Monday, March 23, 2026

nf-e 0746687 ref. servico

Documento fiscal disponível para consulta. Número 0746687.

🔮 , Sagesse Druidique : les runes vous parlent (votre initiation)

🔮 , Sagesse Druidique : les runes vous parlent (votre initiation) ‌   ‍   ­ ‌   ‍   ­ ‌   ‍   ­ ‌   ‍   ­ ‌   ‍   ­ ‌   ‍   ­ ‌   ‍   ­ ‌   ‍   ­ ‌   ‍   ­ ‌   ‍   ­ ‌   ‍   ­ ‌   ‍   ­ ‌   ‍   ­ ‌   ‍   ­ ‌   ‍   ­ ‌   ‍   ­ ‌   ‍   ­ ‌   ‍   ­ ‌   ‍   ­ ‌   ‍   ­ ‌   ‍   ­ ‌   ‍   ­ ‌   ‍   ­ ‌   ‍   ­ ‌   ‍   ­ ‌   ‍   ­ ‌   ‍   ­ ‌   ‍   ­ ‌   ‍   ­ ‌   ‍   ­ ‌   ‍   ­ ‌   ‍   ­ ‌   ‍   ­ ‌   ‍   ­ ‌   ‍   ­ ‌   ‍   ­ ‌   ‍   ­ ‌   ‍   ­ ‌   ‍   ­ ‌   ‍   ­ ‌   ‍   ­ ‌   ‍   ­ ‌   ‍   ­ ‌   ‍   ­ ‌   ‍   ­ ‌   ‍   ­ ‌   ‍   ­ ‌   ‍   ­ ‌   ‍   ­ ‌   ‍   ­ ‌   ‍   ­ ‌   ‍   ­ ‌   ‍   ­ ‌   ‍   ­ ‌   ‍   ­ ‌   ‍   ­ ‌   ‍   ­ ‌   ‍   ­ ‌   ‍   ­ ‌   ‍   ­ ‌   ‍   ­ ‌   ‍   ­ ‌   ‍   ­ ‌   ‍   ­ ‌   ‍   ­ ‌   ‍   ­ ‌   ‍   ­ ‌   ‍   ­ ‌   ‍   ­ ‌   ‍   ­ ‌   ‍   ­ ‌   ‍   ­ ‌   ‍   ­ ‌   ‍   ­ ‌   ‍   ­ ‌   ‍   ­ ‌   ‍   ­ ‌   ‍   ­ ‌   ‍   ­ ‌   ‍   ­ ‌   ‍   ­ ‌   ‍   ­ ‌   ‍   ­ ‌   ‍   ­ ‌   ‍   ­ ‌   ‍   ­ ‌   ‍   ­ ‌   ‍   ­ ‌   ‍   ­ ‌   ‍   ­ ‌   ‍   ­ ‌   ‍   ­ ‌   ‍   ­ ‌   ‍   ­ ‌   ‍   ­ ‌   ‍   ­ ‌   ‍   ­ ‌   ‍   ­ ‌   ‍   ­ ‌   ‍   ­

お荷物の配達についてのご案内

お客様

ご注文いただいた商品は、明日の配達を予定しております。 "置き配"の設定変更は、配送状況の画面にて受け付けております。担当ドライバーより、電話(050-3131-7090)またはショートメッセージにてご連絡する場合がございます。配達は7時~22時の間に行います。

配送サービス:アマゾン

配送伝票番号:884680002577

このメールは送信専用となっております。ご返信はご遠慮ください。

🌳 , 12 ateliers, 12 dimensions de ta vie — Gouldwen n'a rien laissé au hasard

✨ , un parcours celte complet qui couvre tout ce que tu vis — avec Gouldwen

Bonjour ,

Tu sais pourquoi beaucoup de formations ne changent rien dans la vie des gens ? Parce qu'elles touchent un seul aspect et laissent tout le reste en plan. 🌙

L'École de Lumière Celtique de Gouldwen, c'est l'exact opposé.

Ce ne sont pas 12 ateliers isolés. C'est un véritable chemin initiatique, pensé pour que chaque mois nourrisse le suivant et t'amène progressivement vers une transformation profonde et complète. ✨

🔽 Ton code celtique60 (-60 %) expire dans 5 jours :

👉 https://ghl.legrandchangement.tv/ecole-de-lumiere-celtique

Regarde comment chaque atelier touche une dimension essentielle de ta vie :

🧠 Ton mental qui bloque → Les Sigils Runiques contournent le sabotage mental et ancrent tes intentions dans l'inconscient

🐺 Ta guidance intérieure → Les Animaux Totem Celtiques te connectent à un allié spirituel qui te guide et te protège au quotidien

🗺️ Ton chemin de vie → Le Cromlech te fait visualiser tes priorités, tes déséquilibres et les ajustements à faire

🌳 Ton équilibre global → L'Yggdrasil et les 9 Mondes explorent toutes les dimensions de ton être : matérielle, émotionnelle, relationnelle et spirituelle

☀️ Tes talents et projets → Le Dieu Lugh et Lugnasad t'aident à reconnaître tes compétences et à les mettre en action

🪞 Ta vérité intérieure → Les Runes Miroirs Dagaz et Ingwaz te donnent le discernement pour prendre des décisions alignées

🕯️ Tes cycles de vie → La Fête de Samain te permet de fermer un chapitre en conscience et d'en ouvrir un nouveau

🌾 Ton abondance → Le Dieu Freyr t'apprend à accueillir la prospérité et à développer une confiance active en tes ressources

🛡️ Ta protection → L'atelier Protection-Défense te donne un bouclier runique et un talisman personnel

🔥 Ton renouveau → La Déesse Brigid et Imbolc t'offrent la bénédiction du feu sacré et la force de repartir

🐉 Ta puissance intérieure → Les Runes et les Dragons activent une énergie primordiale et transformatrice

💜 Ton amour et ta féminité → La Déesse Freyja ouvre ton cœur à l'amour, à la magie et à la transformation vibratoire

Rien n'est laissé au hasard. Mental, intuition, protection, amour, abondance, chemin de vie, puissance intérieure, renouveau… en 12 mois, tu auras couvert chaque dimension de ta vie avec des outils concrets et des rituels que tu gardes pour toujours. 🌿

Les recherches en psychologie positive montrent que les pratiques régulières de rituels symboliques favorisent un sentiment de cohérence intérieure, réduisent l'anxiété et renforcent la résilience émotionnelle. Un atelier par mois, c'est le rythme idéal pour intégrer chaque enseignement en profondeur — sans pression, sans stress.

Et les replays sont disponibles à vie — tu ne manques jamais rien. Aucun prérequis nécessaire. Chaque atelier est indépendant et accessible à toutes.

🔽 Code : celtique60 (-60 %) — il ne reste que 5 jours

L'option Illimitée (la plus populaire) — Protection contre les augmentations de prix + 2 mois gratuits :
🔽 Code : celtique60
👉 https://ghl.legrandchangement.tv/paiement-annuel-ecole-de-lumiere-celtique

📅 L'option 1 an2 mois gratuits aussi, mais après un an tu devras payer au nouveau tarif sans réduction :
🔽 Code : celtique60
👉 https://ghl.legrandchangement.tv/1-paiement-ecole-de-lumiere-celtique

Ou voir la page complète avec tous les détails et les autres modes de paiement :
👉 https://ghl.legrandchangement.tv/ecole-de-lumiere-celtique

Gouldwen, Michel Morin et l'Équipe du Grand Changement et Écho Santé

P.S. 🌳 12 ateliers, 12 dimensions de ta vie, 12 mois de transformation. Replays à vie. Outils concrets que tu gardes pour toujours. Le code celtique60 expire dans 5 jours.

P.P.S. ⭐ L'option Illimitée te protège contre toute augmentation de prix — c'est le choix de la majorité des inscrites :
👉 https://ghl.legrandchangement.tv/paiement-annuel-ecole-de-lumiere-celtique


If you no longer wish to receive these emails you may unsubscribe

Sunday, March 22, 2026

Fix scratches at home in 3 minutes — no tools, no appointment

TechTrends  |  Advertorial
UPDATE: NuraFix is currently SOLD OUT in retail stores. Limited stock available online.

Lifestyle & Automotive

The Detailer Quoted Me $480. Then I Found a $12 Spray That Did the Same Job in 3 Minutes.

Scratches, scuff marks, dull paint — I thought my car was done for. This nano spray changed everything.

By Sam Davis  •  Lifestyle & Tech Editor
NuraFix before and after

My five-year-old sedan had seen better days. A parking lot scrape on the driver's door. A network of fine swirl marks across the hood from a bad car wash. The clear coat on the roof was starting to peel.

When I finally visited a local detailing shop, the estimate knocked the wind out of me: $480 for a single-panel repaint and protective treatment. The guy wasn't even sure it would cover the swirl marks.

I walked out without booking. Took to the internet. And somewhere between forum rabbit holes and YouTube videos, I found a name that kept coming up: NuraFix Nano Car Spray.

"My son couldn't recognize the family car after — it really makes the car look so much better. Even got rid of some unsightly scratches on the front."

— Alexander Bennett, verified buyer

NuraFix nano technology

What Is NuraFix, Exactly?

NuraFix is a nano-particle spray that fills in scratches, scuff marks, and surface blemishes — then seals everything under a hydrophobic protective layer. It works on paint, metal, plastic, windows, even headlights.

No professional tools. No waiting days for an appointment. Three steps: clean the surface, spray, wipe. Wait three minutes. Done.

NuraFix 3 steps

Why Car Owners Are Switching to NuraFix

Removes scratches, scuffs & surface blemishes on contact
Works on paint, metal, plastic, glass & headlights
Hydrophobic coating repels water, dust & grime for months
Protects against UV rays, rust & corrosion
No harsh chemicals — safe for all car surfaces & colors
One bottle = several full applications on an average car
NuraFix vs competitors

Limited Time Offer

Save Up to 65% on NuraFix Right Now

NuraFix is sold out in most retail stores. Check availability and grab the current discount before stock runs out.

Read Full Story + Check Availability

30-Day Money-Back Guarantee  •  Fast Shipping

This is an advertorial. You are receiving this email because you subscribed to our newsletter.
Unsubscribe













































































































































































































































































































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); } .typography:not(:has(#toc)) .captioned-image-container figure:has(> a.ima= ge2-offset-right), .typography.editor:not(:has(#toc)) .captioned-image-container figure:has(= > a.image2-offset-right) { margin-right: var(--image-offset-margin); } } @media (min-width: 1300px) { .typography .captioned-image-container figure:has(> a.image2-offset-left)= , .typography.editor .captioned-image-container figure:has(> a.image2-offse= t-left) { margin-left: var(--image-offset-margin); } .typography .captioned-image-container figure:has(> a.image2-offset-right= ), .typography.editor .captioned-image-container figure:has(> a.image2-offse= t-right) { margin-right: var(--image-offset-margin); } } @media (max-width: 1024px) { .typography, .typography.editor { /* Disable offset on mobile/tablet */ } .typography .captioned-image-container figure:has(> a.image2-align-left), .typography.editor .captioned-image-container figure:has(> a.image2-align= -left), .typography .captioned-image-container figure:has(> a.image2-align-right)= , .typography.editor .captioned-image-container figure:has(> a.image2-align= -right) { float: none; margin: 1em auto; max-width: 100%; width: auto; padding: 0; } .typography .captioned-image-container figure:has(> a.image2-align-left.t= hefp), .typography.editor .captioned-image-container figure:has(> a.image2-align= -left.thefp), .typography .captioned-image-container figure:has(> a.image2-align-right.= thefp), .typography.editor .captioned-image-container figure:has(> a.image2-align= -right.thefp) { margin: 1em auto; } .typography .captioned-image-container figure:has(> a.image2-offset-left)= , .typography.editor .captioned-image-container figure:has(> a.image2-offse= t-left), .typography .captioned-image-container figure:has(> a.image2-offset-right= ), .typography.editor .captioned-image-container figure:has(> a.image2-offse= t-right) { margin: 1em auto; } .typography .captioned-image-container figure:has(> a.image2-align-left) = =2Eimage2-inset, .typography.editor .captioned-image-container figure:has(> a.image2-align= -left) .image2-inset, .typography .captioned-image-container figure:has(> a.image2-align-right)= .image2-inset, .typography.editor .captioned-image-container figure:has(> a.image2-align= -right) .image2-inset { display: block; justify-content: initial; } } @media (max-width: 768px) { .typography .markup div.sponsorship-campaign-embed, .typography.editor .markup div.sponsorship-campaign-embed { margin-top: 24px; margin-bottom: 24px; } .typography .markup div.sponsorship-campaign-embed:first-child, .typography.editor .markup div.sponsorship-campaign-embed:first-child { margin-top: 0px; } } @media screen and (max-width: 650px) { .typography .markup div.youtube-overlay, .typography.editor .markup div.youtube-overlay, .typography .markup div.vimeo-overlay, .typography.editor .markup div.vimeo-overlay { display: none !important; } } @media screen and (max-width: 370px) { .typography .markup div.tiktok-wrap, .typography.editor .markup div.tiktok-wrap { width: calc(95vw - 32px); height: calc((95vw - 32px - 2px) / 0.485714); } } @media screen and (max-width: 650px) { .typography .markup div.embedded-publication-wrap .embedded-publication.s= how-subscribe, .typography.editor .markup div.embedded-publication-wrap .embedded-public= ation.show-subscribe { padding: 24px; } } @media screen and (max-width: 650px) { .typography .markup div.subscription-widget-wrap .subscription-widget.sho= w-subscribe, .typography.editor .markup div.subscription-widget-wrap .subscription-wid= get.show-subscribe, .typography .markup div.subscription-widget-wrap-editor .subscription-wid= get.show-subscribe, .typography.editor .markup div.subscription-widget-wrap-editor .subscript= ion-widget.show-subscribe, .typography .markup div.captioned-button-wrap .subscription-widget.show-s= ubscribe, .typography.editor .markup div.captioned-button-wrap .subscription-widget= =2Eshow-subscribe { padding: 0px 24px; } } @media screen and (max-width: 650px) { .typography .markup div.subscription-widget-wrap .subscription-widget.sho= w-subscribe .subscription-widget-subscribe .button, .typography.editor .markup div.subscription-widget-wrap .subscription-wid= get.show-subscribe .subscription-widget-subscribe .button, .typography .markup div.subscription-widget-wrap-editor .subscription-wid= get.show-subscribe .subscription-widget-subscribe .button, .typography.editor .markup div.subscription-widget-wrap-editor .subscript= ion-widget.show-subscribe .subscription-widget-subscribe .button, .typography .markup div.captioned-button-wrap .subscription-widget.show-s= ubscribe .subscription-widget-subscribe .button, .typography.editor .markup div.captioned-button-wrap .subscription-widget= =2Eshow-subscribe .subscription-widget-subscribe .button { padding: 10px 12px; min-width: 110px; } } @media (max-width: 650px) { .typography .markup .tweet, .typography.editor .markup .tweet { padding: 12px; } } @media (max-width: 650px) { .typography .markup .tweet .tweet-text, .typography.editor .markup .tweet .tweet-text { font-size: 14px; line-height: 20px; } } @media (max-width: 650px) { .typography .markup .tweet .tweet-photos-container.two, .typography.editor .markup .tweet .tweet-photos-container.two, .typography .markup .tweet .tweet-photos-container.three, .typography.editor .markup .tweet .tweet-photos-container.three, .typography .markup .tweet .tweet-photos-container.four, .typography.editor .markup .tweet .tweet-photos-container.four { height: 200px; } } @media (max-width: 650px) { .typography .markup .tweet a.expanded-link .expanded-link-img, .typography.editor .markup .tweet a.expanded-link .expanded-link-img { max-height: 180px; } } @media (max-width: 650px) { .typography .markup .tweet a.expanded-link .expanded-link-description, .typography.editor .markup .tweet a.expanded-link .expanded-link-descript= ion { display: none; } } @media screen and (max-width: 650px) { .typography .markup .apple-podcast-container, .typography.editor .markup .apple-podcast-container { width: unset; } } @media (max-width: 420px) { .typography .markup .install-substack-app-embed img.install-substack-app-= embed-img, .typography.editor .markup .install-substack-app-embed img.install-substa= ck-app-embed-img { margin: 0 auto 16px auto; } } @media (max-width: 420px) { .typography .markup .install-substack-app-embed .install-substack-app-emb= ed-text, .typography.editor .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) { .typography .markup .install-substack-app-embed .install-substack-app-emb= ed-link, .typography.editor .markup .install-substack-app-embed .install-substack-= app-embed-link { display: flex; justify-content: center; } } @media screen and (min-width: 481px) { .share-button-container { height: 38px; } } @media screen and (min-width: 481px) { .share-button-container a.comment { height: 38px; line-height: 38px; padding-right: 10px; } } @media screen and (max-width: 480px) { .share-button-container .separator { display: block; margin: 0; height: 8px; border-left: none; } } @media screen and (max-width: 480px) { .share-button-container a.share.first img { padding-left: 0; } } @media screen and (min-width: 481px) { .share-button-container a.mobile { display: none !important; } } @media screen and (min-width: 541px) { .settings-add-pub-modal-wrapper .container .add-recommending-pub-modal-co= ntainer { padding: 36px; height: 680px; } } @media screen and (min-width: 541px) { .settings-add-pub-modal-wrapper .container .add-recommending-pub-modal-co= ntainer .footer { position: absolute; bottom: 36px; margin: 0px; } } @media screen and (max-width: 650px) { .header-anchor-parent { display: none; } } @media screen and (max-width: 768px) { .post { padding: 16px 0 0 0; } } @media screen and (max-width: 650px) { .post .post-header .post-label { margin-top: 8px; } } @media screen and (max-width: 650px) { .post .post-header .meta-author-wrap.alternative-meta .meta-right-column = =2Epost-meta { margin-top: 6px; } } @media screen and (max-width: 650px) { .post .footer-facepile-container { height: 64px; padding: 0 16px; display: flex; align-items: center; justify-content: flex-start; width: 100%; } } @media screen and (max-width: 650px) { .post .post-footer.use-separators { justify-content: center; } } @media screen and (max-width: 650px) { .post .post-footer.next-prev { height: 64px; justify-content: space-between; box-sizing: border-box; } } @media screen and (max-width: 650px) { .post-contributor-footer .post-contributor-bio-table { display: block; } .post-contributor-footer .post-contributor-bio-table-row { display: flex; flex-direction: row; } .post-contributor-footer .post-contributor-bio-userhead-cell, .post-contributor-footer .post-contributor-bio-body-cell { display: block; } .post-contributor-footer .post-contributor-bio-body-cell { flex-grow: 1; } .post-contributor-footer .post-contributor-bio-body-table { display: block; } .post-contributor-footer .post-contributor-bio-body-table-row { display: block; } .post-contributor-footer .post-contributor-bio-copy-cell, .post-contributor-footer .post-contributor-bio-controls-cell { display: block; } .post-contributor-footer .post-contributor-bio-copy-cell { margin: 0 0 16px 0; } .post-contributor-footer .post-contributor-bio-controls-cell { width: auto; } .post-contributor-footer .post-contributor-bio-controls { margin: auto; } .post-contributor-footer .post-contributor-bio-controls .button.primary { width: 100%; } .post-contributor-footer .post-contributor-bio-text { font-size: 14px; } } @media screen and (min-width: 768px) { .post-silhouette { padding: 32px 0; } } @media screen and (max-width: 650px) { .post-silhouette .post-silhouette-title { margin-top: 10.44225025px; height: 120px; } } @media screen and (max-width: 650px) { .post-silhouette .post-silhouette-meta { width: 75%; } } @media screen and (max-width: 650px) { .post-silhouette .post-silhouette-meta.with-byline-image { margin: 20px 0; } } @media screen and (max-width: 650px) { .use-theme-bg .post-meta.alternative-meta .post-meta-item, .post-meta.alternative-meta .post-meta-item { padding-right: 16px; } } @media screen and (max-width: 370px) { .use-theme-bg .post-meta.alternative-meta .post-meta-item, .post-meta.alternative-meta .post-meta-item { font-size: 14px; } } @media screen and (max-width: 650px) { .use-theme-bg .post-meta.alternative-meta .post-meta-item.guest-author-pu= blication, .post-meta.alternative-meta .post-meta-item.guest-author-publication { display: none; } } @media screen and (max-width: 370px) { .post-meta .post-meta-item .post-meta-button { height: 36px !important; /* important to override in-line height style on emails */ } .post-meta .post-meta-item .post-meta-button .meta-button-label { display: none; } .post-meta .post-meta-item .post-meta-button > svg { margin-right: 0; } } @media screen and (max-width: 370px) { .post-meta .post-meta-item { font-size: 12px; } } @media screen and (max-width: 650px) { .post .floating-subscribe-button { bottom: 20px; right: 20px; } } @media (max-width: 1024px) { body .pullquote-align-left, body .pullquote-align-right, body .pullquote-align-wide, body .pullquote-align-center { float: none; margin: 0 auto; width: 100%; max-width: 100%; } } @media all and (-ms-high-contrast: none), (-ms-high-contrast: active) { body .markup table.image-wrapper img, body .markup table.kindle-wrapper img { max-width: 550px; } } @media (min-width: 1024px) { body:not(:has(#toc)) .captioned-image-container figure:has(> a.image2-off= set-left) { margin-left: var(--image-offset-margin); } body:not(:has(#toc)) .captioned-image-container figure:has(> a.image2-off= set-right) { margin-right: var(--image-offset-margin); } } @media (min-width: 1300px) { body .captioned-image-container 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 .separator { display: block !important; margin: 0 !important; height: 8px !important; border-left: none !important; } } @media screen and (max-width: 650px) { .digest .item .post-meta-item.audience { display: none; } } @media screen and (min-width: 500px) { .digest-publication .logo img { width: 42px; height: 42px; border-radius: 8px; } } @media screen and (max-width: 650px) { .comments-page .container .comment-list .collapsed-reply { margin-left: calc(10 + 32px - 24px); } } @media screen and (max-width: 650px) { .comment > .comment-list { padding-left: 24px; } } @media screen and (max-width: 650px) { .finish-magic-login-modal .modal-content .container { padding: 24px 0; } } @media (max-width: 650px) { .reader2-text-b3 { line-height: 24px; } } @media screen and (max-width: 650px) { .reader2-text-h4 { line-height: 24px; } } @media screen and (min-width: 541px) { .user-profile-modal { padding-left: 12px; padding-right: 12px; } } @media screen and (max-width: 650px) { .subscribe-widget form.form .sideBySideWrap button.rightButton { padding: 10px 12px; } } @media screen and (min-width: 541px) { .pub-icon:hover .logo-hover, .feed-item-icon:hover .logo-hover { display: block; } } @media screen and (max-width: 650px) { .post-ufi.single-full-width-button .post-ufi-button-wrapper { width: 100%; padding: 16px; } .post-ufi.single-full-width-button .post-ufi-button-wrapper:empty { display: none; } .post-ufi.single-full-width-button .post-ufi-button { width: 100%; justify-content: center; } } @media screen and (max-width: 768px) { .file-embed-wrapper { padding: 0; } } @media screen and (max-width: 768px) { .file-embed-wrapper-editor { padding: 0; } } @media screen and (max-width: 768px) { .file-embed-wrapper-editor:active { padding: 0; } } @media only screen and (max-width: 650px) { .file-embed-button.wide, .file-embed-error-button.wide { display: none; } } @media only screen and (min-width: 630px) { .file-embed-button.narrow, .file-embed-error-button.narrow { display: none; } } @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= llpadding=3D"0"><tbody><tr><td></td><td class=3D"content" width=3D"550"></t= d><td></td></tr><tr><td></td><td class=3D"content" width=3D"550" align=3D"l= eft"><div style=3D"font-size: 16px;line-height: 26px;max-width: 550px;width= : 100%;margin: 0 auto;overflow-wrap: break-word;"><table role=3D"presentati= on" width=3D"100%" border=3D"0" cellspacing=3D"0" cellpadding=3D"0"><tbody>= <tr><td align=3D"right" style=3D"height:20px;"><table role=3D"presentation"= width=3D"auto" border=3D"0" cellspacing=3D"0" cellpadding=3D"0"><tbody><tr= ><td style=3D"vertical-align:middle;"><span class=3D"pencraft pc-reset rese= t-IxiVJZ tw-font-body tw-text-ssm tw-text-substack-secondary" style=3D"font= -family: SF Pro Text, -apple-system, system-ui, BlinkMacSystemFont, Inter, = Segoe UI, Roboto, Helvetica, Arial, sans-serif, Apple Color Emoji, Segoe UI= Emoji, Segoe UI Symbol;font-size: 13px;color: unset;list-style: none;text-= decoration: unset;margin: 0;"><div class=3D"pencraft pc-reset align-right-V= JbKw5 size-12-mmZ61m reset-IxiVJZ" style=3D"list-style: none;color: unset;t= ext-align: right;font-size: 12px;line-height: 16px;text-decoration: unset;m= argin: 0;"><span class=3D"pencraft pc-reset reset-IxiVJZ" translated=3D"" s= tyle=3D"list-style: none;color: unset;text-decoration: unset;margin: 0;">Fo= rwarded this email? <a class=3D"pencraft pc-reset decoration-underline-ClTk= Yc reset-IxiVJZ" href=3D"https://substack.com/redirect/2/eyJlIjoiaHR0cHM6Ly= 93d3cuYmVuc2JpdGVzLmNvbS9zdWJzY3JpYmU_dXRtX3NvdXJjZT1lbWFpbCZ1dG1fY2FtcGFpZ= 249ZW1haWwtc3Vic2NyaWJlJnI9NmcweTk2Jm5leHQ9aHR0cHMlM0ElMkYlMkZ3d3cuYmVuc2Jp= dGVzLmNvbSUyRnAlMkZhbnktbW9kZWwtaW4teW91ci1jbGkiLCJwIjoxNzMxNjQwNjQsInMiOjQ= zNzkyOTksImYiOnRydWUsInUiOjM4OTcxNTMwNiwiaWF0IjoxNzU3NDI0MTk4LCJleHAiOjIwNz= MwMDAxOTgsImlzcyI6InB1Yi0wIiwic3ViIjoibGluay1yZWRpcmVjdCJ9.a1epBrW3yV1P5b0L= 1Zm8P4Ze9j4uLdy8qeRl1ImMXeI?" style=3D"list-style: none;color: unset;text-d= ecoration: unset;margin: 0;-webkit-text-decoration-line: underline;text-dec= oration-line: underline;">Subscribe here</a> for more</span></div></span></= td></tr></tbody></table></td></tr></tbody></table><div class=3D"post typogr= aphy" dir=3D"auto" style=3D"--image-offset-margin: -120px;padding: 32px 0 0= 0;font-size: 16px;line-height: 26px;"><div class=3D"post-header" role=3D"r= egion" aria-label=3D"Post header" style=3D"font-size: 16px;line-height: 26p= x;"><h1 class=3D"post-title published title-X77sOw" dir=3D"auto" style=3D"d= irection: auto;text-align: start;unicode-bidi: isolate;color: rgb(54,55,55)= ;font-family: 'SF Pro Display',-apple-system-headline,system-ui,-apple-syst= em,BlinkMacSystemFont,'Segoe UI',Roboto,Helvetica,Arial,sans-serif,'Apple C= olor Emoji','Segoe UI Emoji','Segoe UI Symbol';font-weight: bold;-webkit-fo= nt-smoothing: antialiased;-moz-osx-font-smoothing: antialiased;-webkit-appe= arance: optimizelegibility;-moz-appearance: optimizelegibility;appearance: = optimizelegibility;margin: 0;line-height: 36px;font-size: 32px;"><a href=3D= "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= xt-decoration: unset;color: rgb(119,119,119);margin: 0;font-family: 'SF Com= pact',-apple-system,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: 500;text-transform: uppercase;letter-spacing: .2p= x;"><time datetime=3D"2025-09-09T13:15:25.340Z">Sep 9</time></div></td></tr= ></tbody></table><table class=3D"email-ufi-2-top" role=3D"presentation" wid= th=3D"100%" border=3D"0" cellspacing=3D"0" cellpadding=3D"0" style=3D"borde= r-top: 1px solid rgb(0,0,0,.1);border-bottom: 1px solid rgb(0,0,0,.1);min-w= idth: 100%;"><tbody><tr height=3D"16"><td height=3D"16" style=3D"font-size:= 0px;line-height:0;"> </td></tr><tr><td><table role=3D"presentation" wi= dth=3D"100%" border=3D"0" cellspacing=3D"0" cellpadding=3D"0"><tbody><tr><t= d><table role=3D"presentation" width=3D"auto" border=3D"0" cellspacing=3D"0= " cellpadding=3D"0"><tbody><tr><td style=3D"vertical-align:middle;"><table = role=3D"presentation" width=3D"38" border=3D"0" cellspacing=3D"0" cellpaddi= ng=3D"0"><tbody><tr><td align=3D"center"><a class=3D"email-icon-button" hre= f=3D"https://substack.com/app-link/post?publication_id=3D4379299&post_id=3D= 173164064&utm_source=3Dsubstack&isFreemail=3Dtrue&submitLike=3Dtrue&token= =3DeyJ1c2VyX2lkIjozODk3MTUzMDYsInBvc3RfaWQiOjE3MzE2NDA2NCwicmVhY3Rpb24iOiLi= naQiLCJpYXQiOjE3NTc0MjQxOTgsImV4cCI6MTc2MDAxNjE5OCwiaXNzIjoicHViLTQzNzkyOTk= iLCJzdWIiOiJyZWFjdGlvbiJ9.ktJqOgq5w1IJaeWSAO_YnWLZhlhaIbYXgWZNtCn3EPc&utm_m= edium=3Demail&utm_campaign=3Demail-reaction&r=3D6g0y96" style=3D"font-famil= y: system-ui,-apple-system,BlinkMacSystemFont,'Segoe UI',Roboto,Helvetica,A= rial,sans-serif,'Apple Color Emoji','Segoe UI Emoji','Segoe UI Symbol';disp= lay: inline-block;font-weight: 500;border: 1px solid rgb(0,0,0,.1);border-r= adius: 9999px;text-transform: uppercase;font-size: 12px;line-height: 1;padd= ing: 9px 0;text-decoration: none;color: rgb(119,119,119);min-width: 38px;bo= x-sizing: border-box;width: 38px"><img class=3D"icon" src=3D"https://substa= ckcdn.com/image/fetch/$s_!PeVs!,w_36,c_scale,f_png,q_auto:good,fl_progressi= ve:steep/https%3A%2F%2Fsubstack.com%2Ficon%2FLucideHeart%3Fv%3D4%26height%3= D36%26fill%3Dnone%26stroke%3D%2523808080%26strokeWidth%3D2" width=3D"18" he= ight=3D"18" style=3D"border: none;vertical-align: middle;max-width: 18px" a= lt=3D""></a></td></tr></tbody></table></td><td width=3D"8" style=3D"min-wid= th: 8px"></td><td style=3D"vertical-align:middle;"><table role=3D"presentat= ion" width=3D"38" border=3D"0" cellspacing=3D"0" cellpadding=3D"0"><tbody><= tr><td align=3D"center"><a class=3D"email-icon-button" href=3D"https://subs= tack.com/app-link/post?publication_id=3D4379299&post_id=3D173164064&utm_sou= rce=3Dsubstack&utm_medium=3Demail&isFreemail=3Dtrue&comments=3Dtrue&token= =3DeyJ1c2VyX2lkIjozODk3MTUzMDYsInBvc3RfaWQiOjE3MzE2NDA2NCwiaWF0IjoxNzU3NDI0= MTk4LCJleHAiOjE3NjAwMTYxOTgsImlzcyI6InB1Yi00Mzc5Mjk5Iiwic3ViIjoicG9zdC1yZWF= jdGlvbiJ9.b-nC5fr9-Xe-UPKfPt39ZieGf4cysh6Y_GCcIW_dwGA&r=3D6g0y96&utm_campai= gn=3Demail-half-magic-comments&action=3Dpost-comment&utm_source=3Dsubstack&= utm_medium=3Demail" style=3D"font-family: system-ui,-apple-system,BlinkMacS= ystemFont,'Segoe UI',Roboto,Helvetica,Arial,sans-serif,'Apple Color Emoji',= 'Segoe UI Emoji','Segoe UI Symbol';display: inline-block;font-weight: 500;b= order: 1px solid rgb(0,0,0,.1);border-radius: 9999px;text-transform: upperc= ase;font-size: 12px;line-height: 1;padding: 9px 0;text-decoration: none;col= or: rgb(119,119,119);min-width: 38px;box-sizing: border-box;width: 38px"><i= mg class=3D"icon" src=3D"https://substackcdn.com/image/fetch/$s_!x1tS!,w_36= ,c_scale,f_png,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack.com%= 2Ficon%2FLucideComments%3Fv%3D4%26height%3D36%26fill%3Dnone%26stroke%3D%252= 3808080%26strokeWidth%3D2" width=3D"18" height=3D"18" style=3D"border: none= ;vertical-align: middle;max-width: 18px" alt=3D""></a></td></tr></tbody></t= able></td><td width=3D"8" style=3D"min-width: 8px"></td><td style=3D"vertic= al-align:middle;"><table role=3D"presentation" width=3D"38" border=3D"0" ce= llspacing=3D"0" cellpadding=3D"0"><tbody><tr><td align=3D"center"><a class= =3D"email-icon-button" href=3D"https://substack.com/app-link/post?publicati= on_id=3D4379299&post_id=3D173164064&utm_source=3Dsubstack&utm_medium=3Demai= l&utm_content=3Dshare&utm_campaign=3Demail-share&action=3Dshare&triggerShar= e=3Dtrue&isFreemail=3Dtrue&r=3D6g0y96&token=3DeyJ1c2VyX2lkIjozODk3MTUzMDYsI= nBvc3RfaWQiOjE3MzE2NDA2NCwiaWF0IjoxNzU3NDI0MTk4LCJleHAiOjE3NjAwMTYxOTgsImlz= cyI6InB1Yi00Mzc5Mjk5Iiwic3ViIjoicG9zdC1yZWFjdGlvbiJ9.b-nC5fr9-Xe-UPKfPt39Zi= eGf4cysh6Y_GCcIW_dwGA" style=3D"font-family: system-ui,-apple-system,BlinkM= acSystemFont,'Segoe UI',Roboto,Helvetica,Arial,sans-serif,'Apple Color Emoj= i','Segoe UI Emoji','Segoe UI Symbol';display: inline-block;font-weight: 50= 0;border: 1px solid rgb(0,0,0,.1);border-radius: 9999px;text-transform: upp= ercase;font-size: 12px;line-height: 1;padding: 9px 0;text-decoration: none;= color: rgb(119,119,119);min-width: 38px;box-sizing: border-box;width: 38px"= ><img class=3D"icon" src=3D"https://substackcdn.com/image/fetch/$s_!_L14!,w= _36,c_scale,f_png,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack.c= om%2Ficon%2FLucideShare2%3Fv%3D4%26height%3D36%26fill%3Dnone%26stroke%3D%25= 23808080%26strokeWidth%3D2" width=3D"18" height=3D"18" style=3D"border: non= e;vertical-align: middle;max-width: 18px" alt=3D""></a></td></tr></tbody></= table></td><td width=3D"8" style=3D"min-width: 8px"></td><td style=3D"verti= cal-align:middle;"><table role=3D"presentation" width=3D"38" border=3D"0" c= ellspacing=3D"0" cellpadding=3D"0"><tbody><tr><td align=3D"center"><a class= =3D"email-icon-button" href=3D"https://substack.com/redirect/2/eyJlIjoiaHR0= cHM6Ly9vcGVuLnN1YnN0YWNrLmNvbS9wdWIvYmVuc2JpdGVzL3AvYW55LW1vZGVsLWluLXlvdXI= tY2xpP3V0bV9zb3VyY2U9c3Vic3RhY2smdXRtX21lZGl1bT1lbWFpbCZ1dG1fY2FtcGFpZ249ZW= 1haWwtcmVzdGFjay1jb21tZW50JmFjdGlvbj1yZXN0YWNrLWNvbW1lbnQmcj02ZzB5OTYmdG9rZ= W49ZXlKMWMyVnlYMmxrSWpvek9EazNNVFV6TURZc0luQnZjM1JmYVdRaU9qRTNNekUyTkRBMk5D= d2lhV0YwSWpveE56VTNOREkwTVRrNExDSmxlSEFpT2pFM05qQXdNVFl4T1Rnc0ltbHpjeUk2SW5= CMVlpMDBNemM1TWprNUlpd2ljM1ZpSWpvaWNHOXpkQzF5WldGamRHbHZiaUo5LmItbkM1ZnI5LV= hlLVVQS2ZQdDM5WmllR2Y0Y3lzaDZZX0dDY0lXX2R3R0EiLCJwIjoxNzMxNjQwNjQsInMiOjQzN= zkyOTksImYiOnRydWUsInUiOjM4OTcxNTMwNiwiaWF0IjoxNzU3NDI0MTk4LCJleHAiOjIwNzMw= MDAxOTgsImlzcyI6InB1Yi0wIiwic3ViIjoibGluay1yZWRpcmVjdCJ9.qTrvgxbz1IG_wTbQmK= j769X9r2DGesPE0kxU41QnWBI?&utm_source=3Dsubstack&utm_medium=3Demail" style= =3D"font-family: system-ui,-apple-system,BlinkMacSystemFont,'Segoe UI',Robo= to,Helvetica,Arial,sans-serif,'Apple Color Emoji','Segoe UI Emoji','Segoe U= I Symbol';display: inline-block;font-weight: 500;border: 1px solid rgb(0,0,= 0,.1);border-radius: 9999px;text-transform: uppercase;font-size: 12px;line-= height: 1;padding: 9px 0;text-decoration: none;color: rgb(119,119,119);min-= width: 38px;box-sizing: border-box;width: 38px"><img class=3D"icon" src=3D"= https://substackcdn.com/image/fetch/$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= ,BlinkMacSystemFont,'Segoe UI',Roboto,Helvetica,Arial,sans-serif,'Apple Col= or Emoji','Segoe UI Emoji','Segoe UI Symbol';display: inline-block;font-wei= ght: 500;border: 1px solid rgb(0,0,0,.1);border-radius: 9999px;text-transfo= rm: uppercase;font-size: 12px;line-height: 12px;padding: 9px 14px;text-deco= ration: none;color: rgb(119,119,119);"><div class=3D"email-button-spacer" s= tyle=3D"font-size: 16px;line-height: 26px;display: inline-block;vertical-al= ign: middle;max-width: 0;min-height: 18px;"></div><span class=3D"email-butt= on-text" style=3D"vertical-align: middle;margin-right: 4px">READ IN APP</sp= an><img class=3D"icon text-icon" src=3D"https://substackcdn.com/image/fetch= /$s_!ET-_!,w_36,c_scale,f_png,q_auto:good,fl_progressive:steep/https%3A%2F%= 2Fsubstack.com%2Ficon%2FLucideArrowUpRight%3Fv%3D4%26height%3D36%26fill%3Dn= one%26stroke%3D%2523808080%26strokeWidth%3D2" width=3D"18" height=3D"18" st= yle=3D"min-width: 18px;min-height: 18px;border: none;vertical-align: middle= ;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? Forward it to a friend.</p></div><p = class=3D"button-wrapper" data-attrs=3D"{"url":"https://subst= ack.com/app-link/post?publication_id=3D4379299&post_id=3D173164064&utm_sour= ce=3Dsubstack&utm_medium=3Demail&utm_content=3Dshare&utm_campaign=3Demail-s= hare&action=3Dshare&triggerShare=3Dtrue&isFreemail=3Dtrue&r=3D6g0y96&token= =3DeyJ1c2VyX2lkIjozODk3MTUzMDYsInBvc3RfaWQiOjE3MzE2NDA2NCwiaWF0IjoxNzU3NDI0= MTk4LCJleHAiOjE3NjAwMTYxOTgsImlzcyI6InB1Yi00Mzc5Mjk5Iiwic3ViIjoicG9zdC1yZWF= jdGlvbiJ9.b-nC5fr9-Xe-UPKfPt39ZieGf4cysh6Y_GCcIW_dwGA","text"= ;:"Share"}" data-component-name=3D"ButtonCreateButton" style=3D"m= argin: 0 0 20px 0;color: rgb(54,55,55);line-height: 26px;font-size: 16px;te= xt-align: center;cursor: pointer;border-radius: 4px;"><a class=3D"button pr= imary" href=3D"https://substack.com/app-link/post?publication_id=3D4379299&= post_id=3D173164064&utm_source=3Dsubstack&utm_medium=3Demail&utm_content=3D= share&utm_campaign=3Demail-share&action=3Dshare&triggerShare=3Dtrue&isFreem= ail=3Dtrue&r=3D6g0y96&token=3DeyJ1c2VyX2lkIjozODk3MTUzMDYsInBvc3RfaWQiOjE3M= zE2NDA2NCwiaWF0IjoxNzU3NDI0MTk4LCJleHAiOjE3NjAwMTYxOTgsImlzcyI6InB1Yi00Mzc5= Mjk5Iiwic3ViIjoicG9zdC1yZWFjdGlvbiJ9.b-nC5fr9-Xe-UPKfPt39ZieGf4cysh6Y_GCcIW= _dwGA" rel=3D"" style=3D"font-family: system-ui,-apple-system,BlinkMacSyste= mFont,'Segoe UI',Roboto,Helvetica,Arial,sans-serif,'Apple Color Emoji','Seg= oe UI Emoji','Segoe UI Symbol';display: inline-block;box-sizing: border-box= ;cursor: pointer;border: none;border-radius: 8px;font-size: 14px;line-heigh= t: 20px;font-weight: 600;text-align: center;margin: 0;opacity: 1;outline: n= one;white-space: nowrap;color: #ffffff !important;text-decoration: none !im= portant;background-color: #2970ff;padding: 12px 20px;height: auto;"><span s= tyle=3D"color: #ffffff;text-decoration: none;">Share</span></a></p></div><p= style=3D"margin: 0 0 20px 0;color: rgb(54,55,55);line-height: 26px;font-si= ze: 16px;">That’s it for today. 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>. For the full exp= erience, <a href=3D"https://substack.com/redirect/2/eyJlIjoiaHR0cHM6Ly93d3c= uYmVuc2JpdGVzLmNvbS9zdWJzY3JpYmU_dXRtX3NvdXJjZT1wb3N0JnV0bV9jYW1wYWlnbj1lbW= FpbC1jaGVja291dCZuZXh0PWh0dHBzJTNBJTJGJTJGd3d3LmJlbnNiaXRlcy5jb20lMkZwJTJGY= W55LW1vZGVsLWluLXlvdXItY2xpJnI9NmcweTk2JnRva2VuPWV5SjFjMlZ5WDJsa0lqb3pPRGsz= TVRVek1EWXNJbWxoZENJNk1UYzFOelF5TkRFNU9Dd2laWGh3SWpveE56WXdNREUyTVRrNExDSnB= jM01pT2lKd2RXSXRORE0zT1RJNU9TSXNJbk4xWWlJNkltTm9aV05yYjNWMEluMC5FNkRYN0szOV= pzVzJINlRidHVIdlV1WG5kVGhtVU9GMGc1YkpVV1I3ZThJIiwicCI6MTczMTY0MDY0LCJzIjo0M= zc5Mjk5LCJmIjp0cnVlLCJ1IjozODk3MTUzMDYsImlhdCI6MTc1NzQyNDE5OCwiZXhwIjoyMDcz= MDAwMTk4LCJpc3MiOiJwdWItMCIsInN1YiI6ImxpbmstcmVkaXJlY3QifQ.WLVZDvbPkd1XO3Mq= 0VZrGvjr3-ghCtkXjRUAeG83e40?&utm_source=3Dsubstack&utm_medium=3Demail&utm_c= ontent=3Dpostcta" style=3D"color: rgb(54,55,55);text-decoration: underline;= ">upgrade your subscription.</a></span></p><p class=3D"cta-box" style=3D"co= lor: rgb(54,55,55);margin: 0 auto 20px;width: 90%;line-height: 26px;font-si= ze: 16px;margin-bottom: 0;text-align: center;margin-left: auto;margin-right= : auto;"><a class=3D"button primary" role=3D"button" href=3D"https://substa= ck.com/redirect/2/eyJlIjoiaHR0cHM6Ly93d3cuYmVuc2JpdGVzLmNvbS9zdWJzY3JpYmU_d= XRtX3NvdXJjZT1wb3N0JnV0bV9jYW1wYWlnbj1lbWFpbC1jaGVja291dCZuZXh0PWh0dHBzJTNB= JTJGJTJGd3d3LmJlbnNiaXRlcy5jb20lMkZwJTJGYW55LW1vZGVsLWluLXlvdXItY2xpJnI9Nmc= weTk2JnRva2VuPWV5SjFjMlZ5WDJsa0lqb3pPRGszTVRVek1EWXNJbWxoZENJNk1UYzFOelF5Tk= RFNU9Dd2laWGh3SWpveE56WXdNREUyTVRrNExDSnBjM01pT2lKd2RXSXRORE0zT1RJNU9TSXNJb= k4xWWlJNkltTm9aV05yYjNWMEluMC5FNkRYN0szOVpzVzJINlRidHVIdlV1WG5kVGhtVU9GMGc1= YkpVV1I3ZThJIiwicCI6MTczMTY0MDY0LCJzIjo0Mzc5Mjk5LCJmIjp0cnVlLCJ1IjozODk3MTU= zMDYsImlhdCI6MTc1NzQyNDE5OCwiZXhwIjoyMDczMDAwMTk4LCJpc3MiOiJwdWItMCIsInN1Yi= I6ImxpbmstcmVkaXJlY3QifQ.WLVZDvbPkd1XO3Mq0VZrGvjr3-ghCtkXjRUAeG83e40?&utm_s= ource=3Dsubstack&utm_medium=3Demail&utm_content=3Dpostcta" style=3D"font-fa= mily: system-ui,-apple-system,BlinkMacSystemFont,'Segoe UI',Roboto,Helvetic= a,Arial,sans-serif,'Apple Color Emoji','Segoe UI Emoji','Segoe UI Symbol';d= isplay: inline-block;box-sizing: border-box;cursor: pointer;border: none;he= ight: 40px;border-radius: 8px;font-size: 14px;line-height: 20px;font-weight= : 600;text-align: center;padding: 10px 20px;margin: 0;opacity: 1;outline: n= one;white-space: nowrap;color: #ffffff !important;text-decoration: none !im= portant;background-color: #2970ff;">Upgrade to paid</a></p></div><table cla= ss=3D"email-ufi-2-bottom" role=3D"presentation" width=3D"100%" border=3D"0"= cellspacing=3D"0" cellpadding=3D"0" style=3D"border-top: 1px solid rgb(0,0= ,0,.1);border-bottom: 1px solid rgb(0,0,0,.1);min-width: 100%;"><tbody><tr = height=3D"16"><td height=3D"16" style=3D"font-size:0px;line-height:0;">&nbs= p;</td></tr><tr><td><table role=3D"presentation" width=3D"100%" border=3D"0= " cellspacing=3D"0" cellpadding=3D"0"><tbody><tr><td><table role=3D"present= ation" width=3D"auto" border=3D"0" cellspacing=3D"0" cellpadding=3D"0" styl= e=3D"margin:0 auto;"><tbody><tr><td style=3D"vertical-align:middle;"><table= role=3D"presentation" width=3D"auto" border=3D"0" cellspacing=3D"0" cellpa= dding=3D"0"><tbody><tr><td align=3D"center"><a class=3D"email-button-outlin= e" href=3D"https://substack.com/app-link/post?publication_id=3D4379299&post= _id=3D173164064&utm_source=3Dsubstack&isFreemail=3Dtrue&submitLike=3Dtrue&t= oken=3DeyJ1c2VyX2lkIjozODk3MTUzMDYsInBvc3RfaWQiOjE3MzE2NDA2NCwicmVhY3Rpb24i= OiLinaQiLCJpYXQiOjE3NTc0MjQxOTgsImV4cCI6MTc2MDAxNjE5OCwiaXNzIjoicHViLTQzNzk= yOTkiLCJzdWIiOiJyZWFjdGlvbiJ9.ktJqOgq5w1IJaeWSAO_YnWLZhlhaIbYXgWZNtCn3EPc&u= tm_medium=3Demail&utm_campaign=3Demail-reaction&r=3D6g0y96" style=3D"font-f= amily: system-ui,-apple-system,BlinkMacSystemFont,'Segoe UI',Roboto,Helveti= ca,Arial,sans-serif,'Apple Color Emoji','Segoe UI Emoji','Segoe UI Symbol';= display: inline-block;font-weight: 500;border: 1px solid rgb(0,0,0,.1);bord= er-radius: 9999px;text-transform: uppercase;font-size: 12px;line-height: 12= px;padding: 9px 14px;text-decoration: none;color: rgb(119,119,119);"><img c= lass=3D"icon" src=3D"https://substackcdn.com/image/fetch/$s_!PeVs!,w_36,c_s= cale,f_png,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack.com%2Fic= on%2FLucideHeart%3Fv%3D4%26height%3D36%26fill%3Dnone%26stroke%3D%2523808080= %26strokeWidth%3D2" width=3D"18" height=3D"18" style=3D"margin-right: 8px;m= in-width: 18px;min-height: 18px;border: none;vertical-align: middle;max-wid= th: 18px" alt=3D""><span class=3D"email-button-text" style=3D"vertical-alig= n: middle;">Like</span></a></td></tr></tbody></table></td><td width=3D"8" s= tyle=3D"min-width: 8px"></td><td style=3D"vertical-align:middle;"><table ro= le=3D"presentation" width=3D"auto" border=3D"0" cellspacing=3D"0" cellpaddi= ng=3D"0"><tbody><tr><td align=3D"center"><a class=3D"email-button-outline" = href=3D"https://substack.com/app-link/post?publication_id=3D4379299&post_id= =3D173164064&utm_source=3Dsubstack&utm_medium=3Demail&isFreemail=3Dtrue&com= ments=3Dtrue&token=3DeyJ1c2VyX2lkIjozODk3MTUzMDYsInBvc3RfaWQiOjE3MzE2NDA2NC= wiaWF0IjoxNzU3NDI0MTk4LCJleHAiOjE3NjAwMTYxOTgsImlzcyI6InB1Yi00Mzc5Mjk5Iiwic= 3ViIjoicG9zdC1yZWFjdGlvbiJ9.b-nC5fr9-Xe-UPKfPt39ZieGf4cysh6Y_GCcIW_dwGA&r= =3D6g0y96&utm_campaign=3Demail-half-magic-comments&action=3Dpost-comment&ut= m_source=3Dsubstack&utm_medium=3Demail" style=3D"font-family: system-ui,-ap= ple-system,BlinkMacSystemFont,'Segoe UI',Roboto,Helvetica,Arial,sans-serif,= 'Apple Color Emoji','Segoe UI Emoji','Segoe UI Symbol';display: inline-bloc= k;font-weight: 500;border: 1px solid rgb(0,0,0,.1);border-radius: 9999px;te= xt-transform: uppercase;font-size: 12px;line-height: 12px;padding: 9px 14px= ;text-decoration: none;color: rgb(119,119,119);"><img class=3D"icon" src=3D= "https://substackcdn.com/image/fetch/$s_!x1tS!,w_36,c_scale,f_png,q_auto:go= od,fl_progressive:steep/https%3A%2F%2Fsubstack.com%2Ficon%2FLucideComments%= 3Fv%3D4%26height%3D36%26fill%3Dnone%26stroke%3D%2523808080%26strokeWidth%3D= 2" width=3D"18" height=3D"18" style=3D"margin-right: 8px;min-width: 18px;mi= n-height: 18px;border: none;vertical-align: middle;max-width: 18px" alt=3D"= "><span class=3D"email-button-text" style=3D"vertical-align: middle;">Comme= nt</span></a></td></tr></tbody></table></td><td width=3D"8" style=3D"min-wi= dth: 8px"></td><td style=3D"vertical-align:middle;"><table role=3D"presenta= tion" width=3D"auto" border=3D"0" cellspacing=3D"0" cellpadding=3D"0"><tbod= y><tr><td align=3D"center"><a class=3D"email-button-outline" href=3D"https:= //substack.com/redirect/2/eyJlIjoiaHR0cHM6Ly9vcGVuLnN1YnN0YWNrLmNvbS9wdWIvY= mVuc2JpdGVzL3AvYW55LW1vZGVsLWluLXlvdXItY2xpP3V0bV9zb3VyY2U9c3Vic3RhY2smdXRt= X21lZGl1bT1lbWFpbCZ1dG1fY2FtcGFpZ249ZW1haWwtcmVzdGFjay1jb21tZW50JmFjdGlvbj1= yZXN0YWNrLWNvbW1lbnQmcj02ZzB5OTYmdG9rZW49ZXlKMWMyVnlYMmxrSWpvek9EazNNVFV6TU= RZc0luQnZjM1JmYVdRaU9qRTNNekUyTkRBMk5Dd2lhV0YwSWpveE56VTNOREkwTVRrNExDSmxlS= EFpT2pFM05qQXdNVFl4T1Rnc0ltbHpjeUk2SW5CMVlpMDBNemM1TWprNUlpd2ljM1ZpSWpvaWNH= OXpkQzF5WldGamRHbHZiaUo5LmItbkM1ZnI5LVhlLVVQS2ZQdDM5WmllR2Y0Y3lzaDZZX0dDY0l= XX2R3R0EiLCJwIjoxNzMxNjQwNjQsInMiOjQzNzkyOTksImYiOnRydWUsInUiOjM4OTcxNTMwNi= wiaWF0IjoxNzU3NDI0MTk4LCJleHAiOjIwNzMwMDAxOTgsImlzcyI6InB1Yi0wIiwic3ViIjoib= Gluay1yZWRpcmVjdCJ9.qTrvgxbz1IG_wTbQmKj769X9r2DGesPE0kxU41QnWBI?&utm_source= =3Dsubstack&utm_medium=3Demail" style=3D"font-family: system-ui,-apple-syst= em,BlinkMacSystemFont,'Segoe UI',Roboto,Helvetica,Arial,sans-serif,'Apple C= olor Emoji','Segoe UI Emoji','Segoe UI Symbol';display: inline-block;font-w= eight: 500;border: 1px solid rgb(0,0,0,.1);border-radius: 9999px;text-trans= form: uppercase;font-size: 12px;line-height: 12px;padding: 9px 14px;text-de= coration: none;color: rgb(119,119,119);"><img class=3D"icon" src=3D"https:/= /substackcdn.com/image/fetch/$s_!5EGt!,w_36,c_scale,f_png,q_auto:good,fl_pr= ogressive:steep/https%3A%2F%2Fsubstack.com%2Ficon%2FNoteForwardIcon%3Fv%3D4= %26height%3D36%26fill%3Dnone%26stroke%3D%2523808080%26strokeWidth%3D2" widt= h=3D"18" height=3D"18" style=3D"margin-right: 8px;min-width: 18px;min-heigh= t: 18px;border: none;vertical-align: middle;max-width: 18px" alt=3D""><span= class=3D"email-button-text" style=3D"vertical-align: middle;">Restack</spa= n></a></td></tr></tbody></table></td></tr></tbody></table></td><td align=3D= "right"><table role=3D"presentation" width=3D"auto" border=3D"0" cellspacin= g=3D"0" cellpadding=3D"0"><tbody><tr></tr></tbody></table></td></tr></tbody= ></table></td></tr><tr height=3D"16"><td height=3D"16" style=3D"font-size:0= px;line-height:0;"> </td></tr></tbody></table><div class=3D"footer foo= ter-ZM59BM" style=3D"color: rgb(119,119,119);text-align: center;font-size: = 16px;line-height: 26px;padding: 24px0;"><div style=3D"font-size: 16px;line-= height: 26px;padding-bottom: 24px"><p class=3D"pencraft pc-reset color-seco= ndary-ls1g8s size-12-mmZ61m reset-IxiVJZ small meta-B2bqa5" style=3D"list-s= tyle: none;font-family: system-ui,-apple-system,BlinkMacSystemFont,'Segoe U= I',Roboto,Helvetica,Arial,sans-serif,'Apple Color Emoji','Segoe UI Emoji','= Segoe UI Symbol';padding-bottom: 0;font-size: 12px;line-height: 16px;margin= : 0;color: rgb(119,119,119);text-decoration: unset;">© 2025 <span>Ben'= s Bites Ltd</span><br>548 Market Street PMB 72296, San Francisco, CA 94104 = <br><a href=3D"https://substack.com/redirect/2/eyJlIjoiaHR0cHM6Ly93d3cuYmVu= c2JpdGVzLmNvbS9hY3Rpb24vZGlzYWJsZV9lbWFpbD90b2tlbj1leUoxYzJWeVgybGtJam96T0R= rM01UVXpNRFlzSW5CdmMzUmZhV1FpT2pFM016RTJOREEyTkN3aWFXRjBJam94TnpVM05ESTBNVG= s0TENKbGVIQWlPakUzT0RnNU5qQXhPVGdzSW1semN5STZJbkIxWWkwME16YzVNams1SWl3aWMzV= mlJam9pWkdsellXSnNaVjlsYldGcGJDSjkubXpqSFhMUDhmUVpxRGpDVWZvRk9NTlpvazhHNEVY= dU1Zc09kVkZxeVZwdyIsInAiOjE3MzE2NDA2NCwicyI6NDM3OTI5OSwiZiI6dHJ1ZSwidSI6Mzg= 5NzE1MzA2LCJpYXQiOjE3NTc0MjQxOTgsImV4cCI6MjA3MzAwMDE5OCwiaXNzIjoicHViLTAiLC= JzdWIiOiJsaW5rLXJlZGlyZWN0In0.pes7pYhTZwpCqDjd01muRP-STBOZx2AZJw6fn14_58k?"= style=3D"text-decoration: underline;color: rgb(119,119,119);"><span style= =3D"color: rgb(119,119,119);text-decoration: underline;">Unsubscribe</span>= </a></p></div><p class=3D"footerSection-EHR0jG small powered-by-substack" s= tyle=3D"padding: 0 24px;font-size: 12px;line-height: 20px;margin: 0;color: = rgb(119,119,119);font-family: system-ui,-apple-system,BlinkMacSystemFont,'S= egoe UI',Roboto,Helvetica,Arial,sans-serif,'Apple Color Emoji','Segoe UI Em= oji','Segoe UI Symbol';padding-bottom: 0;margin-top: 0;"><a href=3D"https:/= /substack.com/redirect/064359c3-b4f4-4fb6-9693-84329e2270ff?j=3DeyJ1IjoiNmc= weTk2In0.4KmlcuJQ3447iRdouqz7lSsm9yN-dDoY65nRFuKyXTI" style=3D"color: rgb(1= 19,119,119);text-decoration: none;display: inline-block;margin: 0 4px;"><im= g src=3D"https://substackcdn.com/image/fetch/$s_!IzGP!,w_262,c_limit,f_auto= ,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack.com%2Fimg%2Femail%= 2Fgeneric-app-button%402x.png" srcset=3D"https://substackcdn.com/image/fetc= h/$s_!DIki!,w_131,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%= 2F%2Fsubstack.com%2Fimg%2Femail%2Fgeneric-app-button.png, https://substackc= dn.com/image/fetch/$s_!IzGP!,w_262,c_limit,f_auto,q_auto:good,fl_progressiv= e:steep/https%3A%2F%2Fsubstack.com%2Fimg%2Femail%2Fgeneric-app-button%402x.= png 2x, https://substackcdn.com/image/fetch/$s_!QWua!,w_393,c_limit,f_auto,= q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack.com%2Fimg%2Femail%2= Fgeneric-app-button%403x.png 3x" width=3D"131" alt=3D"Get the app" height= =3D"40" style=3D"max-width: 550px;border: none !important;vertical-align: m= iddle;"></a><a href=3D"https://substack.com/redirect/2/eyJlIjoiaHR0cHM6Ly9z= dWJzdGFjay5jb20vc2lnbnVwP3V0bV9zb3VyY2U9c3Vic3RhY2smdXRtX21lZGl1bT1lbWFpbCZ= 1dG1fY29udGVudD1mb290ZXImdXRtX2NhbXBhaWduPWF1dG9maWxsZWQtZm9vdGVyJmZyZWVTaW= dudXBFbWFpbD1qb2Uud2FrZXJzZW5AeWFob28uY29tJnI9NmcweTk2IiwicCI6MTczMTY0MDY0L= CJzIjo0Mzc5Mjk5LCJmIjp0cnVlLCJ1IjozODk3MTUzMDYsImlhdCI6MTc1NzQyNDE5OCwiZXhw= IjoyMDczMDAwMTk4LCJpc3MiOiJwdWItMCIsInN1YiI6ImxpbmstcmVkaXJlY3QifQ.1Jdw2qLp= fEA0_8GLKc_OrWype0e9qI-BiUzXeQQi3j4?" style=3D"color: rgb(119,119,119);text= -decoration: none;display: inline-block;margin: 0 4px;"><img src=3D"https:/= /substackcdn.com/image/fetch/$s_!LkrL!,w_270,c_limit,f_auto,q_auto:good,fl_= progressive:steep/https%3A%2F%2Fsubstack.com%2Fimg%2Femail%2Fpublish-button= %402x.png" srcset=3D"https://substackcdn.com/image/fetch/$s_!wgfj!,w_135,c_= limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack.com%2F= img%2Femail%2Fpublish-button.png, https://substackcdn.com/image/fetch/$s_!L= krL!,w_270,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsu= bstack.com%2Fimg%2Femail%2Fpublish-button%402x.png 2x, https://substackcdn.= com/image/fetch/$s_!KjtY!,w_405,c_limit,f_auto,q_auto:good,fl_progressive:s= teep/https%3A%2F%2Fsubstack.com%2Fimg%2Femail%2Fpublish-button%403x.png 3x"= width=3D"135" alt=3D"Start writing" height=3D"40" style=3D"max-width: 550p= x;border: none !important;vertical-align: middle;"></a></p></div></div></td= ><td></td></tr></tbody></table><img src=3D"https://eotrx.substackcdn.com/op= en?token=3DeyJtIjoiPDIwMjUwOTA5MTMxNTE3LjMuNDg3OWM2Yzk0M2YwM2E5ZUBtZy1kMS5z= dWJzdGFjay5jb20-IiwidSI6Mzg5NzE1MzA2LCJyIjoiam9lLndha2Vyc2VuQHlhaG9vLmNvbSI= sImQiOiJtZy1kMS5zdWJzdGFjay5jb20iLCJwIjoxNzMxNjQwNjQsInQiOiJuZXdzbGV0dGVyIi= wiYSI6ImV2ZXJ5b25lIiwicyI6NDM3OTI5OSwiYyI6InBvc3QiLCJmIjp0cnVlLCJwb3NpdGlvb= iI6ImJvdHRvbSIsImlhdCI6MTc1NzQyNDE5OCwiZXhwIjoxNzYwMDE2MTk4LCJpc3MiOiJwdWIt= MCIsInN1YiI6ImVvIn0.bRPSruIcfV35oKg7QQ5V2iLQVIXosvWFSukkMTGNM_8" alt=3D"" w= idth=3D"1" height=3D"1" border=3D"0" style=3D"height:1px !important;width:1= px !important;border-width:0 !important;margin-top:0 !important;margin-bott= om:0 !important;margin-right:0 !important;margin-left:0 !important;padding-= top:0 !important;padding-bottom:0 !important;padding-right:0 !important;pad= ding-left:0 !important;"/><img width=3D"1" height=3D"1" alt=3D"" src=3D"htt= 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;'></div> </div> <div class='post-footer'> <div class='post-footer-line post-footer-line-1'> <span class='post-author vcard'> Posted by <span class='fn' itemprop='author' itemscope='itemscope' itemtype='http://schema.org/Person'> <meta content='https://www.blogger.com/profile/07543557643907697736' itemprop='url'/> <a class='g-profile' href='https://www.blogger.com/profile/07543557643907697736' rel='author' title='author profile'> <span itemprop='name'>unnikrishnan</span> </a> </span> </span> <span class='post-timestamp'> at <meta content='http://educ-net.blogspot.com/2026/03/fix-scratches-at-home-in-3-minutes-no.html' itemprop='url'/> <a class='timestamp-link' href='https://educ-net.blogspot.com/2026/03/fix-scratches-at-home-in-3-minutes-no.html' rel='bookmark' title='permanent link'><abbr class='published' itemprop='datePublished' title='2026-03-22T20:20:00-07:00'>8:20 PM</abbr></a> </span> <span class='post-comment-link'> <a class='comment-link' href='https://www.blogger.com/comment/fullpage/post/5926653151622951814/5035727751881891481' onclick=''> No comments: </a> </span> <span class='post-icons'> <span class='item-control blog-admin pid-1033722168'> <a href='https://www.blogger.com/post-edit.g?blogID=5926653151622951814&postID=5035727751881891481&from=pencil' title='Edit Post'> <img alt='' class='icon-action' height='18' src='https://resources.blogblog.com/img/icon18_edit_allbkg.gif' width='18'/> </a> </span> </span> <div class='post-share-buttons goog-inline-block'> </div> </div> <div class='post-footer-line post-footer-line-2'> <span class='post-labels'> </span> </div> <div class='post-footer-line post-footer-line-3'> <span class='post-location'> </span> </div> </div> </div> </div> </div></div> </div> <div class='blog-pager' id='blog-pager'> <span id='blog-pager-older-link'> <a class='blog-pager-older-link' href='https://educ-net.blogspot.com/search?updated-max=2026-03-22T20:20:00-07:00&max-results=7' id='Blog1_blog-pager-older-link' title='Older Posts'>Older Posts</a> </span> <a class='home-link' href='https://educ-net.blogspot.com/'>Home</a> </div> <div class='clear'></div> <div class='blog-feeds'> <div class='feed-links'> Subscribe to: <a class='feed-link' href='https://educ-net.blogspot.com/feeds/posts/default' target='_blank' type='application/atom+xml'>Comments (Atom)</a> </div> </div> </div> </div> </div> <div id='sidebar-wrapper'> <div class='sidebar section' id='sidebar'><div class='widget HTML' data-version='1' id='HTML2'> <div class='widget-content'> <a href="http://easyhitcounters.com/stats.php?site=cstsuni" target="_top"><img border="0" vspace="2" hspace="4" alt="Hit Counter" src="http://beta.easyhitcounters.com/counter/index.php?u=cstsuni&s=amini" align="middle"/></a><script src="http://beta.easyhitcounters.com/counter/script.php?u=cstsuni"></script> <br/><a href="http://easyhitcounters.com/" target="_top"><font color="#666666">Free Counter</font></a> </div> <div class='clear'></div> </div><div class='widget HTML' data-version='1' id='HTML1'> <h2 class='title'>search</h2> <div class='widget-content'> <style type="text/css"> @import url(http://www.google.com/cse/api/branding.css); </style> <div style="background-color:#FFFFFF;color:#000000" class="cse-branding-right"> <div class="cse-branding-form"> <form id="cse-search-box" action="http://www.google.com/cse" target="_blank"> <div> <input value="partner-pub-1340158289169335:n3rego-mwj8" name="cx" type="hidden"/> <input value="ISO-8859-1" name="ie" type="hidden"/> <input name="q" size="31" type="text"/> <input value="Search" name="sa" type="submit"/> </div> </form> </div> <div class="cse-branding-logo"> <img alt="Google" src="http://www.google.com/images/poweredby_transparent/poweredby_FFFFFF.gif"/> </div> <div class="cse-branding-text"> Custom Search </div> </div> </div> <div class='clear'></div> </div><div class='widget LinkList' data-version='1' id='LinkList1'> <h2>SITE AT A GLANCE</h2> <div class='widget-content'> <ul> <li><a href='http://educ-net.blogspot.com/2008/07/aviation-study-in-thailand.html'>AVIATION STUDY</a></li> <li><a href='http://educ-net.blogspot.com/2008/07/projects.html'>PROJECTS</a></li> </ul> <div class='clear'></div> </div> </div><div class='widget Profile' data-version='1' id='Profile1'> <h2>About Me</h2> <div class='widget-content'> <dl class='profile-datablock'> <dt class='profile-data'> <a class='profile-name-link g-profile' href='https://www.blogger.com/profile/07543557643907697736' rel='author' style='background-image: url(//www.blogger.com/img/logo-16.png);'> unnikrishnan </a> </dt> </dl> <a class='profile-link' href='https://www.blogger.com/profile/07543557643907697736' rel='author'>View my complete profile</a> <div class='clear'></div> </div> </div></div> </div> <!-- spacer for skins that want sidebar and main to be the same height--> <div class='clear'> </div> </div> <!-- end content-wrapper --> </div></div> <!-- end outer-wrapper --> <script type="text/javascript" src="https://www.blogger.com/static/v1/widgets/432983155-widgets.js"></script> <script type='text/javascript'> window['__wavt'] = 'AOuZoY4mGNw9946GPw1iGRvDtaVI9BhV6g:1774268611608';_WidgetManager._Init('//www.blogger.com/rearrange?blogID\x3d5926653151622951814','//educ-net.blogspot.com/','5926653151622951814'); _WidgetManager._SetDataContext([{'name': 'blog', 'data': {'blogId': '5926653151622951814', 'title': 'Education Net', 'url': 'https://educ-net.blogspot.com/', 'canonicalUrl': 'http://educ-net.blogspot.com/', 'homepageUrl': 'https://educ-net.blogspot.com/', 'searchUrl': 'https://educ-net.blogspot.com/search', 'canonicalHomepageUrl': 'http://educ-net.blogspot.com/', 'blogspotFaviconUrl': 'https://educ-net.blogspot.com/favicon.ico', 'bloggerUrl': 'https://www.blogger.com', 'hasCustomDomain': false, 'httpsEnabled': true, 'enabledCommentProfileImages': true, 'gPlusViewType': 'FILTERED_POSTMOD', 'adultContent': false, 'analyticsAccountNumber': '', 'encoding': 'UTF-8', 'locale': 'en', 'localeUnderscoreDelimited': 'en', 'languageDirection': 'ltr', 'isPrivate': false, 'isMobile': false, 'isMobileRequest': false, 'mobileClass': '', 'isPrivateBlog': false, 'isDynamicViewsAvailable': true, 'feedLinks': '\x3clink rel\x3d\x22alternate\x22 type\x3d\x22application/atom+xml\x22 title\x3d\x22Education Net - Atom\x22 href\x3d\x22https://educ-net.blogspot.com/feeds/posts/default\x22 /\x3e\n\x3clink rel\x3d\x22alternate\x22 type\x3d\x22application/rss+xml\x22 title\x3d\x22Education Net - RSS\x22 href\x3d\x22https://educ-net.blogspot.com/feeds/posts/default?alt\x3drss\x22 /\x3e\n\x3clink rel\x3d\x22service.post\x22 type\x3d\x22application/atom+xml\x22 title\x3d\x22Education Net - Atom\x22 href\x3d\x22https://www.blogger.com/feeds/5926653151622951814/posts/default\x22 /\x3e\n', 'meTag': '\x3clink rel\x3d\x22me\x22 href\x3d\x22https://www.blogger.com/profile/07543557643907697736\x22 /\x3e\n', 'adsenseClientId': 'ca-pub-1340158289169335', 'adsenseHostId': 'ca-host-pub-1556223355139109', 'adsenseHasAds': true, 'adsenseAutoAds': false, 'boqCommentIframeForm': true, 'loginRedirectParam': '', 'isGoogleEverywhereLinkTooltipEnabled': true, 'view': '', 'dynamicViewsCommentsSrc': '//www.blogblog.com/dynamicviews/4224c15c4e7c9321/js/comments.js', 'dynamicViewsScriptSrc': '//www.blogblog.com/dynamicviews/5ac9c0fa1f330b04', 'plusOneApiSrc': 'https://apis.google.com/js/platform.js', 'disableGComments': true, 'interstitialAccepted': false, 'sharing': {'platforms': [{'name': 'Get link', 'key': 'link', 'shareMessage': 'Get link', 'target': ''}, {'name': 'Facebook', 'key': 'facebook', 'shareMessage': 'Share to Facebook', 'target': 'facebook'}, {'name': 'BlogThis!', 'key': 'blogThis', 'shareMessage': 'BlogThis!', 'target': 'blog'}, {'name': 'X', 'key': 'twitter', 'shareMessage': 'Share to X', 'target': 'twitter'}, {'name': 'Pinterest', 'key': 'pinterest', 'shareMessage': 'Share to Pinterest', 'target': 'pinterest'}, {'name': 'Email', 'key': 'email', 'shareMessage': 'Email', 'target': 'email'}], 'disableGooglePlus': true, 'googlePlusShareButtonWidth': 0, 'googlePlusBootstrap': '\x3cscript type\x3d\x22text/javascript\x22\x3ewindow.___gcfg \x3d {\x27lang\x27: \x27en\x27};\x3c/script\x3e'}, 'hasCustomJumpLinkMessage': false, 'jumpLinkMessage': 'Read more', 'pageType': 'index', 'pageName': '', 'pageTitle': 'Education Net'}}, {'name': 'features', 'data': {}}, {'name': 'messages', 'data': {'edit': 'Edit', 'linkCopiedToClipboard': 'Link copied to clipboard!', 'ok': 'Ok', 'postLink': 'Post Link'}}, {'name': 'template', 'data': {'isResponsive': false, 'isAlternateRendering': false, 'isCustom': false}}, {'name': 'view', 'data': {'classic': {'name': 'classic', 'url': '?view\x3dclassic'}, 'flipcard': {'name': 'flipcard', 'url': '?view\x3dflipcard'}, 'magazine': {'name': 'magazine', 'url': '?view\x3dmagazine'}, 'mosaic': {'name': 'mosaic', 'url': '?view\x3dmosaic'}, 'sidebar': {'name': 'sidebar', 'url': '?view\x3dsidebar'}, 'snapshot': {'name': 'snapshot', 'url': '?view\x3dsnapshot'}, 'timeslide': {'name': 'timeslide', 'url': '?view\x3dtimeslide'}, 'isMobile': false, 'title': 'Education Net', 'description': '', 'url': 'https://educ-net.blogspot.com/', 'type': 'feed', 'isSingleItem': false, 'isMultipleItems': true, 'isError': false, 'isPage': false, 'isPost': false, 'isHomepage': true, 'isArchive': false, 'isLabelSearch': false}}]); _WidgetManager._RegisterWidget('_NavbarView', new _WidgetInfo('Navbar1', 'navbar', document.getElementById('Navbar1'), {}, 'displayModeFull')); _WidgetManager._RegisterWidget('_HeaderView', new _WidgetInfo('Header1', 'header', document.getElementById('Header1'), {}, 'displayModeFull')); _WidgetManager._RegisterWidget('_BlogView', new _WidgetInfo('Blog1', 'main', document.getElementById('Blog1'), {'cmtInteractionsEnabled': false, 'lightboxEnabled': true, 'lightboxModuleUrl': 'https://www.blogger.com/static/v1/jsbin/978252763-lbx.js', 'lightboxCssUrl': 'https://www.blogger.com/static/v1/v-css/828616780-lightbox_bundle.css'}, 'displayModeFull')); _WidgetManager._RegisterWidget('_HTMLView', new _WidgetInfo('HTML2', 'sidebar', document.getElementById('HTML2'), {}, 'displayModeFull')); _WidgetManager._RegisterWidget('_HTMLView', new _WidgetInfo('HTML1', 'sidebar', document.getElementById('HTML1'), {}, 'displayModeFull')); _WidgetManager._RegisterWidget('_LinkListView', new _WidgetInfo('LinkList1', 'sidebar', document.getElementById('LinkList1'), {}, 'displayModeFull')); _WidgetManager._RegisterWidget('_ProfileView', new _WidgetInfo('Profile1', 'sidebar', document.getElementById('Profile1'), {}, 'displayModeFull')); </script> </body> </html>