Fwd: OpenAI's new coding model
Alex Fraser
beatnic at comcast.net
Sat Nov 22 15:08:49 EST 2025
-------- Forwarded Message --------
Subject: OpenAI's new coding model
Date: Fri, 21 Nov 2025 13:04:33 +0000 (UTC)
From: The Code by Superhuman <superhumancode at mail.beehiiv.com>
Reply-To: The Code by Superhuman <thecode at superhuman.ai>
To: beatnic at comcast.net <beatnic at comcast.net>
OpenAI's new coding model
Also: How to start agentic coding
November 21, 2025 | Read Online
<https://link.mail.beehiiv.com/ss/c/u001.kro7WBsAmEsY5mGgiUDePbOdMF_BvViPt7FxYKgxL9u8qjzN6eqIgOoKEga88MTSXvqO1da2K9mW8AdjC0u4MpcrzlLXfamGTxBTiwD5o8kTAJOBcT0ckBj0anyn9WUgJ19eazmuA8Wo9lS_5sVkmzEANm4LqVUr5MIJa74XhoOpZM6oE2AP_rAPmT8mZxq42tZP-21yWgGJATD39HNa7OdEp2mBLl0xVGwl8gggU14VTSNHqpDwejlIwiEf5KZyqyEJmcu5p7T2ivwUQ-91JqmN5jIfnycal2uDrFrfPsFQucuLARAoDAfrbEfUpiNpivTVV_HgGQMqzYN-5QSVqeX4-m5MA41uYT75Z39AnZwsUQrEnd_ddfBRKayyhK2eN-7PxUmLr5ss7KylzicIiTFBEM8HPdoDzWEyc1J1GBVO4WKHtorRGzg6bzT3s3re5wldjojE4LophDcCmEgacYN-Pn9ud9Z7oSpyX2vaUkl1VjeNmCZAYzY52Auvl6CpIrUPAQ3zcSHAMLe_Kj6d0yjmHilLk3rwVmxzR6tKQ8dAv8p0jWll39sjf6LIjbVEvy9lOEfdA0xDW9CkHeEeioLpFxTXpEdt_V8BMphG4XE3LV9A5OkkXvulqWxVs4j-Q7_7t_oshLCQ_w7TGVTtTYsOYub8wUqRPATYC15x7gQ_2ZMHauLqs7gaUa5d6_DlG6oLyts3S46U8PqwKmkuKnFdph3b6cm24bp3a7aJJxkV9onpv5sQvQgvUJWSer6tUtUqa1f21-fpuIZ6wN5_fRFr5Vw3dn8FtOZM1vpqUQasLuYfGPRdmJ-9omyO58VZTdoGGehc3637bObOylZku6daM_UwsdDAw5J5nLGFYQw5Dsd4VV7ZvvRVIEmOkldIR1ZQtG28q7vJaRT-VevrFiWz6Z0u_8mwbMhRvGsjrI4/4ls/IuvH8ZolRy2oC431lGPtCQ/h0/h001.YqU0H60oUHhjmoAwRI4z4LRqvzlfQ5E481YR7QvuVKk>
*Welcome back.*OpenAI just dropped GPT-5.1-Codex-Max, an agentic model
designed to code autonomously for 24 hours straight. While they claim
massive productivity gains, expert developers have already uncovered a
paradoxical issue that might actually hurt your velocity.
*Also:*How to adopt AI for engineering teams, Google’s tutorial for
agentic coding with Antigravity, and pro hacks to use Gemini 3 and Nano
Banana Pro.
*Today’s Insights*
*
Google DeepMind drops Nano Banana Pro
*
Mental models for building products people love
*
How to leverage LLMs to win in the AI age
*
Trending social posts, top repos, new research & more
*Welcome to The Code.*This is a 2x weekly email that cuts through the
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<https://link.mail.beehiiv.com/ss/c/u001.lj8E5PmaCEQWZtY8yZ5P0iQN5AwO1uyo7b8VWzUC8KOah9ybMlNm2WEQrCogJmQ3zyPcM7Szr4niatprgNoGkK4ZFH4q5ZlwgKbPaI1CoDBt-v82t1FtsMjWgHFdfBXUBQf3EXmA7I4eV9FVneiPPsfz8vbcGzKrCyeRTJaRj4GI-fGX59LNx8wiNZMCH9VzY-lurUbftn1LuP7Qd6TrAyDQS1UPgfPTkFiYYLGWyPUlyOd6oj0Xi7s4jqq8buV-YyTqmjASpqyOZmrdkeZGaFrsI307WxXFUYBRzEAbFT5Znop-2UoHgqQ8EW_lrJw8/4ls/IuvH8ZolRy2oC431lGPtCQ/h1/h001.qHshWghb916EnoMRCalwY4S5_7agL234tnrdFnKvINk>.
*THIS WEEK IN PROGRAMMING *
<https://link.mail.beehiiv.com/ss/c/u001.WM_5VEepnkJ2XyRjDAXS4dloemcHApgAebp4VR_mikSJjSAXDgqpU1kIeiAfjvZzCb3-5PWL5n0uDMid0bLogfJA4_u3-GPSeOKysqqajU6wEZpBKcTY9gw7gqZ860UWVtZ5CTbDtR71QZN--tVz7hV5aWk51Kg5GqwC3cXi8XEru0Q4WUz9b9ccbBa5D5D_yfOXZKqE9r7bywj0kQbnhYSoa7LnPCqH8Xjnb0Yl5JgISF9VdJVAkc3lbPOnf2OoWb5z5gFNUsnjwyvXLpW2_qrLK6oVC04JUjV7SOIBvrE/4ls/IuvH8ZolRy2oC431lGPtCQ/h2/h001.CQ4X2Vimoj6n3Rds0jW9uLcjxN_Bn_UBDaccDOXbD4s>
Click here to watch Nano Banana Pro in action
*Google DeepMind drops Nano Banana Pro with built-in reasoning:*The
search giant’s latest release
<https://link.mail.beehiiv.com/ss/c/u001.ZELe4XSJUXiTVID8fUzIABkccK1noX5iPpik-Kx0Pruz0xyXj-eAH_ReNOpR4_RRnpSZdXhi7zyALrLnCxXXeqF-wc_z8dyk9e2bESDZhEaP7k4Q4aRwIIsadwvUtCmumlUZh_E2j9in1MvOc4LXcIeHsjoHKw0Nyrx_qxyjGZQFR6OWzbUwVMtBukrMdnKByMwPNKCxEAWgRy_cDneeT5jt4lttvPUMFbyrzrIo3TKaP8wlb0qMz3-GxAdpnsZ5dl_MGHGU6laTCKo9JfzsAxf1dkDEG9_nXzTH6Npb68fmJRAYyVW9jwXKQLWJ8AE9/4ls/IuvH8ZolRy2oC431lGPtCQ/h3/h001.Afvm9gBIV_FoiDUfO4YYEQ-mHvC4nvtKgbepzoA-VnM>leverages
the Gemini 3 Pro engine to think through complex prompts, earning high
praise from early reviewers. ML expert Sam Witteveen highlighted
<https://link.mail.beehiiv.com/ss/c/u001.WM_5VEepnkJ2XyRjDAXS4QkSi11HdD7r3Lfiqf5uW-u3oKHIvt7tnETrFPwHuwEh7z9RyVUPW3TdaOZt7O8JVlwY3zMcosAbQiL_pGp3k3lY_U51nFxXf7ljRqayUQclIYSEVm0mD-CuCIzShOhRdvzX9u2XqUImDkGCkSnsYFBxQMJ1OIcyxkr4lqwmujLICq2l_F6W2QpU3EVIHZP2ZKp4bymlw1jcXQoV3RpUNS3FvzWYhh8VFE9HAAqT32lw-wKT-GG3PBxf-CFzl2pRvtMSB0LcEgyyq76xDipfWJw/4ls/IuvH8ZolRy2oC431lGPtCQ/h4/h001.W2fLheK-cR2wN513RNQ3gyoaSYgRR4-rHQmn7VMhzIU>the
model's ability to ground images using real-time Google Search data—
perfect for accurate environmental details — calling the upgrade "Nano
Banana on steroids."
*OpenAI's new model divides developers:*The ChatGPT maker launched
GPT-5.1-Codex-Max
<https://link.mail.beehiiv.com/ss/c/u001.wZN1XY49ssmkxVgHdsx183UNH4UTy36RoFEzZc0N1g8usTYEj9kWConjKWelzk4Na9hD-ka3bOV09TJNEJ_v-889MELSNm2rfAGdYhGl36wDIquUliSuNirCM_uyuUqNzVoLEM8w4AONSzWNwoAeiVF56JdmIpLpzMT6unKw6CwzSH__LH791jXK8ZACwtfbpwK6geMatyWi3azIZy-U2ts0ikeBN2CD-LVZ0IDqyRrzOVaUTNKVTAHc2ZWTb4jRS9JSA6ljdoEVVbPM-MrjDg5XlxExFr5o4UiyRZnosM8b5d-u9bsBwCrFm23S5Rxh/4ls/IuvH8ZolRy2oC431lGPtCQ/h5/h001.M5nNrMQxXVbauqNxx9P2Iawhfpqu2qHe8o6uBBDYvdc>,
an agentic coding model that can work independently for 24+ hours
straight. OpenAI's own engineers are shipping 70% more code with it. But
not everyone's impressed — expert developer Theo Browne called
<https://link.mail.beehiiv.com/ss/c/u001.WM_5VEepnkJ2XyRjDAXS4T-8Tk-hywF7lSOsOftGcu05CJr4O-6JjCbihJgCt0G-C48WL_S85864FnpXNk6JVgywmSDEZt2qffVlpymUXj7p3lO9un57yjt42zNKO6BhSuBaK6m5R14adDSE-28a6jyuwi-k6gMRu4iSxdI1CH19w2861GmfNUvV0vlSwWZZ7HYWh2QmZvjYGwqqTRvj8OxcZO8Ak6qizvgwATpOQYEhjTBANpZ3Dspk6AE4auEzBQ0e3LiRnvdRGiYWWuuc15t_rm3oS3T2bp6w_n45Puk/4ls/IuvH8ZolRy2oC431lGPtCQ/h6/h001.r5YKlzRTAlRWs2qGuUqnv0R6jbEC8zQId2lj8U7chVg>it
"slow and high-maintenance," noting that while it eventually gets things
right, its poor TypeScript skills and need for constant hand-holding
make it frustrating to use.**
*PRESENTED BY AUGMENT CODE*
*How to adopt AI for Engineering teams?
<https://link.mail.beehiiv.com/ss/c/u001.AtRzLqL3EQmRcf6rV4XquuWHW6zz2hZOTuk_OuEPcv6-BOHL0YxKhofV7-0clkCwbMVqJ48TFYqMqsUcZxFb-b614hcakeudwlRxltS9hs3NC74M1ZXHXxCPt8b4Wx5G1nd6G_jsXyGHLZqkTVrGkQX9V2wpUyzCQYwyp00_AmP2RxYKw4yMagzoDnFiVQKRDMNioscZc4NeI5Yc1arszLTtQtvaNqWkaxLpN3kllhYdfryzs1O6YXLROhfPiDDeiWfOV6jcOzh8k5xdCUBjtZIFoCBvKQD-uxcXVGPXzReYeLdYEy-VYdWr2MtK3rSzLAPXXoIY9xRTU4Pa03LiGu61hdwxm313bqzpk8wfPTw/4ls/IuvH8ZolRy2oC431lGPtCQ/h7/h001.nzXPOYnVyfaV4rnRlE80T4FW4Z9LeO4apzbnmLx2l1c>*
<https://link.mail.beehiiv.com/ss/c/u001.AtRzLqL3EQmRcf6rV4XquuWHW6zz2hZOTuk_OuEPcv6-BOHL0YxKhofV7-0clkCwbMVqJ48TFYqMqsUcZxFb-b614hcakeudwlRxltS9hs3NC74M1ZXHXxCPt8b4Wx5G1nd6G_jsXyGHLZqkTVrGkQX9V2wpUyzCQYwyp00_AmP2RxYKw4yMagzoDnFiVQKRDMNioscZc4NeI5Yc1arszLTtQtvaNqWkaxLpN3kllhYdfryzs1O6YXLROhfPiDDeiWfOV6jcOzh8k5xdCUBjtW56SK53sZYsj6cg79QYxDypNvh0pCYMV4nADdDtfl88ArXp3rYZMVxGwypQX5QO_mT-egcojXFERkTT4UZNtTs/4ls/IuvH8ZolRy2oC431lGPtCQ/h8/h001.rg5qyie60NMzbjDHe2mXOGov45UIoagzzGPHzeea_P4>
Most engineering teams are starting *AI adoption
<https://link.mail.beehiiv.com/ss/c/u001.AtRzLqL3EQmRcf6rV4XquuWHW6zz2hZOTuk_OuEPcv6-BOHL0YxKhofV7-0clkCwbMVqJ48TFYqMqsUcZxFb-b614hcakeudwlRxltS9hs3NC74M1ZXHXxCPt8b4Wx5G1nd6G_jsXyGHLZqkTVrGkQX9V2wpUyzCQYwyp00_AmP2RxYKw4yMagzoDnFiVQKRDMNioscZc4NeI5Yc1arszLTtQtvaNqWkaxLpN3kllhYdfryzs1O6YXLROhfPiDDeiWfOV6jcOzh8k5xdCUBjtfI4vdO_yuAAxiFw3t-S4StXXPJ3jrvvfH_jRSAZiEt66BxlXVjsQQ1BeiE_jbeVubLWSbZpfFHlS8kiDbVvDnA/4ls/IuvH8ZolRy2oC431lGPtCQ/h9/h001.IU1V82QTVL7RmrNZZ8ypMQoGnwoZpqXbDZQJrQ1IThs>*,
but only a few can drive real ROI.
Augment Code's new adoption playbook, *AI-Powered Engineering at Scale
<https://link.mail.beehiiv.com/ss/c/u001.AtRzLqL3EQmRcf6rV4XquuWHW6zz2hZOTuk_OuEPcv6-BOHL0YxKhofV7-0clkCwbMVqJ48TFYqMqsUcZxFb-b614hcakeudwlRxltS9hs3NC74M1ZXHXxCPt8b4Wx5G1nd6G_jsXyGHLZqkTVrGkQX9V2wpUyzCQYwyp00_AmP2RxYKw4yMagzoDnFiVQKRDMNioscZc4NeI5Yc1arszLTtQtvaNqWkaxLpN3kllhYdfryzs1O6YXLROhfPiDDeiWfOV6jcOzh8k5xdCUBjteqZNn4LV9dGyhKu8R0095SHBck76tTzwf77wDma5Q6E9D4U2NLL1Gs-sl75C_RUnR0UOd5Vc19QpLFDrxNcsHE/4ls/IuvH8ZolRy2oC431lGPtCQ/h10/h001.UtIvXAVsJXm0WBVkL3AlUIyyMYw3MZRni1bnRub57F0>*,
offers exclusive insights and tools to help you accelerate your AI
adoption process and scale across the enterprise.
*In Augment Code's guide, you'll explore:*
*
Real frameworks from CTOs who've scaled AI
*
Ready-to-use checklists for AI transformation
*
Organizational self-assessment tools
Stop experimenting and start scaling: download the playbook today.
<https://link.mail.beehiiv.com/ss/c/u001.AtRzLqL3EQmRcf6rV4XquuWHW6zz2hZOTuk_OuEPcv6-BOHL0YxKhofV7-0clkCwbMVqJ48TFYqMqsUcZxFb-b614hcakeudwlRxltS9hs3NC74M1ZXHXxCPt8b4Wx5G1nd6G_jsXyGHLZqkTVrGkQX9V2wpUyzCQYwyp00_AmP2RxYKw4yMagzoDnFiVQKRDMNioscZc4NeI5Yc1arszLTtQtvaNqWkaxLpN3kllhYdfryzs1O6YXLROhfPiDDeiWfOV6jcOzh8k5xdCUBjtYxVcRyn61R1So8tU58VAn3yg6_lIiHJxgNkUPqdy3fNibNcgyyExUNDU_Gja0QCpF32ykflV9OCEmOk2Mh6JPU/4ls/IuvH8ZolRy2oC431lGPtCQ/h11/h001.cd5Zv8SpopTE3nDF30L51nKzONVIqf2IqQgUMNXzsmk>
*TRENDS & INSIGHTS*
*What Engineering Leaders Need to Know This Week*
Stewart Butterfield, Co-founder of Slack
*Mental models for building products people love:
<https://link.mail.beehiiv.com/ss/c/u001.WM_5VEepnkJ2XyRjDAXS4QdcHuMOTxFbIl9YJEuvpGUHSiHQPS2rLnIHturDhlDxhpaE1V11glKf5KbFcWirUWZuZgYHGp7G9c8yTo8X6kiuRfrEBdmJ9TR2v5gJqc1ig5o90vLS75munos0pjPcr77tzEQcDOQvuRctteFJPYBSYV2_4ex1jANYLRCq-GZRmfAf3ECHEZMhOursQiJd8FN5TKZqqsEW6JZ02NXktBC0Bfqdn5EKx8u9ZJ9yfpBYOAs-L80jX2ic1GkCzb3U6HwbVa3Ma3qxY9OBQ0mH11Q/4ls/IuvH8ZolRy2oC431lGPtCQ/h12/h001.egtclMUY_hwQ_KrKmnwinhodwM59PpdufkwOJUlG7AU>*Co-founder
of Slack shares the product frameworks and leadership principles that
most contributed to his success. From “utility curves” to “the owner’s
delusion” to “hyper-realistic work-like activities,” his thoughts on
craft, strategy, and leadership apply to anyone building products or
leading teams.
*How to thrive as an engineering leader in the AI era:
<https://link.mail.beehiiv.com/ss/c/u001.VbEOSrOul3-OJLQ24EO2NBAV2w_fKeF0d0RQJeF5lgrCFBgt3-rEhT_UcFOHq0apEbxb4ISWm4EQiBVA35dFUB2YSUzzwoz420DN8ipB0U73wGqjWxiAKH2pDTRH-Kwn73Pk1Cw5CxVH-LUmmdOpZemqzf1TMZRZiSmzG4lhg70W5mgJdI-64fSG3gDmMT4zHEAYa5Q7RiVCScUZ_BpNYvwpUhHtndRwH5oTf-wXBM8mmwT6b9CIMaOmPwe4SK6EmQs6vgkMMgQOABdX6I00NUHfZ0PsS-diYWIKxTJlYE1SS8zGPOIF9fQIzW3coMbdiu2X20My96EOV24GBQePc653IA251LI6VHhjcB5mbiA/4ls/IuvH8ZolRy2oC431lGPtCQ/h13/h001.vw3p-exqd-DRO2QqyeJxcKEzwo8PQcKLEjE3Iqcnx78>*While
most companies like Lovable already skip PM hires and expect engineers
to lead entire projects themselves, this article underlines the need for
devs to become "engineering multipliers." It suggests devs focus on
amplifying team productivity, owning product decisions beyond just
coding, and leveraging AI while maintaining quality.
*AI eats the world:*
<https://link.mail.beehiiv.com/ss/c/u001.AtRzLqL3EQmRcf6rV4Xqutsbe-EJnSP7La6juAhj-YyYe0RWDONVkXhDfFFkHb7QAgP_w36OEbBLS6lGRdMmFyXtTcHKm6QUjDbFkgrSTrrnJD_IS-1qlNC8Ga7tSSosLi8mtf1sXlMz7fYAaWLtVOrlM7bnH1c6gwg4BJHs2CeATc4a3Pj8nLgtCHBgbQy0K3ow_ll3CXq-6Y6DjxJ-FgCUBajhLVsK9exQOnkmv-URNKUVQl0hQtpv2GP0huIydd9E4JXh-D-kuxPFd2IVWSNptxJkoU86IXgXZfgLTSo/4ls/IuvH8ZolRy2oC431lGPtCQ/h14/h001.lBkpf7ly4zJDNQdqIlXlz-Mf7OgA45gLW1JekbYBoZA>Renowned
tech analyst Benedict Evans argues AI is the new platform shift. As AI
coding becomes the new abstraction layer—slashing software costs—models
face commoditization. Future winners will require proprietary data,
distribution, and product UX, rather than just superior tech.
*IN THE KNOW*
*What’s trending on socials and headlines*
Meme of the week
*
*Prompting Hacks:*An AI engineer from Google DeepMind shared
<https://link.mail.beehiiv.com/ss/c/u001.AtRzLqL3EQmRcf6rV4Xquq5r0h4E0kRd2_mVZ13TCWKhWJrZ1VtU_qsimHIzUzO7W1WXAnJYIdLmz-8y-NODv8R3P7XGphRuBM5b9KhQJE6f-IsvMOlXsH4e-H-pXQThbZsJI0A2-mcRIXLd8kUWN7ip7ewqaGQYKz3vIUzj7g8mMpk_pX_ER55ZhHm9NmK3dxvGPbAQodSQT3_QaQxtB6vo6mYF38MaoDgUYgNBls0VTA13xR-qTvsmGwHl3P11f3efdmompfGbT57_GWQ--C7ltAABybL4m8AuebRlebjhKtl84KeNF-Wstm_kCB04/4ls/IuvH8ZolRy2oC431lGPtCQ/h15/h001.LaVBDBOftS6sgxZr5X0beJwxNr9tCVvzdSFrvdbvIec>some
of the best prompting techniques for Gemini 3.
*
*Vibe Coding:*A computer vision enthusiast developed
<https://link.mail.beehiiv.com/ss/c/u001.tgWOPLtqyPb9_0gOXDT9L0zu_XN4wWGY0XwmN7MYXEM6RcnnpHZuAB7xkHQUahYIkpXYK73o6g-C-Qwp-O761YKob10tmNDRWFiqOOTQ8eqODmmppsUT7l96lzrjgnvWG5vtNLcoBQgKlVF0IwwrCdhQVQ8SyiMFQUu0JQBmx_DQVV6Ao08msDVA_Kp2OFfYna5ny6QN0vAir5ISqwGAua2eMDZShoyEM4h6WvHg9-N_0h1V9t5Qbo7MZfVHW_pWgJjxbVsz8EXTPRLdtOQ7WZF5boyK2_Lw19rw60-1QbWcFPu8sWuOlBkpNSf2DJVt/4ls/IuvH8ZolRy2oC431lGPtCQ/h16/h001.c8VlKaj_C9sFmaMYsqcDE73FnNQUDC1H8RrxE_V9zbI>a
Jarvis HUD interface inspired by Tony Stark, using Gemini 3.
*
*LLM Weapon:*This is the way
<https://link.mail.beehiiv.com/ss/c/u001.tgWOPLtqyPb9_0gOXDT9L20fP4xFNoxseO6LKHjoDrKVwODare6mmQe_KV4wUyTKnHomxwABsfDh2MA0xjtgXfHzvgAAGXgFo823M5xqKNwx0VxRC-anyFVnXS7Dj7pM4IHt2o4WZvPnKy_ute5bCjfYyf-mFY6rX7xa3R2FXJZXJLXRD9Ew0pD76lL5iDe4zWyBd_IxB3VqWi0Wv5az7zGv3nFY9_EyzWkA24V8sNzHh3ngi1ooyKyIPANFNgphe_zna8pbJajrOgm1IoVEBhR5mkPpQZEw_ovRMIlQPxAIemMp5ybc_xASpk5r0__v/4ls/IuvH8ZolRy2oC431lGPtCQ/h17/h001.2ihwX5HP_4hdr6R1VLzdfoBiRe2ddsgGsuuFpN_rlXY>to
leverage LLMs for success in the AI age.
*
*AI Explains:*Engineers are leveraging Nano Banana Pro to transform
<https://link.mail.beehiiv.com/ss/c/u001.tgWOPLtqyPb9_0gOXDT9L4duz-HyX3n9B63mtCDC8pEXMANAeBaz0ueu4JhAZEijVF66zpI-cMkXDMf74h9dJguwrBUVfSdvhqlyd0SecI5J7vhkl9s6quzleFBqJKzP9DQ85dBKEish-YelxssGdyOsUlHyfiTl46JHNwjRZJT-tma7mIZhpnqd36zFT82yuXO1Z2IwgriNDRvjIy5nKtxMdEWoJCoFbIQz4LOAasdeyxOVfX_UD7_QgGaMr_rBKBX_3FbSP3boWJXXhh7l9720aDyO5EvGYWc5g_Ghpz08Ue8mhSsCvZjrAP_kHl_W/4ls/IuvH8ZolRy2oC431lGPtCQ/h18/h001.njA-yfsjHxbU6gJyAI9Fz7oRwjhoOZypO2jQAX52wQM>complex
research papers into easy-to-understand diagrams.
*
OpenAI rolled
<https://link.mail.beehiiv.com/ss/c/u001.tgWOPLtqyPb9_0gOXDT9L8rcbUn-mre-a4Sv76xSCoHHtJPzjKJ3v2KdOQVgm1vohUdRkhjUREGvtRZLnTq_F5BxylpXMK-JN70qzRIOk61Ry3OZoM-FFuY0IuQ4yj2XAiW0a_bcsPZtLGXgdV5Kumaz55gZmoA-l3DSVLMVjYRxM5ofEybO_MaPOhFqlBncxBBIJwg3rmRiAa2jIlOH5TLRerpaY2mjVeWh9OzfCJ4HbJ_S5hhiQe1LPjG8AitprBZMxoCzb3iYFhjHSSBtIC93mSwx6HKqbpzfWHtGGkL41DuCSlb6F-KxVz8BWB78/4ls/IuvH8ZolRy2oC431lGPtCQ/h19/h001.iZA6sqyhfBlDbf0VJggo77NwkIvWMs4ay4_VMKeZghw>out
GPT-5.1 Pro to all Pro users.
*
Meta dropped
<https://link.mail.beehiiv.com/ss/c/u001.NH9KF4GoWlrG6bVA-B2EJSojH5RFR_DWmih8RGwekdx08ydAjOqwMa5EHx5ERrUnaQQHAlGL0fdKx5F7PZvKm67cdEqTzWShE9n3d8-881h73V5fUrkEue4cvyRmpTcpkYC7wRCygIh1VTErsdYW3kCGOOT7Ucr30S29e-UcdyPo4-MyUVU1ynTBe5Xw_BR7YHmk1a6I1RR52d6sjT6MhoNUGnX_i4pmteCdmdgP3oZTqVSWhEZZNbzbmYZj_5Gl6G36zowLTWQkR-lGkpzAx-e7Df43mqpC9gFGvhSTvqBTwZo7IGNGd4oxfTnfK8kD/4ls/IuvH8ZolRy2oC431lGPtCQ/h20/h001.-g8edY-mihtLEgDDoEErlbe0T59sT_0uPV-24Sny-ZE>SAM
3D — an AI model that can turn any object in a still image into high
quality 3D model.
*
xAI released
<https://link.mail.beehiiv.com/ss/c/u001.tgWOPLtqyPb9_0gOXDT9L8lXzZqH1EnPOhoek5BweepYOzY3PSxU-Zyh3ANS4vvy2cBV5Z_gairm0y6GVyrfdZnLwLrUHjuIFxN_Qw6kZ5pt5L0G6WlKeXFT6HAdylgk130HK5L7FGVYOG-AIgxWD6LmmPkQSlRij5X2j-Iu8fFGiPVREa5JXCD5eN4l6lBkBXG5asY9iu9SEiV22voulJBV4npT510AYr4maHjFQOIn_DmcKj6FcG499eHYUIbiIXyN2vXZilAj_rwc-eAuqcFexgi4EawmLmR4Dhm4a4I/4ls/IuvH8ZolRy2oC431lGPtCQ/h21/h001.BMtxBNCxvjDDFZkbSR_31HIU9du69FFllNkCYiJXcyw>Grok
4.1 Fast and the Agent Tools API that has direct access to X data.
*
Replit introduced
<https://link.mail.beehiiv.com/ss/c/u001.ZELe4XSJUXiTVID8fUzIAGtiSDvvOiiM1D8dNZ8PDhn5VlITBHTS0H5s8a4tUDyDge5KL_hYJnUsIfwE-QyBvKgHLnUha3HekhZiz4yc4Xozk5WDXRsziTGxrGThCxM1XG2iDXAP6u2Vu0HkmilCFD7tDLfaeE8I0S-xp1oZ509THj4KHxSO_ZwJJFFzv6DAacZqXDGTzRw3SbXz_w1CB-FDs4RSSZZbNsCgMfqKji2l-tPbfwLdpdE2DBkZlHHmjIf3V_4hzvpmnl34kkeuGWLJ2UIYutbTUJiWJ_JNZ7o/4ls/IuvH8ZolRy2oC431lGPtCQ/h22/h001.OhV2PziKFi7gK_AymBmTXOAIuGjO3M_N-J7GV-iZ9eA>“Fast
Mode” to guide their coding Agent to perform quick changes with
precision.
*TOP & TRENDING RESOURCES*
*3 Tutorials to Level Up Your Skills*
<https://link.mail.beehiiv.com/ss/c/u001.pljPPsurrJ8ITcFAp15gIUUGJCCI9x3zsZh3dRhcXohg5StD3VCPzLBwhKDgyj0J5Rwj6nRklB-MH3vk4KSzcbY_xvOVob1vI_4v8-IJZghU8ZU6d_WmZqfarHowg5REk2fczJAIWFlNfDXpUmxC8N_8yIX9wgLWvf4TntfuqYhuHLG_tWplQ-ectWuQuQzMVE6YNpZe6DL0ge5FHxkcLjtk9h0NQFsfAbNSERk7uBCGuS7Z1UpVoQDShsaN1pmBMjg4XQJR-aCbEVDSCdfdl-4vk2iI-6_3n8wyIiuuWQjZ0TMfGSENWMLrT2hXF1BITrS1w0RCnRHprNnGA65MoUXmb_iB5wfiis_JBlaHgH_jh0Eu6txfLQNZ3A_aePyq/4ls/IuvH8ZolRy2oC431lGPtCQ/h23/h001._mZrCq4o52LSHUeAsN1-xMBVQCRm5BM2-rCSmSMg_Ug>
Click here to access Google’s Antigravity course
*Getting started with Google Antigravity (official course):
<https://link.mail.beehiiv.com/ss/c/u001.pljPPsurrJ8ITcFAp15gIUUGJCCI9x3zsZh3dRhcXohg5StD3VCPzLBwhKDgyj0J5Rwj6nRklB-MH3vk4KSzcbY_xvOVob1vI_4v8-IJZghU8ZU6d_WmZqfarHowg5REk2fczJAIWFlNfDXpUmxC8N_8yIX9wgLWvf4TntfuqYhuHLG_tWplQ-ectWuQuQzMVE6YNpZe6DL0ge5FHxkcLjtk9h0NQFsfAbNSERk7uBCGuS7Z1UpVoQDShsaN1pmBMjg4XQJR-aCbEVDSCdfdl-4vk2iI-6_3n8wyIiuuWQgc6H3gj6nfjH09RMXltmeBuhSFHLr4XOOUWHO5FPeQE1WJo2E0ZZ5urj4cv9N-lCqo27q3nWo0vWEVOrAOZwr-/4ls/IuvH8ZolRy2oC431lGPtCQ/h24/h001.r_q1IcKJCLUiivT6i63d7FXX6aKJok0g3h5emtA6Dc4>*This
comprehensive, step-by-step course equips you to use Antigravity,
guiding your transformation from a coder to an AI manager who can
dispatch autonomous agents to build applications, write tests, and
independently debug code.
*How to create Skills:*
<https://link.mail.beehiiv.com/ss/c/u001.kro7WBsAmEsY5mGgiUDePT8bXT9VexWaVfCCnKWKgtQGq5vUbISc0Z9fWluTZ6BwrveGAz3Fpb-7Mh9-883Uk63fgbEI7uIqmvZ-VBskOAi2Pzg9DC4VHlSjbsRYa2s5B0aNrpEpnX7Y0824gqDLMnFJMKR9KaZsRf0N0lN60VE_zlOW_lAjrRYB5KmFosKzaqIwwhaYeY0rCR5jfdVA4UdNS7WEtzWGXBbpoFuvjF5Fv72A8w6WR4xxV9ykz7FmKylFNPv_QZ7wCu87SjFcJzgv1DG-BMziWqYku_Uoek1N6jynn0pzCpBfgLfKCoQbf94biaeGWbS0jLLLkLi1d3TFEbDPsaOgAULBOhw-TDg/4ls/IuvH8ZolRy2oC431lGPtCQ/h25/h001.ZN2MgT93XgjEnJeLqbTxdc5jVsQuoIUTEkY-fw-ImjA>Anthropic
released a step-by-step guide helping developers create reusable Skills
for specialized tasks. The tutorial provides production-ready templates,
debugging strategies, and real examples that let teams build consistent,
scalable AI workflows without constantly re-explaining requirements to
Claude.
*Making sense of memory in AI agents:*
<https://link.mail.beehiiv.com/ss/c/u001.AtRzLqL3EQmRcf6rV4XquoVdLs0xENryN30a4UPqnEA5f8ml-X0pbyS2WGKgRtmwhBwthT7oXmhk67Y37UzZKm9iekWTwkfgLyq0h7KcZ1IIRWalM8nRbqGOMGUK0gnpgvZTuzSzHixPRZGsEtXljUQ6UP2fso7YX8KDiDE1O0i3bZNregHDy43WjgGegRpqCiKZ1yEt1XbNuK26QWupxiZSzc-6GApW3vxnlcs8ra2De3Qang-sGC7jaFMeahAigO0-vVR12vnq4IUHTJ1yO-h8UendVhiMxJnbdJtwyQ-qsO7mco0PyX1bBUziZ5YwPaMCT2xoXjnr-ED-tXL4VA/4ls/IuvH8ZolRy2oC431lGPtCQ/h26/h001.JbgkSwmrAG1-9Ae5IZ_xdhtpywqxmV1gtjUADRIqlLE>This
deep dive clarifies the confusing terminology around agent memory
systems. It covers practical implementation approaches, from hot-path vs
background updates to frameworks like Letta and mem0.
*Top Repos*
*
*Memori:*
<https://link.mail.beehiiv.com/ss/c/u001.yBywWjiZ7oCsTrXLmaNhkmXAVGqgb8TP-XPk-0Mm6gNqkqxY9ck07UO-zpDCTF7u5mITBIQr7-dFAtyjXLm940F6Uim-BH4uELjAYN4JlaFey3KOYSwz916q30Pn-yt6T4WA7BFpmV2pkuUsMDP0lVkI0ohysIZemYCSGgzqEZnG4Azhj_jq3aAwXgQ58_-_X4-gSib4kcqLf_w5qE9k5OhhWZRQcXa0-MR38bW7F72G2LECb2sRz4U3ebzoB3E16TTQMP7mLnIM0pTDVa5QFrahmz1GTwR7aQ20Ot9u5Y4/4ls/IuvH8ZolRy2oC431lGPtCQ/h27/h001.F1OuyxDex8c4cJm-yfp4VUUfKRAwkBDIQBiu30YwjQs>This
is an open-source memory engine that enables any LLM to remember
conversations, learn from interactions, and maintain context across
sessions.
*
*Awesome-AI-apps:*
<https://link.mail.beehiiv.com/ss/c/u001.yBywWjiZ7oCsTrXLmaNhkulZYqwmfEtuMCpInDVEa_fCMc72Sz7oyY2Cirev8hQ4pGDlhS3U7MsDjyR41tksj8vF1XeHREo5G75-FaX2Ku8TXD5gjslZVAqkWHIijzNx8tIaCf5dHzN8WiTzXK9Y_Xl5zF4qfILRo1CX069PVg06NAIuPl6t0vOmthDKdWsJZLntjR8jgLTCIimVjo0NwlVbZiXsqNfS60wkdzuPVarg02B1TFRLe0lL7JWFAuMk43YKABMNnfwEuGFopXE6DoZ0KecugSXbIOMnWgjmDSH2wcUzZB6gq-vjV3xNOOAC/4ls/IuvH8ZolRy2oC431lGPtCQ/h28/h001.oY3979SzpKqv-h1EbhfHp1fU3U5K5AhD9z7jgVDUkkM>**A
collection of projects showcasing RAG, agents, workflows, and other
AI use cases.
*
*Gateway:*
<https://link.mail.beehiiv.com/ss/c/u001.yBywWjiZ7oCsTrXLmaNhko5vsDVRqOg-qTfY7iEvueygM2TCs_9Jj4jfDnHe5CxlJGPabLki-sHSmkaubRa1u--XA7MZIfnoNTrcgMZWldSIVdftMVtcQI52j3_x1QwxfmrfK0IEGgVm1BWjUOLh5Gw4ocu32k6ICCOLvm8Zhdvdmw-XgtaHfIJbz0-KdgZAl9G409xCspcm7RaIoKT9aDOx4lVdxK-MBU8fFoSMTB0lhUKij41ywUg14VBEi75V9AGQ4PM47sWkHMt49mvYKnpN_CJo9Hpn3BHzb0wdfaw/4ls/IuvH8ZolRy2oC431lGPtCQ/h29/h001.MU-yagrMDuzfITdUmqwwrUKVUUzCGP_C_tnjCBW7Y0c>The
AI Gateway is designed for fast, reliable & secure routing to 1600+
language, vision, audio, and image models.
*Trending Papers*
*Early experiments in accelerating science with GPT-5:*
<https://link.mail.beehiiv.com/ss/c/u001.wZN1XY49ssmkxVgHdsx183UNH4UTy36RoFEzZc0N1g8n9n625-WduFKQWocKgR2l7E9-vm-C6E4466ThgoqobZzmv6kceU0xC8xIC24bxfw9vrS-m4M9I-IAWxXN4NB7hV7Fg_jfmg2hcQQRiqb5_cmelWjvHUICjBgz6AvbyouB4Mg4f-UY3OAPlpkQV-M_MguOcQlII915TsZjwUmCcZpc1mIcO5qUHhEaNfbYrahPuYUuaO4mX0rXNMOmFjh3vcaiPgv1qtdhK5ARMNp5tlV7cD-oCbShVEE84WsAdsc9rg8ev48z1cm_qnPQ7Jr_/4ls/IuvH8ZolRy2oC431lGPtCQ/h30/h001.sUXlxo8juAqs23BgVvS-Hl8hOlCmfCD175dL4njUL2w>OpenAI’s
new study shows that GPT-5 can already act as a real research partner on
hard frontier problems when human-experts scaffold it and check
everything carefully.
*Unlocking the power of multi-agent LLM for reasoning:*
<https://link.mail.beehiiv.com/ss/c/u001.NH9KF4GoWlrG6bVA-B2EJei6jJSJcTKGj70NBMEhmaJnP4za5u8BWcBJ9Y0IbJRnH1EkYuOSYbhctwfZuZHscQ_d5V6OD7aw5gbixGDLfBMSzOXpO3MYlm7GTATkhE-70mLrVlN1s67mxJNHnhzUpSXh73Ws7v-xirBx40QGpj8ksZI_MR_jzm7LmjgtHQZn9t9MNcJuXn8-Br7fpe8OtLDYGWCj8j-hdlY8IkBAH3XnjfWzijbg6sjF7jGLsEOH2Kbb-5b63GPCu5hStOS0U2DhfcGwncgswwvP9sJI_r4/4ls/IuvH8ZolRy2oC431lGPtCQ/h31/h001.5MSE2t6fNgpvtTDhDO9cD0rMK4oApK75pfpULnX0AZA>In
this paper, researchers discuss a critical limitation with multi-agent
systems: lazy agent behavior, in which one agent dominates while the
other contributes little, undermining collaboration and collapsing the
setup to an ineffective single agent.
*Agent-R1:
<https://link.mail.beehiiv.com/ss/c/u001.NH9KF4GoWlrG6bVA-B2EJei6jJSJcTKGj70NBMEhmaI0kIbMynOYwGUDTtyuqB4sVlaCMjxOAjGMaubWm4IEb4ipPulCBbNeJGP8SzzMFOPvO2IH6nLTt4cT2oX7QFM7a0LUPIC_h8d8z3b6csHP3Jslgz1fz5WUEYfEGsc1aUrI-ju9HnUEjr8C4VuWSFFEzWHWeg20C3oMiU6x3rlquyH309SdT8ItUApamSMaT0tFZXwj1mE4mSync7HWe7IS2WAZzBtvexeWqffuLnI07q1vsYN_aipX-y6mDaiyFsw/4ls/IuvH8ZolRy2oC431lGPtCQ/h32/h001.0n749VN_CcfCMdfK8JJkaqJRKK7F3cYddqwJcs4oCgc>*This
is a new end-to-end Reinforcement Learning (RL) framework for training
agentic LLMs through direct interaction and experience. This approach
achieves significant performance gains and is more sample-efficient than
common supervised fine-tuning methods.
*Whenever you’re ready to take the next step*
*
*Zero to Production Guide for Building AI Agents
<https://link.mail.beehiiv.com/ss/c/u001.NH9KF4GoWlrG6bVA-B2EJcSd2Sz_qnPAsasBhmLwsCVZNu9tNAKt6oRmJl9BXvX9O3MBk1tmFymeXTCdnyHr4kBUsZeA5S-GE_QrQH275wsfnHYc20IjdipbMVkgv7Z06nkbsP_2-S8M4OneaSph3U-z6uCemLhvN3MLzltzTrltNP_L056VQStma9fu1nhj0DVCnwIEZ2KEJXCwAqzqjspLOX9DxUYVNptZC2G_hRkSD4YXh4PLLaDzVlCrHRbtFKHSQIp7qDema5m4e_eAEyQOQBlwbUHROC8Ioc9WQVU/4ls/IuvH8ZolRy2oC431lGPtCQ/h33/h001.KuhykNtc6kWJbzReNGE9H50X1pC9ekiiRbzslWCSKh0>*
*
*200+ Resources to Become a Great Engineering Leader in 2026
<https://link.mail.beehiiv.com/ss/c/u001.9gcMOkjOtNYGV3uudiXU2JJ1WSIxuw-7v0ZBe49kAz3a1Sf0_emaOuI8zzUKVTNMafIq_v4-y5mePw0EoJ937QC9wmZGVdz0Bh4Wb4M7bZ4nFgs0Xx-THXGtSfiRNRpbV6xzBPG_Cs3vLKQ64HL-DdVSi2UQAkvbn5zPczNbtOjkUHGhv6zwBdFpwf66XpS2diqI6hog8yT8A58GzMh9tUmyA1fdGZiLZ6WBSX3A3GxtU5jEMgVydQZaojwE9-i2cvNm4MOAik-t0LCfWoN9nauNYUCWvqBjrf7eXLsEN60/4ls/IuvH8ZolRy2oC431lGPtCQ/h34/h001.KpODFJRofcZ671wtF47bLu2nK85CSaD9JSq6TEGCYmU>*
*
*The Ultimate Claude Code Guide to ship products 5x faster
<https://link.mail.beehiiv.com/ss/c/u001.9gcMOkjOtNYGV3uudiXU2B1_MacX6rEN8NQ1g5abqsQvLxx42hiUESlpdYMTymozulT9J9y4TruXP5wT04F__PdzwtejkaY12se7qSfyzBvaRCN7LwZJNRT2xyB-1rvFcEy6K8zkEHaDQdcnquBHEbD8EY3joqoi1QYzv2enOLGKxDzvmgbx1i9QHNcMtLJdjLqhJtj6Jcl3c5Gxc0DqrE1rk_2k4Sb6cSk3VgwgJ1xoaggwuNSP9dG3gwhnDefHAx3faOOo3kBFdWNYh_IbIe5PEQUOXdqikXMrxh5th3w/4ls/IuvH8ZolRy2oC431lGPtCQ/h35/h001.JNP9flRTm3BuXpOSYZep-mQOh_JpFs7q3wQCQ-x0dUY>*
*
*Top 10 AI/ML Research Papers in 2025
<https://link.mail.beehiiv.com/ss/c/u001.9gcMOkjOtNYGV3uudiXU2BPT9KLgQe-ZvV8dwKceceCj7kdoT3hWVV9iy2SQrHPfVVXPAHoQBJddcZuZzU5AEbj9QUxKPkYaXdtt0rVvGJEBOT0ZdjoChxx4jn0flYhI3umi6fRp-T885CE427K0c5G6kxVriNwIn9pNSsu5kjer6Egjy3GdcXd7fytb4zADwazq56qFJT5xYw0IVNLGTVOYo7J2FSj6qgRCBIvuWCPH76SzB-162TLaD8GMrWtoLh3AYs_3o-yq4kyCULdM3w-CgY-2YcgwPEeCOOt19-A/4ls/IuvH8ZolRy2oC431lGPtCQ/h36/h001.P9Ouw-tul2gyGHIPr8guCaROgWvavxCJt4_t31gx4cM>*
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<https://link.mail.beehiiv.com/ss/c/u001.kro7WBsAmEsY5mGgiUDePbOdMF_BvViPt7FxYKgxL9su7eJ8jn4pJH4nJy1BDM8Ka3gPzzyaeb0Zt71C26KnZc8na-mYFOCr9-W0iXrbrAM58ub9i1cevY3jG7xK5UcPDwnz6tsGkkjTmiKFcuJ05ZmBHGZ0D0BLYe7bZbQP6GEDzE9ze2xbbvNz9eHKcq1sHokFyOkYMYF6NDWDbfwv-T1e5hiBPjvgwb_DGfOJIP3zZ_gEPOm10_ejV4Y2XzVDbJdFWMXE2Ao6Mjg-6hpYmVAzbGyC_i0AQ9dcn7ocvxWJKzeZaTZimENwunebpPZjutFxvoFOJnWu9ah20xdhI_8WT4t2aBVr3hGfmHCuAEq8VvL8VEARCCZve7-gkW3GXjKhRNOm60huwKC_f--esRV6OhQvR1a0ShUQ-SyeNMZYe9m_i9G87unVIFDXP35TAo_FrMmOnDR_3Oxrwtu0IWqsy4nWn09b6Wg3vz5hNaLdPdoe0i2GjBdgNjA6ceTRP907AKCCeSUPmVDavV5FnVwRp9Ub9C4kaQLgZF8D7U2egEBW9mFihmuTIRLaHmC8tWEVvezIvXptq0AslpBp8iHDnl6uMLHWztoWWx07wjWVn8h2Dmvy2sVg4ZD4XHZ5d102D2kh0a7X-0QyZ6_H1t_X0Qh_r_N7I1dbZgGph4YL33OwBFoYYZr0ZGvb9uzKVWHdChIKKXd4v2qiX3gv4ZA76Xb_dG7ivRSqogRy6kkZ-sFScKUY6n5y81-EqcZwHH4XVn_KBZDjDJglCSkf8YlcFi4gmQIegi3gxxxRlSrFf5Z41pVcbSucnCgUYckoebi2GfxhEEzxg5YXUV43wcHl5_mtrpbyJoOgz-H02UaytsRvRBsetxbyKyWPJxe6yI4KvPnHfj_t6YjbLRznWD6Iu_p_s_ytW5gomjhERbDIrGyZjQ9sJMzpoZxmhhpGUdlPEdOTe1EEF-LmIvT7GPCGkpGPv5YiiZXDUT6geDOCOYksEZuMmF14yAAYoMyavTPjpEHmICOUpLZC9NjozeMkT0L00Cf86dpnzEqm_vNKuOJ4jvjNef5T9jFS1kTZ/4ls/IuvH8ZolRy2oC431lGPtCQ/h37/h001.q_CYRotxY23tFZ2w_epa-lpMZo9dpSLFokJ-jnEFKqg>
Average 🧠🧠
<https://link.mail.beehiiv.com/ss/c/u001.kro7WBsAmEsY5mGgiUDePbOdMF_BvViPt7FxYKgxL9su7eJ8jn4pJH4nJy1BDM8Ka3gPzzyaeb0Zt71C26KnZc8na-mYFOCr9-W0iXrbrAO_5iK01-grb5B6b9rxJbggCgMjlnTyujZ67LuZkL4w3QYbSZASQEjt_h9ck9FHbNLM2r1UxfuD4hGGnpB6VT5wbSi4yOpi1J9Se_AZVeiyKvDe8yUJOR5MFJHdF0PnzI8YsyM_a-1VYzcySiOmH9Sc5uqpBrY4wy2NRvUwMRfV2n_E9-eNYBnxAKVFT7ni4fCsurur6-W62HOodV5cwaaezL9xx0s2pf2X7x0PHQG2e7hssdmPdGl4-RMPb8oTZzVWaMH5vRtlTLckoxjR0RkbdCwpEHxcLJ0D9ZOtLk2xj_lR0RnANov5KD2VPeyTxc3ci_-9H0n1EB-ExgUfsqyGO7b0wY5b5nU_9bSea8NRnYgQ6fQV4NGCtY_yvekKcxz-oGqU7IAYX_mpxGBI5oPzqxu8hj3diM2-KzrdBEeyVpFhZM7fL46gJ0c3GsDHAkMIQLV43O902mibMDUtjoh1yEKt2MIhsp2WsAVd6mXipqoAocU7kuOgdPkm6MYvQJVAkD-UaZdE1MZAp1-AbJGIo3c7m1Y0AMXSzFlQ7Z0NtVVOyjJ9ZOlE3wR8hZPbnBkfNUJGhUmJnrepppq4U5p_snQ6xtK9vXF6sqRR5-dHVT5mrIJuq4Mo-_-CNnDNn4E7x-TJo9QZZ1zO8TxiHr01sJycMl-eyn8fN9P7TCqLwqhTnUbhW4BZXTGR4nddaHzXHxpm-xK6Zv56y5SWX3wyxTVzXxjyiBB8JmVjJb98qII3aqdaDxUeu-JGio0_oDTbeYQUL9OGQIWCWscSkATbylklv_vVj0UwIOhX-xMR3K5cd4ASIPgLss3fPpD3KNulRn7z9VhxHb3VbCItm3zLr-vMIuH64e4S5JEDbi8Odo4MFQZjtJZQ7DB1Ns905nbMJejZKkqJ-D2IiZWbb3ihgNFIMP2JEcS0xZNEKFyh2dnuXwRwoanMr9Ckdhss3TLkkuD-9zY1LFoLwbYN-vWk/4ls/IuvH8ZolRy2oC431lGPtCQ/h38/h001.nrPulfASY5hyMLIIAZig6wsTtlVJNUGEc5EPXVvdcrk>
It sucked 🧠
<https://link.mail.beehiiv.com/ss/c/u001.kro7WBsAmEsY5mGgiUDePbOdMF_BvViPt7FxYKgxL9su7eJ8jn4pJH4nJy1BDM8Ka3gPzzyaeb0Zt71C26KnZc8na-mYFOCr9-W0iXrbrANqaaF2ft4LZNSaoIDXjUpqdWD4X47Cztewvx9_eSAMyt-U_s6AftXBC3OfCry1RhBawvGRWihCw0fl1_M72j38JipsH4-tBnLGPtKC3YLB_dLwFqw316a98TyUJI2q8YQsXijSetGxUZ-FyPL23reKjiJaqmZuihyx3Ki6Np4ZX3tXV7JkCDTQ7Suex_75U0Yvfd5rCZNMrlJIdhJpNKdk0ssn4hxMHUhs_ZTQYKXLEj59WMqjo5VT6yCBwzn9iTk5gfSIgTrYkDdPtQneoeAzsYeYaYTQU5C5DYU-UQM2AD9w2jrqRWTWRb2v9X4D9FwfDON8-HRThnQpe7WZjwfajp2dZxGydmAAil_WlLHA2jz2E4YxWyIb1lZipYC20q861xvMjngL0vRyvnLMZoLQwLZLrfD_JVaM3w8_xxmOwBW28iarOBIFUpkn9mRJhYiSrMh7dA1Q1G6fcsLKhs7qXc6R86IYwQe7Vo4FZCET2v1wIwo4hxpYV224NU2djm6sbXEpPeCt9D7d1AXvkHc6dO3e4j5rj-D1iwdZSOLDK9a7LMNwmz8X7BFaJC3d2KHbkmGeL-ioO7LFUL2U7rE0DWwbAZ7q3lC1Ogsq54ya-cruiq-CqXvYm050Ov66yn1mBFKVRSB6mWMx7lbdhJOqRviV2BB62NN7A9c3xvL7Pxd0-sXSAcn2BUHZeXEaGHBl9yg3GEU7FyMULbkzSlMmu9Pf1xGolJzJQdXoVeT3G4N9C8635ITEAKe-oN5L7VRn0gPetnFC6BC8Je2fJsSnjqS2detaq2x4U1m7IjgQ9P-0Kj0mNUmkv4EZXdY3s21CN4RTDv9F64ykkpMy72FrA4geY1LkkXPNfMVslJjPQkHlZ-b42qvtpCAZAuHthsTIkP84dYT_nvWzuWOGEPitWmV9J5_cgZEfKayy4uAnaVexjBcVtW50nHA5R_UBW995jgm9C8nTDPC0ofb58hQ9/4ls/IuvH8ZolRy2oC431lGPtCQ/h39/h001.F3WHKrBLSWZ5Pbc3d_ub3SBaChpLg7ik7exnl_8boUk>
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