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Any model in your CLI</t= itle><style> @media (max-width: 1024px) { .typography .pullquote-align-left, .typography.editor .pullquote-align-left, .typography .pullquote-align-right, .typography.editor .pullquote-align-right, .typography .pullquote-align-wide, .typography.editor .pullquote-align-wide, .typography .pullquote-align-center, .typography.editor .pullquote-align-center { float: none; margin: 0 auto; width: 100%; max-width: 100%; } } @media all and (-ms-high-contrast: none), (-ms-high-contrast: active) { .typography .markup table.image-wrapper img, .typography.editor .markup table.image-wrapper img, .typography .markup table.kindle-wrapper img, .typography.editor .markup table.kindle-wrapper img { max-width: 550px; } } @media (min-width: 1024px) { .typography:not(:has(#toc)) .captioned-image-container figure:has(> a.ima= ge2-offset-left), .typography.editor:not(:has(#toc)) .captioned-image-container figure:has(= > a.image2-offset-left) { margin-left: var(--image-offset-margin); 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figure:has(> a.image2-offset-left) { margin-left: var(--image-offset-margin); } body .captioned-image-container figure:has(> a.image2-offset-right) { margin-right: var(--image-offset-margin); } } @media (max-width: 1024px) { body { /* Disable offset on mobile/tablet */ } body .captioned-image-container figure:has(> a.image2-align-left), body .captioned-image-container figure:has(> a.image2-align-right) { float: none; margin: 1em auto; max-width: 100%; width: auto; padding: 0; } body .captioned-image-container figure:has(> a.image2-align-left.thefp), body .captioned-image-container figure:has(> a.image2-align-right.thefp) = { margin: 1em auto; } body .captioned-image-container figure:has(> a.image2-offset-left), body .captioned-image-container figure:has(> a.image2-offset-right) { margin: 1em auto; } body .captioned-image-container figure:has(> a.image2-align-left) .image2= -inset, body .captioned-image-container figure:has(> a.image2-align-right) .image= 2-inset { display: block; justify-content: initial; } } @media (max-width: 768px) { body .markup div.sponsorship-campaign-embed { margin-top: 24px; margin-bottom: 24px; } body .markup div.sponsorship-campaign-embed:first-child { margin-top: 0px; } } @media screen and (max-width: 650px) { body .markup div.youtube-overlay, body .markup div.vimeo-overlay { display: none !important; } } @media screen and (max-width: 370px) { body .markup div.tiktok-wrap { width: calc(95vw - 32px); height: calc((95vw - 32px - 2px) / 0.485714); } } @media screen and (max-width: 650px) { body .markup div.embedded-publication-wrap .embedded-publication.show-sub= scribe { padding: 24px; } } @media screen and (max-width: 650px) { body .markup div.subscription-widget-wrap .subscription-widget.show-subsc= ribe, body .markup div.subscription-widget-wrap-editor .subscription-widget.sho= w-subscribe, body .markup div.captioned-button-wrap .subscription-widget.show-subscrib= e { padding: 0px 24px; } } @media screen and (max-width: 650px) { body .markup div.subscription-widget-wrap .subscription-widget.show-subsc= ribe .subscription-widget-subscribe .button, body .markup div.subscription-widget-wrap-editor .subscription-widget.sho= w-subscribe .subscription-widget-subscribe .button, body .markup div.captioned-button-wrap .subscription-widget.show-subscrib= e .subscription-widget-subscribe .button { padding: 10px 12px; min-width: 110px; } } @media (max-width: 650px) { body .markup .tweet { padding: 12px; } } @media (max-width: 650px) { body .markup .tweet .tweet-text { font-size: 14px; line-height: 20px; } } @media (max-width: 650px) { body .markup .tweet .tweet-photos-container.two, body .markup .tweet .tweet-photos-container.three, body .markup .tweet .tweet-photos-container.four { height: 200px; } } @media (max-width: 650px) { body .markup .tweet a.expanded-link .expanded-link-img { max-height: 180px; } } @media (max-width: 650px) { body .markup .tweet a.expanded-link .expanded-link-description { display: none; } } @media screen and (max-width: 650px) { body .markup .apple-podcast-container { width: unset; } } @media (max-width: 420px) { body .markup .install-substack-app-embed img.install-substack-app-embed-i= mg { margin: 0 auto 16px auto; } } @media (max-width: 420px) { body .markup .install-substack-app-embed .install-substack-app-embed-text= { margin: 0 0 12px 0; max-width: 100%; width: auto; text-align: center; } } @media (max-width: 420px) { body .markup .install-substack-app-embed .install-substack-app-embed-link= { display: flex; justify-content: center; } } @media screen and (min-width: 500px) { body .header a.logo { width: 42px; height: 42px; border-radius: 12px; } } @media screen and (max-width: 420px) { body .subscription-receipt table:first-of-type .subscription-amount .subs= cription-discount { width: 72px !important; } } @media screen and (min-width: 481px) { body .share-button-container { height: auto; } } @media screen and (max-width: 480px) { body .share-button-container 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} @media screen and (min-width: 541px) { .audio-player-wrapper .audio-player { min-width: 500px; } } @media screen and (max-width: 650px) { .audio-player-wrapper .audio-player .audio-player-progress { border-left-width: 16px; border-right-width: 16px; } } @media screen and (max-width: 650px) { .audio-player-wrapper .audio-player .audio-player-progress .audio-player-= progress-bar .audio-player-progress-bar-popup { top: -54px; } } @media screen and (max-width: 650px) { .audio-player-wrapper-fancy .audio-player .audio-player-progress { border-left-width: 16px; border-right-width: 16px; } } @media screen and (max-width: 650px) { .audio-player-wrapper-fancy .audio-player .audio-player-progress .audio-p= layer-progress-bar .audio-player-progress-bar-popup { top: -54px; } } @media (min-width: 250px) { .audio-player-wrapper-fancy .audio-player { padding: 32px; } .audio-player-wrapper-fancy .audio-player .btn-group { display: flex; } .audio-player-wrapper-fancy .audio-player .btn-group .button:last-of-type= { display: block; } } @media (min-width: 300px) { .audio-player-wrapper-fancy .audio-player .btn-group { display: block; } .audio-player-wrapper-fancy .audio-player .btn-group .button:first-of-typ= e { display: block; } } @media (min-width: 350px) { .audio-player-wrapper-fancy .audio-player .audio-player-substack-logo { display: block; } .audio-player-wrapper-fancy .audio-player .audio-player-title { margin-top: 16px; } .audio-player-wrapper-fancy .audio-player .audio-player-hero-image-contai= ner { padding-top: 15%; width: 15%; display: block; } .audio-player-wrapper-fancy .audio-player .btn-group .button:first-of-typ= e { display: block; } .audio-player-wrapper-fancy .audio-player .audio-player-substack-logo { display: block; } } @media (min-width: 350px) { .audio-player-wrapper-fancy .audio-player .audio-player-hero-image-contai= ner { padding-top: 25%; width: 25%; display: block; } .audio-player-wrapper-fancy .audio-player .btn-group { display: flex; } .audio-player-wrapper-fancy .audio-player .btn-group .button:first-of-typ= e { display: block; } } @media (min-width: 400px) { .audio-player-wrapper-fancy .audio-player .audio-player-hero-image-contai= ner { padding-top: 40%; width: 40%; } } @media (max-width: 400px) { .audio-player-wrapper-fancy .audio-player .btn-group { margin-top: 12px; } .audio-player-wrapper-fancy .audio-player .btn-group .button { font-size: 13px; padding: 6px 12px; height: auto; margin-top: 10px; } } @media (min-width: 600px) { .audio-player-wrapper-fancy .audio-player .audio-player-hero-image-contai= ner { padding-top: 55%; width: 55%; } } @media (max-width: 650px) { .poll-editor-modal { min-width: calc(100% - 20px); } } @media (max-width: 750px) { .poll-embed .poll-anchor-target .poll-anchor-copy-button { left: 8px; top: 45px; } }</style></head><body class=3D"email-body" style=3D"font-kerning: auto;--im= age-offset-margin: -120px;"><img src=3D"https://eotrx.substackcdn.com/open?= token=3DeyJtIjoiPDIwMjUwOTA5MTMxNTE3LjMuNDg3OWM2Yzk0M2YwM2E5ZUBtZy1kMS5zdWJ= zdGFjay5jb20-IiwidSI6Mzg5NzE1MzA2LCJyIjoiam9lLndha2Vyc2VuQHlhaG9vLmNvbSIsIm= QiOiJtZy1kMS5zdWJzdGFjay5jb20iLCJwIjoxNzMxNjQwNjQsInQiOiJuZXdzbGV0dGVyIiwiY= SI6ImV2ZXJ5b25lIiwicyI6NDM3OTI5OSwiYyI6InBvc3QiLCJmIjp0cnVlLCJwb3NpdGlvbiI6= InRvcCIsImlhdCI6MTc1NzQyNDE5OCwiZXhwIjoxNzYwMDE2MTk4LCJpc3MiOiJwdWItMCIsInN= 1YiI6ImVvIn0.3zpw4ouzEV466rWRDFjJ1MQT07n3DfA7Un_l8dxGyDQ" alt=3D"" width=3D= "1" height=3D"1" border=3D"0" style=3D"height:1px !important;width:1px !imp= ortant;border-width:0 !important;margin-top:0 !important;margin-bottom:0 !i= mportant;margin-right:0 !important;margin-left:0 !important;padding-top:0 != important;padding-bottom:0 !important;padding-right:0 !important;padding-le= ft:0 !important;"/><div class=3D"preview" style=3D"display:none;font-size:1= px;color:#333333;line-height:1px;max-height:0px;max-width:0px;opacity:0;ove= rflow:hidden;">MCP tools, secret models and an evals debate</div><div class= =3D"preview" style=3D"display:none;font-size:1px;color:#333333;line-height:= 1px;max-height:0px;max-width:0px;opacity:0;overflow:hidden;">͏   =   ­͏     ­͏     ­͏= ;     ­͏     ­͏     &#= 173;͏     ­͏     ­͏   &= #8199; ­͏     ­͏     ­͏=     ­͏     ­͏     = 73;͏     ­͏     ­͏   &#= 8199; ­͏     ­͏     ­͏ =     ­͏     ­͏     = 3;͏     ­͏     ­͏   = 199; ­͏     ­͏     ­͏ &= nbsp;   ­͏     ­͏     ­= ;͏     ­͏     ­͏   Q= 99; ­͏     ­͏     ­͏ &n= bsp;   ­͏     ­͏     ­= ͏     ­͏     ­͏   ̳= 9; ­͏     ­͏     ­͏ &nb= sp;   ­͏     ­͏     ­&= #847;     ­͏     ­͏    = ; ­͏     ­͏     ­͏ &nbs= p;   ­͏     ­͏     ­&#= 847;     ­͏     ­͏    = ­͏     ­͏     ­͏  = ;   ­͏     ­͏     ­= 47;     ­͏     ­͏     = ­͏     ­͏     ­͏  =   ­͏     ­͏     ­T= 7;     ­͏     ­͏     &= #173;͏     ­͏     ­͏   =   ­͏     ­͏     ­͏= ;     ­͏     ­͏     &#= 173;͏     ­͏     ­͏   &= #8199; ­͏     ­͏     ­͏=     ­͏     ­͏     = 73;͏     ­͏     ­͏   &#= 8199; ­͏     ­͏     ­͏ =     ­͏     ­͏     = 3;͏     ­͏     ­͏   = 199; ­͏     ­͏     ­͏ &= nbsp;   ­͏     ­͏     ­= ;͏     ­͏     ­͏   Q= 99; ­͏     ­͏     ­͏ &n= bsp;   ­͏     ­͏     ­= ͏     ­͏     ­͏   ̳= 9; ­͏     ­͏     ­͏ &nb= sp;   ­͏     ­͏     ­&= #847;     ­͏     ­͏    = ; ­͏     ­͏     ­͏ &nbs= p;   ­͏     ­͏     ­&#= 847;     ­͏     ­͏    = ­͏     ­͏     ­͏  = ;   ­͏     ­͏     ­= 47;     ­͏     ­͏     = ­͏     ­͏     ­͏  =   ­͏     ­͏     ­T= 7;     ­͏     ­͏     &= #173;͏     ­͏     ­͏   =   ­͏     ­͏     ­͏= ;     ­͏     ­͏     &#= 173;͏     ­͏     ­͏   &= #8199; ­͏     ­͏     ­͏=     ­͏     ­͏     = 73;͏     ­͏     ­͏   &#= 8199; ­͏     ­͏     ­͏ =     ­͏     ­͏     = 3;͏     ­͏     ­͏   = 199; ­͏     ­͏     ­͏ &= nbsp;   ­͏     ­͏     ­= ;͏     ­͏     ­͏   Q= 99; ­͏     ­͏     ­͏ &n= bsp;   ­͏     ­͏     ­= ͏     ­͏     ­͏   ̳= 9; ­͏     ­͏     ­͏ &nb= sp;   ­͏     ­͏     ­&= #847;     ­͏     ­͏    = ; ­͏     ­</div><table class=3D"email-body-contai= ner" role=3D"presentation" width=3D"100%" border=3D"0" cellspacing=3D"0" ce= 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"https://substack.com/app-link/post?publication_id=3D4379299&post_id=3D1731= 64064&utm_source=3Dpost-email-title&utm_campaign=3Demail-post-title&isFreem= ail=3Dtrue&r=3D6g0y96&token=3DeyJ1c2VyX2lkIjozODk3MTUzMDYsInBvc3RfaWQiOjE3M= zE2NDA2NCwiaWF0IjoxNzU3NDI0MTk4LCJleHAiOjE3NjAwMTYxOTgsImlzcyI6InB1Yi00Mzc5= Mjk5Iiwic3ViIjoicG9zdC1yZWFjdGlvbiJ9.b-nC5fr9-Xe-UPKfPt39ZieGf4cysh6Y_GCcIW= _dwGA" style=3D"color: rgb(54,55,55);text-decoration: none;">Any model in y= our CLI</a></h1><h3 class=3D"subtitle subtitle-HEEcLo" dir=3D"auto" style= =3D"direction: auto;text-align: start;unicode-bidi: isolate;font-family: 'S= F Pro Display',-apple-system-headline,system-ui,-apple-system,BlinkMacSyste= mFont,'Segoe UI',Roboto,Helvetica,Arial,sans-serif,'Apple Color Emoji','Seg= oe UI Emoji','Segoe UI Symbol';font-weight: normal;-webkit-font-smoothing: = antialiased;-moz-osx-font-smoothing: antialiased;-webkit-appearance: optimi= zelegibility;-moz-appearance: optimizelegibility;appearance: optimizelegibi= lity;margin: 4px 0 0;color: #777777;line-height: 24px;font-size: 18px;margi= n-top: 12px;">MCP tools, secret models and an evals debate</h3><table class= =3D"post-meta custom" cellpadding=3D"0" cellspacing=3D"0" style=3D"margin: = 1em 0;height: 20px;align-items: center;"><tbody><tr><td class=3D"post-meta-= item post-date" title=3D"2025-09-09T13:15:25.340Z" style=3D"position: relat= ive;padding: 0px 12px 0px 0;height: 14px;font-size: 14px;font-family: syste= m-ui,-apple-system,BlinkMacSystemFont,'Segoe UI',Roboto,Helvetica,Arial,san= s-serif,'Apple Color Emoji','Segoe UI Emoji','Segoe UI Symbol';color: #7777= 77;text-decoration: none;margin-right: 0;padding-right: 0;white-space: nowr= ap;font-weight: 400;padding-top: 0;padding-bottom: 0;"><div class=3D"pencra= ft pc-reset color-secondary-ls1g8s line-height-20-t4M0El font-meta-MWBumP s= ize-11-NuY2Zx weight-medium-fw81nC transform-uppercase-yKDgcq reset-IxiVJZ = meta-EgzBVA" style=3D"list-style: none;font-size: 11px;line-height: 20px;te= 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width: 38px;box-sizing: border-box;width: 38px"><img class=3D"icon" src=3D"= https://substackcdn.com/image/fetch/$s_!5EGt!,w_36,c_scale,f_png,q_auto:goo= d,fl_progressive:steep/https%3A%2F%2Fsubstack.com%2Ficon%2FNoteForwardIcon%= 3Fv%3D4%26height%3D36%26fill%3Dnone%26stroke%3D%2523808080%26strokeWidth%3D= 2" width=3D"18" height=3D"18" style=3D"border: none;vertical-align: middle;= max-width: 18px" alt=3D""></a></td></tr></tbody></table></td></tr></tbody><= /table></td><td align=3D"right"><table role=3D"presentation" width=3D"auto"= border=3D"0" cellspacing=3D"0" cellpadding=3D"0"><tbody><tr><td style=3D"v= ertical-align:middle;"><table role=3D"presentation" width=3D"auto" border= =3D"0" cellspacing=3D"0" cellpadding=3D"0"><tbody><tr><td align=3D"center">= <a class=3D"email-button-outline" href=3D"https://open.substack.com/pub/ben= sbites/p/any-model-in-your-cli?utm_source=3Demail&redirect=3Dapp-store&utm_= campaign=3Demail-read-in-app" style=3D"font-family: system-ui,-apple-system= 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;margin-right: 0;margin-left: 0;max-width: 18px" alt=3D""></a></td></tr></t= body></table></td></tr></tbody></table></td></tr></tbody></table></td></tr>= <tr height=3D"16"><td height=3D"16" style=3D"font-size:0px;line-height:0;">=  </td></tr></tbody></table></div></div><div class=3D"post typography" = dir=3D"auto" style=3D"--image-offset-margin: -120px;padding: 32px 0 0 0;fon= t-size: 16px;line-height: 26px;"><div class=3D"body markup" dir=3D"auto" st= yle=3D"text-align: initial;font-size: 16px;line-height: 26px;width: 100%;wo= rd-break: break-word;margin-bottom: 16px;font-family: 'SF Pro Display', -ap= ple-system, system-ui, BlinkMacSystemFont, 'Inter', 'Segoe UI', Roboto, Hel= vetica, Arial, sans-serif, 'Apple Color Emoji', 'Segoe UI Emoji', 'Segoe UI= Symbol';font-weight: 400;"><p style=3D"margin: 0 0 20px 0;color: rgb(54,55= ,55);line-height: 26px;font-size: 16px;margin-top: 0;"><em>The newsletter f= or ai builders of all levels. Mini-tutorials, tool reviews, and lay of the = land from an exited founder turned investor and forever tinkerer.</em></p><= div class=3D"subscribe-widget is-signed-up" data-component-name=3D"Subscrib= eWidget" style=3D"margin: 0 0 1em;direction: ltr;font-size: 16px;line-heigh= t: 26px;"><div class=3D"pencraft pc-reset button-wrapper" style=3D"text-dec= oration: unset;list-style: none;font-size: 16px;line-height: 26px;text-alig= n: center;cursor: pointer;border-radius: 4px;"><a class=3D"button subscribe= -btn primary" href=3D"https://substack.com/redirect/2/eyJlIjoiaHR0cHM6Ly93d= 3cuYmVuc2JpdGVzLmNvbS9zdWJzY3JpYmU_dXRtX3NvdXJjZT1wb3N0JnV0bV9jYW1wYWlnbj1l= bWFpbC1jaGVja291dCZuZXh0PWh0dHBzJTNBJTJGJTJGd3d3LmJlbnNiaXRlcy5jb20lMkZwJTJ= GYW55LW1vZGVsLWluLXlvdXItY2xpJnI9NmcweTk2JnRva2VuPWV5SjFjMlZ5WDJsa0lqb3pPRG= szTVRVek1EWXNJbWxoZENJNk1UYzFOelF5TkRFNU9Dd2laWGh3SWpveE56WXdNREUyTVRrNExDS= nBjM01pT2lKd2RXSXRORE0zT1RJNU9TSXNJbk4xWWlJNkltTm9aV05yYjNWMEluMC5FNkRYN0sz= OVpzVzJINlRidHVIdlV1WG5kVGhtVU9GMGc1YkpVV1I3ZThJIiwicCI6MTczMTY0MDY0LCJzIjo= 0Mzc5Mjk5LCJmIjp0cnVlLCJ1IjozODk3MTUzMDYsImlhdCI6MTc1NzQyNDE5OCwiZXhwIjoyMD= czMDAwMTk4LCJpc3MiOiJwdWItMCIsInN1YiI6ImxpbmstcmVkaXJlY3QifQ.WLVZDvbPkd1XO3= Mq0VZrGvjr3-ghCtkXjRUAeG83e40?&utm_medium=3Demail&utm_source=3Dsubscribe-wi= dget&utm_content=3D173164064" style=3D"font-family: system-ui,-apple-system= ,BlinkMacSystemFont,'Segoe UI',Roboto,Helvetica,Arial,sans-serif,'Apple Col= or Emoji','Segoe UI Emoji','Segoe UI Symbol';display: inline-block;box-sizi= ng: border-box;cursor: pointer;border: none;border-radius: 8px;font-size: 1= 4px;line-height: 20px;font-weight: 600;text-align: center;opacity: 1;outlin= e: none;white-space: nowrap;text-decoration: none !important;margin: 0 auto= ;background-color: #2970ff;color: #ffffff !important;padding: 12px 20px;hei= ght: auto;"><span style=3D"color: #ffffff;text-decoration: none;">Upgrade t= o paid</span></a></div></div><div style=3D"font-size: 16px;line-height: 26p= x;"><hr style=3D"margin: 32px 0;padding: 0;height: 1px;background: #e6e6e6;= border: none;"></div><p style=3D"margin: 0 0 20px 0;color: rgb(54,55,55);li= ne-height: 26px;font-size: 16px;">Hey folks,</p><p style=3D"margin: 0 0 20p= x 0;color: rgb(54,55,55);line-height: 26px;font-size: 16px;">Over the weeke= nd, the 'evals’ debate really took off on Twitter. Debates like this = have a ton of “is a burger a sandwich?” nonsense, but the big q= uestion is: should you, as an AI product builder, have a testing process fo= r how well your product performs on certain tasks? Of course, the answer is= yes, and of course, the usual caveat applies: both too little or too much = of this testing are bad. I plucked some snippets from people who wrote good= stuff about evals this weekend:</p><ul style=3D"margin-top: 0;padding: 0;"= ><li style=3D"margin: 8px 0 0 32px;mso-special-format: bullet;"><p style=3D= "color: rgb(54,55,55);line-height: 26px;margin-bottom: 0;box-sizing: border= -box;padding-left: 4px;font-size: 16px;margin: 0;"><span>Shreya (</span><a = href=3D"https://substack.com/redirect/25ff8641-d589-45b9-a927-07a4c69692b6?= j=3DeyJ1IjoiNmcweTk2In0.4KmlcuJQ3447iRdouqz7lSsm9yN-dDoY65nRFuKyXTI" rel=3D= "" style=3D"color: rgb(54,55,55);text-decoration: underline;">In defence of= evals</a><span>): Expertise lets you avoid static metrics. Dogfooding (usi= ng your own product) as an expert regularly and updating it based on the vi= bes is evals. To paraphrase this: “we don’t do evals” is = mostly a misnomer like “our sci-fi movie has no CGI.”</span></p= ></li><li style=3D"margin: 8px 0 0 32px;mso-special-format: bullet;"><p sty= le=3D"color: rgb(54,55,55);line-height: 26px;margin-bottom: 0;box-sizing: b= order-box;padding-left: 4px;font-size: 16px;margin: 0;"><span>Alex (</span>= <a href=3D"https://substack.com/redirect/46de4235-4b56-4770-8e04-8b4cfb90cc= fa?j=3DeyJ1IjoiNmcweTk2In0.4KmlcuJQ3447iRdouqz7lSsm9yN-dDoY65nRFuKyXTI" rel= =3D"" style=3D"color: rgb(54,55,55);text-decoration: underline;">Evals are = a scam)</a><span>: You don’t outsource evals to someone with zero exp= ertise about your product. You can use their tooling to measure something, = but don’t let them tell you what to measure. Most evals companies sel= l logging, observability and complexity beyond that.</span></p></li><li sty= le=3D"margin: 8px 0 0 32px;mso-special-format: bullet;"><p style=3D"margin:= 0 0 20px 0;color: rgb(54,55,55);line-height: 26px;margin-bottom: 0;box-siz= ing: border-box;padding-left: 4px;font-size: 16px;">other posts: </p><ul st= yle=3D"margin-top: 0;padding: 0;"><li style=3D"margin: 8px 0 0 32px;mso-spe= cial-format: bullet;"><p style=3D"color: rgb(54,55,55);line-height: 26px;ma= rgin-bottom: 0;box-sizing: border-box;padding-left: 4px;font-size: 16px;mar= gin: 0;"><a href=3D"https://substack.com/redirect/e218562a-b1be-451e-b7a1-b= 4ded409bc81?j=3DeyJ1IjoiNmcweTk2In0.4KmlcuJQ3447iRdouqz7lSsm9yN-dDoY65nRFuK= yXTI" rel=3D"" style=3D"color: rgb(54,55,55);text-decoration: underline;">W= hat are evals, and who needs them?</a><span> - Ben Hylak, CTO Raindrop (A/B= testing product)</span></p></li><li style=3D"margin: 8px 0 0 32px;mso-spec= ial-format: bullet;"><p style=3D"color: rgb(54,55,55);line-height: 26px;mar= gin-bottom: 0;box-sizing: border-box;padding-left: 4px;font-size: 16px;marg= in: 0;"><a href=3D"https://substack.com/redirect/bc9b80d2-0de2-46db-920f-be= 453b3ae045?j=3DeyJ1IjoiNmcweTk2In0.4KmlcuJQ3447iRdouqz7lSsm9yN-dDoY65nRFuKy= XTI" rel=3D"" style=3D"color: rgb(54,55,55);text-decoration: underline;">A/= B testing can’t keep up with AI</a><span> - Ankur Goyal, CEO Braintru= st (evals product)</span></p></li></ul></li></ul><p style=3D"margin: 0 0 20= px 0;color: rgb(54,55,55);line-height: 26px;font-size: 16px;"><strong><a hr= ef=3D"https://substack.com/redirect/2b6d4bc7-e6e6-48dc-b92e-44cd87d4c314?j= =3DeyJ1IjoiNmcweTk2In0.4KmlcuJQ3447iRdouqz7lSsm9yN-dDoY65nRFuKyXTI" rel=3D"= " style=3D"color: rgb(54,55,55);text-decoration: underline;">You can now Br= anch chats in ChatGPT</a></strong><span>. Click on the three dots after any= response to create a copy of your chat up until that message, where you ca= n talk about something different. I assume this will be very useful for has= hing out a product idea in a chat and then branching it once you want the m= odel to code/create PRDs, etc.</span></p><p style=3D"margin: 0 0 20px 0;col= or: rgb(54,55,55);line-height: 26px;font-size: 16px;"><span>We keep hearing= of the </span><strong>mass movements from Claude Code to Codex</strong><sp= an> - but no doubt that’ll reverse with another Claude model. But if = you want to get your hands on a new CLI tool that supports gpt/claude/gemin= i models - </span><a href=3D"https://substack.com/redirect/2b67b666-d879-49= ec-9917-01ddba4fe10e?j=3DeyJ1IjoiNmcweTk2In0.4KmlcuJQ3447iRdouqz7lSsm9yN-dD= oY65nRFuKyXTI" rel=3D"" style=3D"color: rgb(54,55,55);text-decoration: unde= rline;">add a reply in this thread</a><span> and I’ll get you access.= </span></p><p style=3D"margin: 0 0 20px 0;color: rgb(54,55,55);line-height:= 26px;font-size: 16px;"><span>An early tester had this to say </span><em>&#= 8220;am i allowed to tweet about the cli yet? it definitely feels much nice= r than codex for gpt-5 agents”.</em><span> </span></p><p style=3D"mar= gin: 0 0 20px 0;color: rgb(54,55,55);line-height: 26px;font-size: 16px;"><s= trong><a href=3D"https://substack.com/redirect/f1e45965-2c29-4eb6-9130-6435= 93cb0e57?j=3DeyJ1IjoiNmcweTk2In0.4KmlcuJQ3447iRdouqz7lSsm9yN-dDoY65nRFuKyXT= I" rel=3D"" style=3D"color: rgb(54,55,55);text-decoration: underline;">Kimi= K2 has a new variant</a></strong><span> that’s better than Opus 4.1 = on Terminal-Bench and as good as Sonnet 4 across other software engineering= benchmarks.</span></p><p style=3D"margin: 0 0 20px 0;color: rgb(54,55,55);= line-height: 26px;font-size: 16px;"><span>OpenRouter has </span><strong><a = href=3D"https://substack.com/redirect/a86dc496-f347-4310-8497-c715f2f5c1de?= j=3DeyJ1IjoiNmcweTk2In0.4KmlcuJQ3447iRdouqz7lSsm9yN-dDoY65nRFuKyXTI" rel=3D= "" style=3D"color: rgb(54,55,55);text-decoration: underline;">two new steal= th models</a></strong><span> - Sonoma Sky Alpha and Sonoma Dusk Alpha. 2M c= ontext window and likely as good as Opus and Sonnet. Guess is that they are= from xAI.</span></p><p style=3D"margin: 0 0 20px 0;color: rgb(54,55,55);li= ne-height: 26px;font-size: 16px;"><strong><a href=3D"https://substack.com/r= edirect/4c266189-090c-4bb5-8252-85d90977fcc1?j=3DeyJ1IjoiNmcweTk2In0.4Kmlcu= JQ3447iRdouqz7lSsm9yN-dDoY65nRFuKyXTI" rel=3D"" style=3D"color: rgb(54,55,5= 5);text-decoration: underline;">MCPs now have an official Registry</a></str= ong><span> - An open catalogue and API for publicly available MCP servers t= o improve discoverability and implementation. </span><a href=3D"https://sub= stack.com/redirect/178fa2f2-7bbc-4c68-aa0f-8af77024f86a?j=3DeyJ1IjoiNmcweTk= 2In0.4KmlcuJQ3447iRdouqz7lSsm9yN-dDoY65nRFuKyXTI" rel=3D"" style=3D"color: = rgb(54,55,55);text-decoration: underline;">Smithery</a><span> (portco) now = supports MCPs hosted from anywhere. Listen to Henry (founder) </span><a hre= f=3D"https://substack.com/redirect/b6698374-6a33-42d9-9810-832a225cfca9?j= =3DeyJ1IjoiNmcweTk2In0.4KmlcuJQ3447iRdouqz7lSsm9yN-dDoY65nRFuKyXTI" rel=3D"= " style=3D"color: rgb(54,55,55);text-decoration: underline;">talk about MCP= </a><span>.</span></p><p style=3D"margin: 0 0 20px 0;color: rgb(54,55,55);l= ine-height: 26px;font-size: 16px;"><strong>How are you evaluating your AI o= utputs?</strong><span> Learn how the experts quickly and accurately </span>= <a href=3D"https://substack.com/redirect/a74a0ced-e685-4f7f-b3ff-5cc16c55a5= 67?j=3DeyJ1IjoiNmcweTk2In0.4KmlcuJQ3447iRdouqz7lSsm9yN-dDoY65nRFuKyXTI" rel= =3D"" style=3D"color: rgb(54,55,55);text-decoration: underline;">evaluate A= I using LLM judges</a><span>. Enjoy 70 pages of content on how to automate = evaluations using advanced techniques, including practical frameworks for b= uilding your own LLM judges. </span><a href=3D"https://substack.com/redirec= t/a74a0ced-e685-4f7f-b3ff-5cc16c55a567?j=3DeyJ1IjoiNmcweTk2In0.4KmlcuJQ3447= iRdouqz7lSsm9yN-dDoY65nRFuKyXTI" rel=3D"" style=3D"color: rgb(54,55,55);tex= t-decoration: underline;">Get the free eBook</a><span>!*</span></p><h6 styl= e=3D"font-family: 'SF Pro Display',-apple-system-headline,system-ui,-apple-= system,BlinkMacSystemFont,'Segoe UI',Roboto,Helvetica,Arial,sans-serif,'App= le Color Emoji','Segoe UI Emoji','Segoe UI Symbol';font-weight: bold;-webki= t-font-smoothing: antialiased;-moz-osx-font-smoothing: antialiased;-webkit-= appearance: optimizelegibility;-moz-appearance: optimizelegibility;appearan= ce: optimizelegibility;margin: 1em 0 0.625em 0;color: rgb(54,55,55);line-he= ight: 1.16em;"><em>*sponsored</em></h6><div style=3D"font-size: 16px;line-h= eight: 26px;"><hr style=3D"margin: 32px 0;padding: 0;height: 1px;background= : #e6e6e6;border: none;"></div><h3 class=3D"header-anchor-post" style=3D"po= sition: relative;font-family: 'SF Pro Display',-apple-system-headline,syste= m-ui,-apple-system,BlinkMacSystemFont,'Segoe UI',Roboto,Helvetica,Arial,san= s-serif,'Apple Color Emoji','Segoe UI Emoji','Segoe UI Symbol';font-weight:= bold;-webkit-font-smoothing: antialiased;-moz-osx-font-smoothing: antialia= sed;-webkit-appearance: optimizelegibility;-moz-appearance: optimizelegibil= ity;appearance: optimizelegibility;margin: 1em 0 0.625em 0;color: rgb(54,55= ,55);line-height: 1.16em;font-size: 1.375em;"><strong> </strong><span>= 760;</span><strong> </strong><span>What I’m consuming</span></h3><ul = style=3D"margin-top: 0;padding: 0;"><li style=3D"margin: 8px 0 0 32px;mso-s= pecial-format: bullet;"><p style=3D"color: rgb(54,55,55);line-height: 26px;= margin-bottom: 0;box-sizing: border-box;padding-left: 4px;font-size: 16px;m= argin: 0;"><a href=3D"https://substack.com/redirect/e817b59c-77f2-41e8-8356= -2a1ee5c65c54?j=3DeyJ1IjoiNmcweTk2In0.4KmlcuJQ3447iRdouqz7lSsm9yN-dDoY65nRF= uKyXTI" rel=3D"" style=3D"color: rgb(54,55,55);text-decoration: underline;"= >How to code with Droids</a><span> - step-by-step guide for how artists, de= signers, writers, and more can create software.</span></p></li><li style=3D= "margin: 8px 0 0 32px;mso-special-format: bullet;"><p style=3D"color: rgb(5= 4,55,55);line-height: 26px;margin-bottom: 0;box-sizing: border-box;padding-= left: 4px;font-size: 16px;margin: 0;"><span>How we built an </span><a href= =3D"https://substack.com/redirect/df964975-997c-4211-9662-8aef2b700dc2?j=3D= eyJ1IjoiNmcweTk2In0.4KmlcuJQ3447iRdouqz7lSsm9yN-dDoY65nRFuKyXTI" rel=3D"" s= tyle=3D"color: rgb(54,55,55);text-decoration: underline;">interpreter for S= wift</a><span>.</span></p></li><li style=3D"margin: 8px 0 0 32px;mso-specia= l-format: bullet;"><p style=3D"color: rgb(54,55,55);line-height: 26px;margi= n-bottom: 0;box-sizing: border-box;padding-left: 4px;font-size: 16px;margin= : 0;"><span>Build an </span><a href=3D"https://substack.com/redirect/efab87= 0d-d2b5-42ca-b703-bfad7c475368?j=3DeyJ1IjoiNmcweTk2In0.4KmlcuJQ3447iRdouqz7= lSsm9yN-dDoY65nRFuKyXTI" rel=3D"" style=3D"color: rgb(54,55,55);text-decora= tion: underline;">AI life co-pilot</a><span> with Claude Code in 25 minutes= =2E</span></p></li><li style=3D"margin:=20= 8px 0 0 32px;mso-special-format: bull= et;"><p style=3D"color: rgb(54,55,55);line-height: 26px;margin-bottom: 0;bo= x-sizing: border-box;padding-left: 4px;font-size: 16px;margin: 0;"><a href= =3D"https://substack.com/redirect/4f303a82-7737-4367-b257-8580dfd4d94b?j=3D= eyJ1IjoiNmcweTk2In0.4KmlcuJQ3447iRdouqz7lSsm9yN-dDoY65nRFuKyXTI" rel=3D"" s= tyle=3D"color: rgb(54,55,55);text-decoration: underline;">Using linters to = direct agents</a><span>.</span></p></li><li style=3D"margin: 8px 0 0 32px;m= so-special-format: bullet;"><p style=3D"color: rgb(54,55,55);line-height: 2= 6px;margin-bottom: 0;box-sizing: border-box;padding-left: 4px;font-size: 16= px;margin: 0;"><span>In the age of AI, young founders aren’t </span><= a href=3D"https://substack.com/redirect/02a664af-9da0-4f3b-827b-100427dce29= e?j=3DeyJ1IjoiNmcweTk2In0.4KmlcuJQ3447iRdouqz7lSsm9yN-dDoY65nRFuKyXTI" rel= =3D"" style=3D"color: rgb(54,55,55);text-decoration: underline;">waiting to= grow up.</a></p></li><li style=3D"margin: 8px 0 0 32px;mso-special-format:= bullet;"><p style=3D"color: rgb(54,55,55);line-height: 26px;margin-bottom:= 0;box-sizing: border-box;padding-left: 4px;font-size: 16px;margin: 0;"><sp= an>The bear and bull </span><a href=3D"https://substack.com/redirect/7fdbdc= f7-40c3-4764-9f11-40209e51103c?j=3DeyJ1IjoiNmcweTk2In0.4KmlcuJQ3447iRdouqz7= lSsm9yN-dDoY65nRFuKyXTI" rel=3D"" style=3D"color: rgb(54,55,55);text-decora= tion: underline;">case for local models</a><span> in just 4 basic graphs.</= span></p></li></ul><div class=3D"captioned-image-container-static" style=3D= "font-size: 16px;line-height: 26px;margin: 32px auto;"><figure style=3D"wid= th: 100%;margin: 0 auto;"><table class=3D"image-wrapper" width=3D"100%" bor= der=3D"0" cellspacing=3D"0" cellpadding=3D"0" data-component-name=3D"Image2= ToDOMStatic" style=3D"mso-padding-alt: 1em 0 1.6em;"><tbody><tr><td style= =3D"text-align: center;"></td><td class=3D"content" align=3D"left" width=3D= "1456" style=3D"text-align: center;"><a class=3D"image-link" target=3D"_bla= nk" href=3D"https://substack.com/redirect/7fdbdcf7-40c3-4764-9f11-40209e511= 03c?j=3DeyJ1IjoiNmcweTk2In0.4KmlcuJQ3447iRdouqz7lSsm9yN-dDoY65nRFuKyXTI" re= l=3D"" style=3D"position: relative;flex-direction: column;align-items: cent= er;padding: 0;width: auto;height: auto;border: none;text-decoration: none;d= isplay: block;margin: 0;"><img class=3D"wide-image" data-attrs=3D"{"sr= c":"https://substack-post-media.s3.amazonaws.com/public/images/28= e81665-2636-41b8-a149-ed07f5e936c9_2290x1926.jpeg","srcNoWatermar= k":null,"fullscreen":null,"imageSize":null,"h= eight":1225,"width":1456,"resizeWidth":null,"= bytes":null,"alt":"Image","title":null,&= quot;type":null,"href":"https://x.com/swyx/status/19649= 86951515451773","belowTheFold":true,"topImage":fal= se,"internalRedirect":null,"isProcessing":false,"a= lign":null,"offset":false}" alt=3D"Image" title=3D"Image" wi= dth=3D"550" height=3D"462.74038461538464" src=3D"https://substackcdn.com/im= age/fetch/$s_!XaJB!,w_1100,c_limit,f_auto,q_auto:good,fl_progressive:steep/= https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F28e8= 1665-2636-41b8-a149-ed07f5e936c9_2290x1926.jpeg" style=3D"border: none !imp= ortant;vertical-align: middle;display: block;-ms-interpolation-mode: bicubi= c;height: auto;margin-bottom: 0;width: auto !important;max-width: 100% !imp= ortant;margin: 0 auto;"></a></td><td style=3D"text-align: center;"></td></t= r></tbody></table></figure></div><div style=3D"font-size: 16px;line-height:= 26px;"><hr style=3D"margin: 32px 0;padding: 0;height: 1px;background: #e6e= 6e6;border: none;"></div><h3 class=3D"header-anchor-post" style=3D"position= : relative;font-family: 'SF Pro Display',-apple-system-headline,system-ui,-= apple-system,BlinkMacSystemFont,'Segoe UI',Roboto,Helvetica,Arial,sans-seri= f,'Apple Color Emoji','Segoe UI Emoji','Segoe UI Symbol';font-weight: bold;= -webkit-font-smoothing: antialiased;-moz-osx-font-smoothing: antialiased;-w= ebkit-appearance: optimizelegibility;-moz-appearance: optimizelegibility;ap= pearance: optimizelegibility;margin: 1em 0 0.625em 0;color: rgb(54,55,55);l= ine-height: 1.16em;font-size: 1.375em;"> ⚙️ Tools to tinker w= ith</h3><ul style=3D"margin-top: 0;padding: 0;"><li style=3D"margin: 8px 0 = 0 32px;mso-special-format: bullet;"><p style=3D"color: rgb(54,55,55);line-h= eight: 26px;margin-bottom: 0;box-sizing: border-box;padding-left: 4px;font-= size: 16px;margin: 0;"><strong><a href=3D"https://substack.com/redirect/afa= 3c52f-d813-45ac-b34e-d3506d78ebe3?j=3DeyJ1IjoiNmcweTk2In0.4KmlcuJQ3447iRdou= qz7lSsm9yN-dDoY65nRFuKyXTI" rel=3D"" style=3D"color: rgb(54,55,55);text-dec= oration: underline;">Fenic</a></strong><span> - OSS PySpark-inspired DataFr= ame library for LLMs. Run semantic joins, batch inference, and transform ma= rkdown & transcript to insight.*</span></p></li><li style=3D"margin: 8p= x 0 0 32px;mso-special-format: bullet;"><p style=3D"color: rgb(54,55,55);li= ne-height: 26px;margin-bottom: 0;box-sizing: border-box;padding-left: 4px;f= ont-size: 16px;margin: 0;"><strong><a href=3D"https://substack.com/redirect= /d5926ac4-9d7f-4d10-82e1-c0ddb4be39e9?j=3DeyJ1IjoiNmcweTk2In0.4KmlcuJQ3447i= Rdouqz7lSsm9yN-dDoY65nRFuKyXTI" rel=3D"" style=3D"color: rgb(54,55,55);text= -decoration: underline;">Operate</a></strong><span> - Precision-built CRM d= esigned for sales and built for founders.</span></p></li><li style=3D"margi= n: 8px 0 0 32px;mso-special-format: bullet;"><p style=3D"color: rgb(54,55,5= 5);line-height: 26px;margin-bottom: 0;box-sizing: border-box;padding-left: = 4px;font-size: 16px;margin: 0;"><strong><a href=3D"https://substack.com/red= irect/210721cb-d6f1-4994-9910-ec7ab4640951?j=3DeyJ1IjoiNmcweTk2In0.4KmlcuJQ= 3447iRdouqz7lSsm9yN-dDoY65nRFuKyXTI" rel=3D"" style=3D"color: rgb(54,55,55)= ;text-decoration: underline;">Whisper</a></strong><span> - Desktop AI that = sees your screen and delivers everything proactively.</span></p></li><li st= yle=3D"margin: 8px 0 0 32px;mso-special-format: bullet;"><p style=3D"color:= rgb(54,55,55);line-height: 26px;margin-bottom: 0;box-sizing: border-box;pa= dding-left: 4px;font-size: 16px;margin: 0;"><strong><a href=3D"https://subs= tack.com/redirect/88a4f185-3558-4e3c-a67b-64a81a717878?j=3DeyJ1IjoiNmcweTk2= In0.4KmlcuJQ3447iRdouqz7lSsm9yN-dDoY65nRFuKyXTI" rel=3D"" style=3D"color: r= gb(54,55,55);text-decoration: underline;">Notte</a></strong><span> - Build = and deploy agents that work on the web without breaking.</span></p></li><li= style=3D"margin: 8px 0 0 32px;mso-special-format: bullet;"><p style=3D"col= or: rgb(54,55,55);line-height: 26px;margin-bottom: 0;box-sizing: border-box= ;padding-left: 4px;font-size: 16px;margin: 0;"><strong><a href=3D"https://s= ubstack.com/redirect/f00c68ce-c498-48eb-8cd7-b994542f623b?j=3DeyJ1IjoiNmcwe= Tk2In0.4KmlcuJQ3447iRdouqz7lSsm9yN-dDoY65nRFuKyXTI" rel=3D"" style=3D"color= : rgb(54,55,55);text-decoration: underline;">Compound by Groq</a></strong><= span> - Use open models with a complete set of agentic tooling, including w= eb search, code execution, browser automation and more.</span></p></li><li= style=3D"margin: 8px 0 0 32px;mso-special-format: bullet;"><p style=3D"col= or: rgb(54,55,55);line-height: 26px;margin-bottom: 0;box-sizing: border-box= ;padding-left: 4px;font-size: 16px;margin: 0;"><strong><a href=3D"https://s= ubstack.com/redirect/bde5667e-f356-42e8-bc0e-6d39e74a5359?j=3DeyJ1IjoiNmcwe= Tk2In0.4KmlcuJQ3447iRdouqz7lSsm9yN-dDoY65nRFuKyXTI" rel=3D"" style=3D"color= : rgb(54,55,55);text-decoration: underline;">Oasis 2.0</a></strong><span> -= Re-skin Minecraft in real-time, 1080p, 30 fps.</span></p></li><li style=3D= "margin: 8px 0 0 32px;mso-special-format: bullet;"><p style=3D"color: rgb(5= 4,55,55);line-height: 26px;margin-bottom: 0;box-sizing: border-box;padding-= left: 4px;font-size: 16px;margin: 0;"><strong><a href=3D"https://substack.c= om/redirect/edbe0f5e-5463-43e5-905a-bff43976b5e9?j=3DeyJ1IjoiNmcweTk2In0.4K= mlcuJQ3447iRdouqz7lSsm9yN-dDoY65nRFuKyXTI" rel=3D"" style=3D"color: rgb(54,= 55,55);text-decoration: underline;">NotebookLM</a></strong><span> got Flash= cards, Quizzes, more report templates and new voices for Audio Overviews.</= span></p></li><li style=3D"margin: 8px 0 0 32px;mso-special-format: bullet;= "><p style=3D"color: rgb(54,55,55);line-height: 26px;margin-bottom: 0;box-s= izing: border-box;padding-left: 4px;font-size: 16px;margin: 0;"><strong><a = href=3D"https://substack.com/redirect/2cca1210-6d78-4dd2-95c2-27f4a039161f?= j=3DeyJ1IjoiNmcweTk2In0.4KmlcuJQ3447iRdouqz7lSsm9yN-dDoY65nRFuKyXTI" rel=3D= "" style=3D"color: rgb(54,55,55);text-decoration: underline;">Rork for iOS<= /a></strong><span> - make apps from your phone (launched on </span><a href= =3D"https://substack.com/redirect/bbf2759a-64b7-41ea-b5aa-3723f10b5a55?j=3D= eyJ1IjoiNmcweTk2In0.4KmlcuJQ3447iRdouqz7lSsm9yN-dDoY65nRFuKyXTI" rel=3D"" s= tyle=3D"color: rgb(54,55,55);text-decoration: underline;">Product Hunt</a><= span>)</span></p></li><li style=3D"margin: 8px 0 0 32px;mso-special-format:= bullet;"><p style=3D"color: rgb(54,55,55);line-height: 26px;margin-bottom:= 0;box-sizing: border-box;padding-left: 4px;font-size: 16px;margin: 0;"><sp= an>List of </span><strong><a href=3D"https://substack.com/redirect/e301f062= -e061-42fd-99b5-fe3d8aceac92?j=3DeyJ1IjoiNmcweTk2In0.4KmlcuJQ3447iRdouqz7lS= sm9yN-dDoY65nRFuKyXTI" rel=3D"" style=3D"color: rgb(54,55,55);text-decorati= on: underline;">mini tools for everyday work</a></strong><span> (by Simon W= illison)</span></p></li></ul><h6 style=3D"font-family: 'SF Pro Display',-ap= ple-system-headline,system-ui,-apple-system,BlinkMacSystemFont,'Segoe UI',R= oboto,Helvetica,Arial,sans-serif,'Apple Color Emoji','Segoe UI Emoji','Sego= e UI Symbol';font-weight: bold;-webkit-font-smoothing: antialiased;-moz-osx= -font-smoothing: antialiased;-webkit-appearance: optimizelegibility;-moz-ap= pearance: optimizelegibility;appearance: optimizelegibility;margin: 1em 0 0= =2E625em 0;color: rgb(54,55,55);line-he= ight: 1.16em;"><em><strong>*sponsored<= /strong></em></h6><div style=3D"font-size: 16px;line-height: 26px;"><hr sty= le=3D"margin: 32px 0;padding: 0;height: 1px;background: #e6e6e6;border: non= e;"></div><h3 class=3D"header-anchor-post" style=3D"position: relative;font= -family: 'SF Pro Display',-apple-system-headline,system-ui,-apple-system,Bl= inkMacSystemFont,'Segoe UI',Roboto,Helvetica,Arial,sans-serif,'Apple Color = Emoji','Segoe UI Emoji','Segoe UI Symbol';font-weight: bold;-webkit-font-sm= oothing: antialiased;-moz-osx-font-smoothing: antialiased;-webkit-appearanc= e: optimizelegibility;-moz-appearance: optimizelegibility;appearance: optim= izelegibility;margin: 1em 0 0.625em 0;color: rgb(54,55,55);line-height: 1.1= 6em;font-size: 1.375em;"> 🥣 Dev dish</h3><ul style=3D"margin-top: 0= ;padding: 0;"><li style=3D"margin: 8px 0 0 32px;mso-special-format: bullet;= "><p style=3D"color: rgb(54,55,55);line-height: 26px;margin-bottom: 0;box-s= izing: border-box;padding-left: 4px;font-size: 16px;margin: 0;"><a href=3D"= https://substack.com/redirect/33610efc-d470-4fe6-9629-45198a330dd2?j=3DeyJ1= IjoiNmcweTk2In0.4KmlcuJQ3447iRdouqz7lSsm9yN-dDoY65nRFuKyXTI" rel=3D"" style= =3D"color: rgb(54,55,55);text-decoration: underline;">BuildKit 2.0</a><span= > - shadcn for AI tools. Build AI tools and MCPs in minutes.</span></p></li= ><li style=3D"margin: 8px 0 0 32px;mso-special-format: bullet;"><p style=3D= "color: rgb(54,55,55);line-height: 26px;margin-bottom: 0;box-sizing: border= -box;padding-left: 4px;font-size: 16px;margin: 0;"><a href=3D"https://subst= ack.com/redirect/f9c49ae0-523b-4a7f-9c1f-700e016d7dde?j=3DeyJ1IjoiNmcweTk2I= n0.4KmlcuJQ3447iRdouqz7lSsm9yN-dDoY65nRFuKyXTI" rel=3D"" style=3D"color: rg= b(54,55,55);text-decoration: underline;">Twiggy</a><span> - Let your cursor= agent see your entire codebase's structure in real-time.</span></p></li><l= i style=3D"margin: 8px 0 0 32px;mso-special-format: bullet;"><p style=3D"co= lor: rgb(54,55,55);line-height: 26px;margin-bottom: 0;box-sizing: border-bo= x;padding-left: 4px;font-size: 16px;margin: 0;"><a href=3D"https://substack= =2Ecom/redirect/7a21b920-09f9-4689-bff= b-6e4258d926a1?j=3DeyJ1IjoiNmcweTk2In0.= 4KmlcuJQ3447iRdouqz7lSsm9yN-dDoY65nRFuKyXTI" rel=3D"" style=3D"color: rgb(5= 4,55,55);text-decoration: underline;">OpenAPI to MCP</a><span> - Convert an= y server described with OpenAPI into an MCP endpoint!</span></p></li><li st= yle=3D"margin: 8px 0 0 32px;mso-special-format: bullet;"><p style=3D"color:= rgb(54,55,55);line-height: 26px;margin-bottom: 0;box-sizing: border-box;pa= dding-left: 4px;font-size: 16px;margin: 0;"><span>Open-source example of an= end-to-end </span><a href=3D"https://substack.com/redirect/1b54af83-501c-4= 0c1-a336-e4e63b048bc0?j=3DeyJ1IjoiNmcweTk2In0.4KmlcuJQ3447iRdouqz7lSsm9yN-d= DoY65nRFuKyXTI" rel=3D"" style=3D"color: rgb(54,55,55);text-decoration: und= erline;">vibe-coding platform.</a><span> (</span><a href=3D"https://substac= k.com/redirect/fc2c1dcf-12bd-4244-b2c4-3b26c62536e9?j=3DeyJ1IjoiNmcweTk2In0= =2E4KmlcuJQ3447iRdouqz7lSsm9yN-dDoY65= nRFuKyXTI" rel=3D"" style=3D"color: rgb(= 54,55,55);text-decoration: underline;">demo</a><span>)</span></p></li><li s= tyle=3D"margin: 8px 0 0 32px;mso-special-format: bullet;"><p style=3D"color= : rgb(54,55,55);line-height: 26px;margin-bottom: 0;box-sizing: border-box;p= adding-left: 4px;font-size: 16px;margin: 0;"><a href=3D"https://substack.co= m/redirect/31da5ba6-0594-43c1-bbfb-b617cfe225a2?j=3DeyJ1IjoiNmcweTk2In0.4Km= lcuJQ3447iRdouqz7lSsm9yN-dDoY65nRFuKyXTI" rel=3D"" style=3D"color: rgb(54,5= 5,55);text-decoration: underline;">SemTools</a><span> - a toolkit for parsi= ng and semantic search in the CLI. (</span><a href=3D"https://substack.com/= redirect/2f937314-b5d7-4f19-b316-0a026bd6c0c7?j=3DeyJ1IjoiNmcweTk2In0.4Kmlc= uJQ3447iRdouqz7lSsm9yN-dDoY65nRFuKyXTI" rel=3D"" style=3D"color: rgb(54,55,= 55);text-decoration: underline;">read more</a><span>)</span></p></li><li st= yle=3D"margin: 8px 0 0 32px;mso-special-format: bullet;"><p style=3D"color:= rgb(54,55,55);line-height: 26px;margin-bottom: 0;box-sizing: border-box;pa= dding-left: 4px;font-size: 16px;margin: 0;"><a href=3D"https://substack.com= /redirect/f48fbfeb-8905-4869-92cb-a2f2695b5156?j=3DeyJ1IjoiNmcweTk2In0.4Kml= cuJQ3447iRdouqz7lSsm9yN-dDoY65nRFuKyXTI" rel=3D"" style=3D"color: rgb(54,55= ,55);text-decoration: underline;">Stagehand Agent</a><span> (browser automa= tion) can now use MCP tools. (</span><a href=3D"https://substack.com/redire= ct/3de204d3-636a-41b8-b9b8-30de2bb775b3?j=3DeyJ1IjoiNmcweTk2In0.4KmlcuJQ344= 7iRdouqz7lSsm9yN-dDoY65nRFuKyXTI" rel=3D"" style=3D"color: rgb(54,55,55);te= xt-decoration: underline;">examples</a><span>)</span></p></li><li style=3D"= margin: 8px 0 0 32px;mso-special-format: bullet;"><p style=3D"color: rgb(54= ,55,55);line-height: 26px;margin-bottom: 0;box-sizing: border-box;padding-l= eft: 4px;font-size: 16px;margin: 0;"><span>Cursor will soon support </span>= <a href=3D"https://substack.com/redirect/ece9cd7a-7a26-444a-84bd-f1ec331b58= f6?j=3DeyJ1IjoiNmcweTk2In0.4KmlcuJQ3447iRdouqz7lSsm9yN-dDoY65nRFuKyXTI" rel= =3D"" style=3D"color: rgb(54,55,55);text-decoration: underline;">custom /sl= ash commands</a><span>.</span></p></li><li style=3D"margin: 8px 0 0 32px;ms= o-special-format: bullet;"><p style=3D"color: rgb(54,55,55);line-height: 26= px;margin-bottom: 0;box-sizing: border-box;padding-left: 4px;font-size: 16p= x;margin: 0;"><span>Codex CLI now has </span><a href=3D"https://substack.co= m/redirect/ab234752-e2c3-4686-bfdb-53180b192fcf?j=3DeyJ1IjoiNmcweTk2In0.4Km= lcuJQ3447iRdouqz7lSsm9yN-dDoY65nRFuKyXTI" rel=3D"" style=3D"color: rgb(54,5= 5,55);text-decoration: underline;">web search</a><span>. Enable it with --s= earch flag.</span></p></li></ul><div style=3D"font-size: 16px;line-height: = 26px;"><hr style=3D"margin: 32px 0;padding: 0;height: 1px;background: #e6e6= e6;border: none;"></div><h3 class=3D"header-anchor-post" style=3D"position:= relative;font-family: 'SF Pro Display',-apple-system-headline,system-ui,-a= pple-system,BlinkMacSystemFont,'Segoe UI',Roboto,Helvetica,Arial,sans-serif= ,'Apple Color Emoji','Segoe UI Emoji','Segoe UI Symbol';font-weight: bold;-= webkit-font-smoothing: antialiased;-moz-osx-font-smoothing: antialiased;-we= bkit-appearance: optimizelegibility;-moz-appearance: optimizelegibility;app= earance: optimizelegibility;margin: 1em 0 0.625em 0;color: rgb(54,55,55);li= ne-height: 1.16em;font-size: 1.375em;"><span> </span><strong> </strong><spa= n>🍦 Afters</span></h3><ul style=3D"margin-top: 0;padding: 0;"><li s= tyle=3D"margin: 8px 0 0 32px;mso-special-format: bullet;"><p style=3D"color= : rgb(54,55,55);line-height: 26px;margin-bottom: 0;box-sizing: border-box;p= adding-left: 4px;font-size: 16px;margin: 0;"><a href=3D"https://substack.co= m/redirect/eadb1262-3ad1-43f4-907e-a3d9d9562ccb?j=3DeyJ1IjoiNmcweTk2In0.4Km= lcuJQ3447iRdouqz7lSsm9yN-dDoY65nRFuKyXTI" rel=3D"" style=3D"color: rgb(54,5= 5,55);text-decoration: underline;">Story Arc Engine</a><span> - Tweak parts= of a story to see how plot changes trickle down to the rest of the story.<= /span></p></li><li style=3D"margin: 8px 0 0 32px;mso-special-format: bullet= ;"><p style=3D"color: rgb(54,55,55);line-height: 26px;margin-bottom: 0;box-= sizing: border-box;padding-left: 4px;font-size: 16px;margin: 0;"><a href=3D= "https://substack.com/redirect/6a202a99-0a41-4909-80e4-32ec6eb5e6c7?j=3DeyJ= 1IjoiNmcweTk2In0.4KmlcuJQ3447iRdouqz7lSsm9yN-dDoY65nRFuKyXTI" rel=3D"" styl= e=3D"color: rgb(54,55,55);text-decoration: underline;">Nano-banana browser<= /a><span> - Generate websites (screenshots) based on the URLs. </span></p><= /li><li style=3D"margin: 8px 0 0 32px;mso-special-format: bullet;"><p style= =3D"margin: 0 0 20px 0;color: rgb(54,55,55);line-height: 26px;margin-bottom= : 0;box-sizing: border-box;padding-left: 4px;font-size: 16px;">OpenAI is </= p><p style=3D"margin: 0 0 20px 0;color: rgb(54,55,55);line-height: 26px;mar= gin-bottom: 0;box-sizing: border-box;padding-left: 4px;font-size: 16px;"><s= pan>a) planning to </span><a href=3D"https://substack.com/redirect/d32775fe= -f16c-44bf-b996-c7d226a40374?j=3DeyJ1IjoiNmcweTk2In0.4KmlcuJQ3447iRdouqz7lS= sm9yN-dDoY65nRFuKyXTI" rel=3D"" style=3D"color: rgb(54,55,55);text-decorati= on: underline;">build a job platform</a><span> to match talent with busines= ses using AI</span></p><p style=3D"margin: 0 0 20px 0;color: rgb(54,55,55);= line-height: 26px;margin-bottom: 0;box-sizing: border-box;padding-left: 4px= ;font-size: 16px;"><span>b) backing a </span><a href=3D"https://substack.co= m/redirect/b5b470f3-173a-4b99-b685-78d2c3615088?j=3DeyJ1IjoiNmcweTk2In0.4Km= lcuJQ3447iRdouqz7lSsm9yN-dDoY65nRFuKyXTI" rel=3D"" style=3D"color: rgb(54,5= 5,55);text-decoration: underline;">full-length animated film</a><span> to t= ap into Hollywood.</span></p></li><li style=3D"margin: 8px 0 0 32px;mso-spe= cial-format: bullet;"><p style=3D"color: rgb(54,55,55);line-height: 26px;ma= rgin-bottom: 0;box-sizing: border-box;padding-left: 4px;font-size: 16px;mar= gin: 0;"><a href=3D"https://substack.com/redirect/5ed66fae-c91f-4b17-ba65-c= c163f1d6d87?j=3DeyJ1IjoiNmcweTk2In0.4KmlcuJQ3447iRdouqz7lSsm9yN-dDoY65nRFuK= yXTI" rel=3D"" style=3D"color: rgb(54,55,55);text-decoration: underline;">s= fcompute is hiring</a><span> for systems & networking engineers.</span>= </p></li><li style=3D"margin: 8px 0 0 32px;mso-special-format: bullet;"><p = style=3D"color: rgb(54,55,55);line-height: 26px;margin-bottom: 0;box-sizing= : border-box;padding-left: 4px;font-size: 16px;margin: 0;"><a href=3D"https= ://substack.com/redirect/fcfd448d-57ec-446f-aed1-5ebf1f483b59?j=3DeyJ1IjoiN= mcweTk2In0.4KmlcuJQ3447iRdouqz7lSsm9yN-dDoY65nRFuKyXTI" rel=3D"" style=3D"c= olor: rgb(54,55,55);text-decoration: underline;">I hate my friend</a><span>= - review of the “friend” pendant by Wired. </span></p></li><li= style=3D"margin: 8px 0 0 32px;mso-special-format: bullet;"><p style=3D"col= or: rgb(54,55,55);line-height: 26px;margin-bottom: 0;box-sizing: border-box= ;padding-left: 4px;font-size: 16px;margin: 0;"><span>A new startup, </span>= <a href=3D"https://substack.com/redirect/3ad67e37-8bb3-4a06-82e1-b57a6589d6= 7e?j=3DeyJ1IjoiNmcweTk2In0.4KmlcuJQ3447iRdouqz7lSsm9yN-dDoY65nRFuKyXTI" rel= =3D"" style=3D"color: rgb(54,55,55);text-decoration: underline;">Alterego</= a><span>, claims it can capture silent speech (mouthing) and let you take n= otes, reminders or talk to other people using their device.</span></p></li>= </ul><div style=3D"font-size: 16px;line-height: 26px;"><hr style=3D"margin:= 32px 0;padding: 0;height: 1px;background: #e6e6e6;border: none;"></div><di= v class=3D"captioned-button-wrap" data-attrs=3D"{"url":"http= s://substack.com/app-link/post?publication_id=3D4379299&post_id=3D173164064= &utm_source=3Dsubstack&utm_medium=3Demail&utm_content=3Dshare&utm_campaign= =3Demail-share&action=3Dshare&triggerShare=3Dtrue&isFreemail=3Dtrue&r=3D6g0= y96&token=3DeyJ1c2VyX2lkIjozODk3MTUzMDYsInBvc3RfaWQiOjE3MzE2NDA2NCwiaWF0Ijo= xNzU3NDI0MTk4LCJleHAiOjE3NjAwMTYxOTgsImlzcyI6InB1Yi00Mzc5Mjk5Iiwic3ViIjoicG= 9zdC1yZWFjdGlvbiJ9.b-nC5fr9-Xe-UPKfPt39ZieGf4cysh6Y_GCcIW_dwGA","= text":"Share"}" data-component-name=3D"CaptionedButtonToDOM"= style=3D"font-size: 16px;line-height: 26px;"><div class=3D"preamble" style= =3D"margin-top: 16px;font-family: system-ui,-apple-system,BlinkMacSystemFon= t,'Segoe UI',Roboto,Helvetica,Arial,sans-serif,'Apple Color Emoji','Segoe U= I Emoji','Segoe UI Symbol';font-size: 18px;max-width: 384px;width: fit-cont= ent;line-height: 22px;display: flex;align-items: center;text-align: center;= font-weight: 400;margin-left: auto;margin-right: auto;"><p class=3D"cta-cap= tion" style=3D"margin: 0 0 20px 0;color: rgb(54,55,55);line-height: 26px;fo= nt-size: 16px;">Enjoy this newsletter? 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Feel free to comment and share your t= houghts. 👋</p><ul style=3D"margin-top: 0;padding: 0;"><li style=3D"= margin: 8px 0 0 32px;mso-special-format: bullet;"><p style=3D"color: rgb(54= ,55,55);line-height: 26px;margin-bottom: 0;box-sizing: border-box;padding-l= eft: 4px;font-size: 16px;margin: 0;"><span>Find me on </span><a href=3D"htt= ps://substack.com/redirect/8ba8e594-ff2c-47a9-9c7c-8a90428d0239?j=3DeyJ1Ijo= iNmcweTk2In0.4KmlcuJQ3447iRdouqz7lSsm9yN-dDoY65nRFuKyXTI" rel=3D"" style=3D= "color: rgb(54,55,55);text-decoration: underline;">X</a><span>, </span><a h= ref=3D"https://substack.com/redirect/02914ea4-ff8a-44d0-abf5-e42df252a50b?j= =3DeyJ1IjoiNmcweTk2In0.4KmlcuJQ3447iRdouqz7lSsm9yN-dDoY65nRFuKyXTI" rel=3D"= " style=3D"color: rgb(54,55,55);text-decoration: underline;">Linkedin</a><s= pan>, or </span><a href=3D"https://substack.com/redirect/0e868c74-a060-450b= -92db-132b1d00f2bf?j=3DeyJ1IjoiNmcweTk2In0.4KmlcuJQ3447iRdouqz7lSsm9yN-dDoY= 65nRFuKyXTI" rel=3D"" style=3D"color: rgb(54,55,55);text-decoration: underl= ine;">Instagram</a></p></li><li style=3D"margin: 8px 0 0 32px;mso-special-f= ormat: bullet;"><p style=3D"color: rgb(54,55,55);line-height: 26px;margin-b= ottom: 0;box-sizing: border-box;padding-left: 4px;font-size: 16px;margin: 0= ;"><span>Read </span><a href=3D"https://substack.com/redirect/b32bb922-8c0f= -403c-b403-e8df226785de?j=3DeyJ1IjoiNmcweTk2In0.4KmlcuJQ3447iRdouqz7lSsm9yN= -dDoY65nRFuKyXTI" rel=3D"" style=3D"color: rgb(54,55,55);text-decoration: u= nderline;">about me</a><span> and ben’s bites</span></p></li></ul><p = style=3D"margin: 0 0 20px 0;color: rgb(54,55,55);line-height: 26px;font-siz= e: 16px;"><span>📷 thumbnail creds: </span><a href=3D"https://substa= ck.com/redirect/f167934c-1d03-4eea-977f-c38c18e1116f?j=3DeyJ1IjoiNmcweTk2In= 0.4KmlcuJQ3447iRdouqz7lSsm9yN-dDoY65nRFuKyXTI" rel=3D"" style=3D"color: rgb= (54,55,55);text-decoration: underline;">@keshavatearth</a></p><div style=3D= "font-size: 16px;line-height: 26px;margin-bottom: 0;"><hr style=3D"margin: = 32px 0;padding: 0;height: 1px;background: #e6e6e6;border: none;"></div></di= v></div><div class=3D"container-border" style=3D"margin: 32px 0 0;width: 10= 0%;box-sizing: border-box;border-top: 1px solid #e6e6e6;font-size: 16px;lin= e-height: 26px;"></div><div class=3D"post-cta typography markup" style=3D"-= -image-offset-margin: -120px;font-family: 'SF Pro Display', -apple-system, = system-ui, BlinkMacSystemFont, 'Inter', 'Segoe UI', Roboto, Helvetica, Aria= l, sans-serif, 'Apple Color Emoji', 'Segoe UI Emoji', 'Segoe UI Symbol';fon= t-weight: 400;text-align: initial;word-break: break-word;margin-bottom: 32p= x;margin: 32px 0;font-size: 16px;line-height: 26px;"><p style=3D"color: rgb= (54,55,55);margin: 0 auto 20px;text-align: center;width: 90%;line-height: 2= 6px;font-size: 16px;margin-top: 0;"><span class=3D"pencraft pc-reset reset-= IxiVJZ" translated=3D"" style=3D"list-style: none;color: unset;text-decorat= ion: unset;margin: 0;">You're currently a free subscriber to <a href=3D"htt= ps://substack.com/redirect/7668024e-2838-4d7c-bec5-20ee600e8109?j=3DeyJ1Ijo= iNmcweTk2In0.4KmlcuJQ3447iRdouqz7lSsm9yN-dDoY65nRFuKyXTI" style=3D"color: r= gb(54,55,55);text-decoration: underline;">Ben's Bites</a>. 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ps://email.mg-d1.substack.com/o/eJw0kEmOwyAUBU8Tdm0xDwvOYn3gJ6FjQ8SQyLdvZeh= tPalUehEGXmo7_L32QZIXLlAbNUHPjDKSS045wR3ytl6wYIOBaYXxvzJnLbXk6g3TKMEwwYPjlK= cUlVBgteRJcQiWZM8pV9RRxwRTzCxikda4qKOT4kwFODxJul9-Elv6DH1AvC2x7iT39dzwneBHm= 0hepSvMlLFE9PjAdtTyxTl5ZgTTkmr5IeO4oy_47BuOgY3cZ1hj3fdZ8jhWLBA2TF_xDFuOMHIt= L5EUxnHnSPO_FZcn3LB1LCdJD7jW-m7rM6S6Qy4-YOkhD-xkfK6cHdvLIqwzTAmqycPzvwAAAP_= _UcB4PA"><div style="clear:both; padding-bottom:0.25em"></div> </p> </div> <p class="post-footer"> <em>posted by Aquila Staff @ <a href="http://theaquilaproject.blogspot.com/2026/03/your-free-oral-b-dental-kit-donat-miss.html?m=0" title="permanent link">12:29 PM</a></em>   <span class="item-action"><a href="https://draft.blogger.com/email-post/12315216/2439229656115322788" title="Email Post"><img class="icon-action" alt="" src="https://resources.blogblog.com/img/icon18_email.gif" height="13" width="18"/></a></span><span class="item-control blog-admin pid-1474643365"><a style="border:none;" 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