from setup to deployment, then uses it to build a research agent from scratch. You’ll see how agents are structured around prompts, tools, skills, and channels, how to connect different surfaces like web and Slack, and how to deploy the whole thing to Vercel.
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### **Top Tool**
[**TrellisWM:**](https://trelliswm.app/) A new “fractal” window manager for Mac that lets you nest real app windows inside each other instead of juggling a pile of overlapping windows. Dock apps together, zoom out to see the whole workspace, then zoom straight into the part you need.
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### **Trending Cookbook**
[**How to get the most out of Gemini 4 Argon (by Google):**](https://aistudio.google.com/learn/gemini-4-argon-developer-guide) Google’s developer guide covers how to use its new frontier model for long-running coding and agent tasks. The practical bits are useful: align on the goal before a long run, give Argon a way to test its own work, use visual references, delegate smaller jobs to Flash subagents, and turn lessons from tricky sessions into reusable skills.
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Caption:
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##### **AI CODING HACK**
--------------------
## **How to get better Codex memory for your projects**
Codex’s memory feature writes and merges your session memories with GPT-5.6 Luna and GPT-5.6 Terra by default and not its best models.
A senior engineer [shared](https://archive.codenewsletter.ai/2110015197255450694) a two-line config fix that routes memory through GPT-6 class models instead.
* **Step 1:** Open Codex’s config file by typing this command:
```
open ~/.codex/config.toml
```
* **Step 2:** Find the memories section (add it if missing) and pin the upgraded models.
```
[memories]
generate_memories = true
use_memories = true
extract_model = "gpt-6-luna"
consolidation_model = "gpt-6.1-sol"
```
* **Step 3:** Restart Codex. The “extract_model” setting now handles per-thread extraction, while “consolidation_model” manages the global merge. As a result, your new memories will become noticeably sharper over the next few sessions.
* One trade-off is that bigger models use more of your rate limit during background generation. You can find the full list of settings in [OpenAI's config reference](https://developers.openai.com/codex/config-reference).
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Caption:
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##### **IN CASE YOU MISSED IT**
--------------------
### ==**Our most-clicked story from yesterday**==
A former senior Meta engineer debunks the [“software is dead” hype](https://archive.codenewsletter.ai/2109879371058332062). Instead, he predicts a three-part future for software.
--------------------
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We put together 20+ hands-on guides covering coding agents, agentic engineering, and leadership frameworks to help you level up your career. You can [get them here](https://codenewsletter.ai/guides).
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