<?xml version="1.0" encoding="UTF-8" ?><rss xmlns:content="http://purl.org/rss/1.0/modules/content/" xmlns:atom="http://www.w3.org/2005/Atom" xmlns:dc="http://purl.org/dc/elements/1.1/" xmlns:media="http://search.yahoo.com/mrss/" xmlns:sy="http://purl.org/rss/1.0/modules/syndication/" version="2.0"> <channel> <title><![CDATA[MC Project]]></title> <description><![CDATA[Global digital products and freelance services. Focuses on development, production and distribution of programming scripts, application source code, plugins, themes and templates.]]></description> <image> <title><![CDATA[MC Project]]></title> <url>https://en.mycoding.id/favicon.ico</url> <link>https://en.mycoding.id/</link> </image> <category><![CDATA[Software Engineering, Website Development, Mobile Android App, Application Source Code, Programming Scripts]]></category> <link>https://en.mycoding.id/</link> <atom:link href="https://en.mycoding.id/rss.xml" rel="self" type="application/rss+xml"/> <atom:link href="https://en.mycoding.id/rss-videos.xml" rel="alternate" type="application/rss+xml"/> <atom:link href="https://en.mycoding.id/" rel="alternate" type="text/html"/> <pubDate>Mon, 09 Nov 2026 10:34:01 +0700</pubDate> <lastBuildDate>Mon, 09 Nov 2026 10:34:01 +0700</lastBuildDate> <sy:updatePeriod>hourly</sy:updatePeriod> <sy:updateFrequency>1</sy:updateFrequency> <managingEditor>support@mycoding.id (Adi Gunawan)</managingEditor> <webMaster>support@mycoding.id (Adi Gunawan)</webMaster> <language>en_US</language> <copyright>MC Project</copyright> <generator>MC Project</generator> <item> <title><![CDATA[The 20 highest-grossing concert films of all time]]></title> <description><![CDATA[The 20 highest-grossing concert films of all time. While most of the documentaries premiered between 2008 and 2013, the highest grossing documentary was released in 2023.]]></description> <media:thumbnail url="https://i.insider.com/6aea46e812aca86a55f54757?width=1200&amp;format=jpeg"/> <category><![CDATA[Business]]></category> <link>https://en.mycoding.id/the-20-highest-grossing-concert-films-of-all-time-76233</link> <content:encoded><![CDATA[<div e-name="post-hero" data-component-type="post-hero" data-load-strategy="exclude"> <figure data-type="img" e-name="image-figure-image" data-media-container="image" itemscope itemtype="https://schema.org/ImageObject"> <div> <p><img src="https://i.insider.com/6aecd735c54bfafa65abf69d?width=2000&amp;format=jpeg&amp;auto=webp" srcset="https://i.insider.com/6aecd735c54bfafa65abf69d?width=400&amp;format=jpeg&amp;auto=webp 400w, https://i.insider.com/6aecd735c54bfafa65abf69d?width=500&amp;format=jpeg&amp;auto=webp 500w, https://i.insider.com/6aecd735c54bfafa65abf69d?width=700&amp;format=jpeg&amp;auto=webp 700w, https://i.insider.com/6aecd735c54bfafa65abf69d?width=1000&amp;format=jpeg&amp;auto=webp 1000w, https://i.insider.com/6aecd735c54bfafa65abf69d?width=1300&amp;format=jpeg&amp;auto=webp 1300w, https://i.insider.com/6aecd735c54bfafa65abf69d?width=2000&amp;format=jpeg&amp;auto=webp 2000w" sizes=" 1280px) 900px" alt=' The Eras Tour&quot; Concert Movie World Premiere at AMC The Grove 14.' decoding="sync"> </p></div> <span> <span> <svg aria-hidden="true" focusable="false" xmlns="http://www.w3.org/2000/svg" width="1em" height="1em" viewbox="0 0 24 24"> <path fill="currentColor" fill-rule="evenodd" d="m4.56 18.5 7.486-7.72 7.394 7.626 2.56-2.64L12.046 5.5 2 15.86l2.56 2.64Z"></path> </svg> <figcaption e-name="image-caption"> <span>Taylor Swift attends the "Taylor Swift: The Eras Tour" Concert Movie World Premiere at AMC The Grove 14.</span> <span> <span e-name="image-source" itemprop="creditText">John Shearer/Getty Images for TAS</span> </span> </figcaption> </span> </span> </figure> </div> <div data-component-type="image-modal" data-load-strategy="lazy"> <p>Concert documentaries can be a win-win for fans: they can relive <a href="https://en.mycoding.id/category/business" target="_blank" data-track-click='&quot;bi_value_unassigned&quot;}' rel="">favorite concerts</a> or cognition tours they couldn't see live on the big screen.</p><p>The music <a href="https://en.mycoding.id/category/business" target="_blank" data-track-click='&quot;bi_value_unassigned&quot;}' rel="">documentary subgenre</a> rosy in fame between 2008 and 2013, whenever artists specified as Miley Cyrus, Michael Jackson, Justin Bieber, Katy Perry, and One Direction released important theatrical achievement films to much fanfare at the box office.</p><p>Ten of the 20 highest-grossing achievement films on this catalog were released during that period, collectively earning concerning $318 myriad at the family box office, according to Box Office Mojo data.</p><p>This category of docufilm saw a surge in the first 2020s, and in a 2024 <a href="https://en.mycoding.id/category/business" target="_blank" data-track-click='&quot;outbound_click&quot;}' rel=" nofollow">Fandango survey</a>, 77% of ticket buyers who had watched a achievement movie in 2023 stated they wanted to see another tour on the argent screen.</p><p>In 2023, Taylor Swift: The Eras Tour became the highest-grossing achievement movie of all time, alongside additional than $180 myriad in family ticket sales. That's additional than twice the No. 2 entry.</p><p>The publish of achievement documentaries has continued, alongside complete a dozen since 2023 from artists including Billie Eilish, Beyonc&eacute;, BTS, and more. A <a href="https://en.mycoding.id/category/business" target="_blank" data-track-click='&quot;outbound_click&quot;}' rel=" nofollow">Harry Styles</a> tour documentary directed by John Wilson is in the works.</p><p>Here are the 20 highest-grossing achievement movie documentaries at the family box office, per Box Office Mojo.</p> <div data-component-type="post-slides" data-load-strategy="lazy"> <div> <p> <h2>20. Amazing Grace (2018)</h2> </p> <figure data-type="img" e-name="image-figure-image" data-media-container="image" itemscope itemtype="https://schema.org/ImageObject" role="button" tabindex="0" aria-label="Click to open depiction in exhibition view"> <div> <p><img src="image/svg+xml,%3Csvg%20xmlns=&#039;http://www.w3.org/2000/svg&#039;%20viewBox=&#039;0%200%201%201&#039;%3E%3C/svg%3E" data-content-type="image/jpeg" data-srcs='//i.insider.com/6aeced38308912814ed716ab&quot;:{&quot;contentType&quot;:&quot;image/jpeg&quot;,&quot;aspectRatioW&quot;:3000,&quot;aspectRatioH&quot;:2250}}' alt='An promotion for the upcoming &quot;Amazing Grace&quot; movie is displayed at Caesars Palace'> </p></div> <span> <figcaption e-name="image-caption"> <span>Amazing Grace was released in 2018.</span> <span> <span e-name="image-source" itemprop="creditText">Gabe Ginsberg/Getty Images</span> </span> </figcaption> </span> </figure> <div> <p><strong>Domestic gross:</strong> <strong>$4,450,456</strong></p><p>The documentary captures Aretha Franklin record her landmark 1972 live gospel album, "Amazing Grace," complete two nights at Los Angeles' New Temple Missionary Baptist Church.</p><p>The movie centers on Franklin's performances alongside the Southern California Community Choir.</p> </div> </div> <div> <p> <h2>19. Bring the Soul: The Movie (2019)</h2> </p> <figure data-type="img" e-name="image-figure-image" data-media-container="image" itemscope itemtype="https://schema.org/ImageObject" role="button" tabindex="0" aria-label="Click to open depiction in exhibition view"> <div> <p><img src="image/svg+xml,%3Csvg%20xmlns=&#039;http://www.w3.org/2000/svg&#039;%20viewBox=&#039;0%200%201%201&#039;%3E%3C/svg%3E" data-content-type="image/jpeg" data-srcs='//i.insider.com/6aecde02c54bfafa65abf6f6&quot;:{&quot;contentType&quot;:&quot;image/jpeg&quot;,&quot;aspectRatioW&quot;:3200,&quot;aspectRatioH&quot;:2400}}' alt="A boy collection poses."> </p></div> <span> <figcaption e-name="image-caption"> <span>BTS arrives at the 2019 Billboard Music Awards on May 1, 2019, in Las Vegas.</span> <span> <span e-name="image-source" itemprop="creditText">Daniel Torok/Patrick McMullan via Getty Images</span> </span> </figcaption> </span> </figure> <div> <p><strong>Domestic gross: $4,809,800</strong></p><p>The documentary, directed by Park Jun-soo, BTS' chief director, centers on the band's 2018 "Love Yourself" earth tour.</p><p>It shows behind-the-scenes glances at all collection member's existence exterior of the band, including the affectional and mental importance that has arrive alongside their new fame.</p> </div> </div> <div> <p> <h2>18. Shine a Light (2008)</h2> </p> <figure data-type="img" e-name="image-figure-image" data-media-container="image" itemscope itemtype="https://schema.org/ImageObject" role="button" tabindex="0" aria-label="Click to open depiction in exhibition view"> <div> <p><img src="image/svg+xml,%3Csvg%20xmlns=&#039;http://www.w3.org/2000/svg&#039;%20viewBox=&#039;0%200%201%201&#039;%3E%3C/svg%3E" data-content-type="image/jpeg" data-srcs='//i.insider.com/6aea457629a2aa01303e3ad6&quot;:{&quot;contentType&quot;:&quot;image/jpeg&quot;,&quot;aspectRatioW&quot;:2699,&quot;aspectRatioH&quot;:2024}}' alt="People act a movie premiere."> </p></div> <span> <figcaption e-name="image-caption"> <span>Keith Richards, Ronnie Wood, Charlie Watts and Mick Jagger act the "Shine A Light" premiere on April 2, 2008 in London.</span> <span> <span e-name="image-source" itemprop="creditText">Jon Furniss/Getty Images</span> </span> </figcaption> </span> </figure> <div> <p><strong>Domestic gross: $5,505,267</strong></p><p>Academy Award-winning director Martin Scorsese films the Rolling Stones complete two concerts at New York City's Beacon Theatre in 2006.</p><p>The documentary centers on the band's live achievement during additionally including archival footage and visitant appearances by Buddy Guy, Christina Aguilera, and Jack White.</p> </div> </div> <div> <p> <h2>17. Justin Bieber's Believe (2013)</h2> </p> <figure data-type="img" e-name="image-figure-image" data-media-container="image" itemscope itemtype="https://schema.org/ImageObject" role="button" tabindex="0" aria-label="Click to open depiction in exhibition view"> <div> <p><img src="image/svg+xml,%3Csvg%20xmlns=&#039;http://www.w3.org/2000/svg&#039;%20viewBox=&#039;0%200%201%201&#039;%3E%3C/svg%3E" data-content-type="image/jpeg" data-srcs='//i.insider.com/6aeceb35c54bfafa65abf796&quot;:{&quot;contentType&quot;:&quot;image/jpeg&quot;,&quot;aspectRatioW&quot;:3000,&quot;aspectRatioH&quot;:2129}}' alt="Justin Bieber performs at HP Pavilion as part of his Believe Tour in 2013. he&#039;s wearing a pale suit"> </p></div> <span> <figcaption e-name="image-caption"> <span>Justin Bieber performs at HP Pavilion as part of his Believe Tour in 2013.</span> <span> <span e-name="image-source" itemprop="creditText">Tim Mosenfelder/Getty Images</span> </span> </figcaption> </span> </figure> <div> <p><strong>Domestic gross:</strong> <strong>$6,206,566</strong></p><p>Directed by Jon M. Chu, who additionally directed "Never Say Never," the documentary offers a behind-the-scenes and onstage appearance at Bieber during his 2013 "Believe" tour.</p><p>It follows the pop celebrity as he performs for packed arenas during navigating fame and the challenges of his expanding career.</p> </div> </div> <div> <p> <h2>16. Stray Kids: The dominATE Experience</h2> </p> <figure data-type="img" e-name="image-figure-image" data-media-container="image" itemscope itemtype="https://schema.org/ImageObject" role="button" tabindex="0" aria-label="Click to open depiction in exhibition view"> <div> <p><img src="image/svg+xml,%3Csvg%20xmlns=&#039;http://www.w3.org/2000/svg&#039;%20viewBox=&#039;0%200%201%201&#039;%3E%3C/svg%3E" data-content-type="image/jpeg" data-srcs='//i.insider.com/6aecea70c54bfafa65abf78c&quot;:{&quot;contentType&quot;:&quot;image/jpeg&quot;,&quot;aspectRatioW&quot;:7931,&quot;aspectRatioH&quot;:5290}}' alt="Stray Kids execute at the AMERICAN MUSIC AWARDS 50TH ANNIVERSARY SPECIAL"> </p></div> <span> <figcaption e-name="image-caption"> <span>Stray Kids is a famous K-pop group.</span> <span> <span e-name="image-source" itemprop="creditText">Sonja Flemming/CBS via Getty Images</span> </span> </figcaption> </span> </figure> <div> <p><strong>Domestic gross: $7,232,818</strong></p><p>Directed by award-winning filmmakers Paul Dugdale and Farah Khalid, the theatrical music movie follows the K-pop group's sold-out performances at the SoFi Stadium in Los Angeles in 2025.</p><p>It combines achievement footage and behind-the-scenes content.</p> </div> </div> <div> <p> <h2>15. BTS: Yet to Come in Cinemas (2023)</h2> </p> <figure data-type="img" e-name="image-figure-image" data-media-container="image" itemscope itemtype="https://schema.org/ImageObject" role="button" tabindex="0" aria-label="Click to open depiction in exhibition view"> <div> <p><img src="image/svg+xml,%3Csvg%20xmlns=&#039;http://www.w3.org/2000/svg&#039;%20viewBox=&#039;0%200%201%201&#039;%3E%3C/svg%3E" data-content-type="image/jpeg" data-srcs='//i.insider.com/6aecddc69270da3cc66688cf&quot;:{&quot;contentType&quot;:&quot;image/jpeg&quot;,&quot;aspectRatioW&quot;:4864,&quot;aspectRatioH&quot;:3648}}' alt="A collection performs."> </p></div> <span> <figcaption e-name="image-caption"> <span>BTS performs during the authoritative beginning ritual of the 2022 FIFA World Cup in Al Khor.</span> <span> <span e-name="image-source" itemprop="creditText">Evrim Aydin/Anadolu Agency via Getty Images</span> </span> </figcaption> </span> </figure> <div> <p><strong>Domestic gross: $8,481,053</strong></p><p>Directed by Oh Yoon-dong, the documentary features footage from the band's October 15, 2022, achievement in Busan, South Korea.</p><p>The liberated Busan achievement supported the city's bid to presenter the 2030 World Expo and was BTS's final achievement alongside all seven members before armed forces enlistments began.</p> </div> </div> <div> <p> <h2>14. U2: Rattle and Hum (1988)</h2> </p> <figure data-type="img" e-name="image-figure-image" data-media-container="image" itemscope itemtype="https://schema.org/ImageObject" role="button" tabindex="0" aria-label="Click to open depiction in exhibition view"> <div> <p><img src="image/svg+xml,%3Csvg%20xmlns=&#039;http://www.w3.org/2000/svg&#039;%20viewBox=&#039;0%200%201%201&#039;%3E%3C/svg%3E" data-content-type="image/jpeg" data-srcs='//i.insider.com/6aea458651c56973f92dd145&quot;:{&quot;contentType&quot;:&quot;image/jpeg&quot;,&quot;aspectRatioW&quot;:3000,&quot;aspectRatioH&quot;:2250}}' alt="People act a movie premiere."> </p></div> <span> <figcaption e-name="image-caption"> <span>Adam Clayton, Bono, Larry Mullen and The Edge act the "U2: Rattle and Hum" premiere on October 27, 1988 in Dublin.</span> <span> <span e-name="image-source" itemprop="creditText">Ron Galella, Ltd./Ron Galella Collection via Getty Images</span> </span> </figcaption> </span> </figure> <div> <p><strong>Domestic gross: $8,600,823</strong></p><p>Director Phil Joanou's documentary follows U2 during its "The Joshua Tree" tour, as the collection sought to nexus additional alongside American blues, gospel, folk, and rock music.</p><p>It includes live performances, studio sessions, and scenes of Bono and his bandmates record alongside artists specified as B.B. King.</p> </div> </div> <div> <p> <h2>13. Billie Eilish: Hit Me Hard and Soft (2026)</h2> </p> <figure data-type="img" e-name="image-figure-image" data-media-container="image" itemscope itemtype="https://schema.org/ImageObject" role="button" tabindex="0" aria-label="Click to open depiction in exhibition view"> <div> <p><img src="image/svg+xml,%3Csvg%20xmlns=&#039;http://www.w3.org/2000/svg&#039;%20viewBox=&#039;0%200%201%201&#039;%3E%3C/svg%3E" data-content-type="image/jpeg" data-srcs='//i.insider.com/6aea70942772fe8ca24ec9ff&quot;:{&quot;contentType&quot;:&quot;image/jpeg&quot;,&quot;aspectRatioW&quot;:3227,&quot;aspectRatioH&quot;:2420}}' alt="People act a movie premiere."> </p></div> <span> <figcaption e-name="image-caption"> <span>Billie Eilish and James Cameron act the "Billie Eilish Hit Me Hard and Soft: The Tour Live in 3D" premiere on May 06, 2026, in Los Angeles.</span> <span> <span e-name="image-source" itemprop="creditText">Eric Charbonneau/Getty Images for Paramount Pictures</span> </span> </figcaption> </span> </figure> <div> <p><strong>Domestic gross: $9,901,485</strong></p><p>Co-directed by <a href="https://en.mycoding.id/category/business" target="_blank" data-track-click='&quot;bi_value_unassigned&quot;}' rel="">Billie Eilish </a>and James Cameron, the 3D achievement movie captures Eilish's sold-out "Hit Me Hard and Soft" earth tour.</p><p>It features performances of songs from the album, including "Birds of a Feather" and "Wildflower," alongside rearward the scenes footage of Eilish, her brother and collaborator Finneas, her band, and the manufacturing squad rearward the tour.</p> </div> </div> <div> <p> <h2>12. Stop Making Sense (1984)</h2> </p> <figure data-type="img" e-name="image-figure-image" data-media-container="image" itemscope itemtype="https://schema.org/ImageObject" role="button" tabindex="0" aria-label="Click to open depiction in exhibition view"> <div> <p><img src="image/svg+xml,%3Csvg%20xmlns=&#039;http://www.w3.org/2000/svg&#039;%20viewBox=&#039;0%200%201%201&#039;%3E%3C/svg%3E" data-content-type="image/jpeg" data-srcs='//i.insider.com/6aea456429a2aa01303e3ad4&quot;:{&quot;contentType&quot;:&quot;image/jpeg&quot;,&quot;aspectRatioW&quot;:5107,&quot;aspectRatioH&quot;:3830}}' alt="People act a movie premiere."> </p></div> <span> <figcaption e-name="image-caption"> <span>David Byrne, Jerry Harrison, John Heilemann, Chris Frantz and Tina Weymouth conversation onstage during Stop Making Sense Q&amp;A on September 13, 2023, in New York City.</span> <span> <span e-name="image-source" itemprop="creditText">Slaven Vlasic/Getty Images for BAM</span> </span> </figcaption> </span> </figure> <div> <p><strong>Domestic gross: $10,306,902</strong></p><p>Jonathan Demme's movie documents Talking Heads' 1983 concerts at the Pantages Theatre in Hollywood.</p><p>The achievement starts alongside David Byrne solitary onstage and gradually expands, opus by song, as musicians, assistance singers, props, and Byrne's famously oversized lawsuit change the phase into a complete production.</p> </div> </div> <div> <p> <h2>11. U2 3D (2008)</h2> </p> <figure data-type="img" e-name="image-figure-image" data-media-container="image" itemscope itemtype="https://schema.org/ImageObject" role="button" tabindex="0" aria-label="Click to open depiction in exhibition view"> <div> <p><img src="image/svg+xml,%3Csvg%20xmlns=&#039;http://www.w3.org/2000/svg&#039;%20viewBox=&#039;0%200%201%201&#039;%3E%3C/svg%3E" data-content-type="image/jpeg" data-srcs='//i.insider.com/6aea45a0fcd244796940f3df&quot;:{&quot;contentType&quot;:&quot;image/jpeg&quot;,&quot;aspectRatioW&quot;:2775,&quot;aspectRatioH&quot;:2081}}' alt="People act a movie premiere."> </p></div> <span> <figcaption e-name="image-caption"> <span>Adam Clayton, The Edge, Bono and Larry Mullen act the premiere of "U2 3D" on February 20, 2008 in Dublin.</span> <span> <span e-name="image-source" itemprop="creditText">Phillip Massey/Getty Images</span> </span> </figcaption> </span> </figure> <div> <p><strong>Domestic gross: $10,363,341</strong></p><p>Directed by Catherine Owens and Mark Pellington, the documentary was filmed during the band's Vertigo Tour in South America.</p><p>It uses 3D filming innovation to emphasize the measure of U2's stadium show, including the enormous video screens and the crowd's response.</p> </div> </div> <div> <p> <h2>10. Glee: The 3D Concert Movie (2011)</h2> </p> <figure data-type="img" e-name="image-figure-image" data-media-container="image" itemscope itemtype="https://schema.org/ImageObject" role="button" tabindex="0" aria-label="Click to open depiction in exhibition view"> <div> <p><img src="image/svg+xml,%3Csvg%20xmlns=&#039;http://www.w3.org/2000/svg&#039;%20viewBox=&#039;0%200%201%201&#039;%3E%3C/svg%3E" data-content-type="image/jpeg" data-srcs='//i.insider.com/6aea45ae29a2aa01303e3ada&quot;:{&quot;contentType&quot;:&quot;image/jpeg&quot;,&quot;aspectRatioW&quot;:2784,&quot;aspectRatioH&quot;:2088}}' alt="People act a movie premiere."> </p></div> <span> <figcaption e-name="image-caption"> <span>Actors Chris Colfer, Lea Michele, Cory Monteith, Kevin McHale, and Darren Criss act the premiere of "Glee: The 3D Concert Movie" on August 6, 2011 in Westwood, California.</span> <span> <span e-name="image-source" itemprop="creditText">Kevin Winter/Getty Images</span> </span> </figcaption> </span> </figure> <div> <p><strong>Domestic gross: $11,862,398</strong></p><p>This documentary, directed by Kevin Tancharoen, captures <a href="https://en.mycoding.id/category/business" target="_blank" data-track-click='&quot;bi_value_unassigned&quot;}' rel="">the mold of "Glee" </a>performing songs from the sequence during its live achievement tour.</p> </div> </div> <div> <p> <h2>9. Madonna: Truth or Dare (1991)</h2> </p> <figure data-type="img" e-name="image-figure-image" data-media-container="image" itemscope itemtype="https://schema.org/ImageObject" role="button" tabindex="0" aria-label="Click to open depiction in exhibition view"> <div> <p><img src="image/svg+xml,%3Csvg%20xmlns=&#039;http://www.w3.org/2000/svg&#039;%20viewBox=&#039;0%200%201%201&#039;%3E%3C/svg%3E" data-content-type="image/jpeg" data-srcs='//i.insider.com/6aea45d629a2aa01303e3adc&quot;:{&quot;contentType&quot;:&quot;image/jpeg&quot;,&quot;aspectRatioW&quot;:5057,&quot;aspectRatioH&quot;:3793}}' alt="People act a movie premiere."> </p></div> <span> <figcaption e-name="image-caption"> <span>Madonna attends the premiere of "Madonna: Truth or Dare."</span> <span> <span e-name="image-source" itemprop="creditText">Rick Maiman/Sygma via Getty Images</span> </span> </figcaption> </span> </figure> <div> <p><strong>Domestic gross: $15,012,935</strong></p><p>Alek Keshishian's documentary <a href="https://en.mycoding.id/category/business" target="_blank" data-track-click='&quot;bi_value_unassigned&quot;}' rel="">follows Madonna</a> during her 1990 Blond Ambition Tour, among the most arguable pop tours of its era because of it blending R-rated choreography alongside religious symbols.</p><p>Color achievement footage is set against black-and-white scenes of Madonna rehearsing, traveling, gathering alongside family, and speaking candidly alongside her dancers and entourage.</p> </div> </div> <div> <p> <h2>8. Jonas Brothers: The 3D Concert Experience (2009)</h2> </p> <figure data-type="img" e-name="image-figure-image" data-media-container="image" itemscope itemtype="https://schema.org/ImageObject" role="button" tabindex="0" aria-label="Click to open depiction in exhibition view"> <div> <p><img src="image/svg+xml,%3Csvg%20xmlns=&#039;http://www.w3.org/2000/svg&#039;%20viewBox=&#039;0%200%201%201&#039;%3E%3C/svg%3E" data-content-type="image/jpeg" data-srcs='//i.insider.com/6aea3fae29a2aa01303e3a86&quot;:{&quot;contentType&quot;:&quot;image/jpeg&quot;,&quot;aspectRatioW&quot;:3000,&quot;aspectRatioH&quot;:1971}}' alt="People stance at a movie premiere."> </p></div> <span> <figcaption e-name="image-caption"> <span>Joe Jonas, Demi Lovato, Nick Jonas and Kevin Jonas act the "Jonas Brothers: 3D Concert Experience" premiere on February 24, 2009 in Hollywood.</span> <span> <span e-name="image-source" itemprop="creditText">Jeff Kravitz/Getty Images</span> </span> </figcaption> </span> </figure> <div> <p><strong>Domestic gross: $19,162,740</strong></p><p>The Jonas Brothers' 2008 "Burning Up" tour is the concentration of this achievement film.</p><p>Directed by Bruce Hendricks, it was filmed mostly at the Honda Center in Anaheim.</p> </div> </div> <div> <p> <h2>7. Katy Perry: Part of Me (2012)</h2> </p> <figure data-type="img" e-name="image-figure-image" data-media-container="image" itemscope itemtype="https://schema.org/ImageObject" role="button" tabindex="0" aria-label="Click to open depiction in exhibition view"> <div> <p><img src="image/svg+xml,%3Csvg%20xmlns=&#039;http://www.w3.org/2000/svg&#039;%20viewBox=&#039;0%200%201%201&#039;%3E%3C/svg%3E" data-content-type="image/jpeg" data-srcs='//i.insider.com/6aea460dcd2cd3a46a0f06d3&quot;:{&quot;contentType&quot;:&quot;image/jpeg&quot;,&quot;aspectRatioW&quot;:2684,&quot;aspectRatioH&quot;:2013}}' alt="A female signs autographs."> </p></div> <span> <figcaption e-name="image-caption"> <span>Katy Perry attends the premiere of "Katy Perry: Part Of Me" on July 3, 2012 in London.</span> <span> <span e-name="image-source" itemprop="creditText">Dave M. Benett/Getty Images</span> </span> </figcaption> </span> </figure> <div> <p><strong>Domestic gross: $25,326,071</strong></p><p>Directed by Dan Cutforth and Jane Lipsitz, the 3D documentary follows Katy Perry during her California Dreams Tour.</p> </div> </div> <div> <p> <h2>6. One Direction: This Is Us (2013)</h2> </p> <figure data-type="img" e-name="image-figure-image" data-media-container="image" itemscope itemtype="https://schema.org/ImageObject" role="button" tabindex="0" aria-label="Click to open depiction in exhibition view"> <div> <p><img src="image/svg+xml,%3Csvg%20xmlns=&#039;http://www.w3.org/2000/svg&#039;%20viewBox=&#039;0%200%201%201&#039;%3E%3C/svg%3E" data-content-type="image/jpeg" data-srcs='//i.insider.com/6aea461c12aca86a55f5474e&quot;:{&quot;contentType&quot;:&quot;image/jpeg&quot;,&quot;aspectRatioW&quot;:2715,&quot;aspectRatioH&quot;:2036}}' alt="People stance at a movie premiere."> </p></div> <span> <figcaption e-name="image-caption"> <span>Niall Horan, Zayn Malik, Louis Tomlinson, Simon Cowell, Harry Styles and Liam Payne act the premiere of "One Direction: This Is Us" on August 20, 2013 in London.</span> <span> <span e-name="image-source" itemprop="creditText">Dave M. Benett/WireImage</span> </span> </figcaption> </span> </figure> <div> <p><strong>Domestic gross: $28,873,374</strong></p><p>Morgan Spurlock's documentary follows <a href="https://en.mycoding.id/category/business" target="_blank" data-track-click='&quot;bi_value_unassigned&quot;}' rel="">One Direction</a> as it tours stadiums during navigating fame.</p><p>The movie looks rear at how the collection was assembled on "The X Factor," during additionally showing their family lives and existence on the road.</p> </div> </div> <div> <p> <h2>5. Renaissance: A Film by Beyonc&eacute; (2023)</h2> </p> <figure data-type="img" e-name="image-figure-image" data-media-container="image" itemscope itemtype="https://schema.org/ImageObject" role="button" tabindex="0" aria-label="Click to open depiction in exhibition view"> <div> <p><img src="image/svg+xml,%3Csvg%20xmlns=&#039;http://www.w3.org/2000/svg&#039;%20viewBox=&#039;0%200%201%201&#039;%3E%3C/svg%3E" data-content-type="image/jpeg" data-srcs='//i.insider.com/6aea70a6cd2cd3a46a0f08d4&quot;:{&quot;contentType&quot;:&quot;image/jpeg&quot;,&quot;aspectRatioW&quot;:2476,&quot;aspectRatioH&quot;:1857}}' alt="A female poses."> </p></div> <span> <figcaption e-name="image-caption"> <span>Beyonc&eacute; attends the premiere of "Renaissance: A Film By Beyonc&eacute;" on November 30, 2023 in London.</span> <span> <span e-name="image-source" itemprop="creditText">Kevin Mazur/Getty Images</span> </span> </figcaption> </span> </figure> <div> <p><strong>Domestic gross: $33,889,684</strong></p><p>Written, directed, and produced by Beyonc&eacute;, the documentary follows the innovation and 2023 run of her <a href="https://en.mycoding.id/category/business" target="_blank" data-track-click='&quot;bi_value_unassigned&quot;}' rel="">Renaissance World Tour</a>.</p><p>It combines achievement footage from the stadium manufacturing alongside behind-the-scenes scenes of Beyonc&eacute; operating alongside her dancers, family, crew, and imaginative team.</p> </div> </div> <div> <p> <h2>4. Hannah Montana and Miley Cyrus: Best of Both Worlds Concert (2008)</h2> </p> <figure data-type="img" e-name="image-figure-image" data-media-container="image" itemscope itemtype="https://schema.org/ImageObject" role="button" tabindex="0" aria-label="Click to open depiction in exhibition view"> <div> <p><img src="image/svg+xml,%3Csvg%20xmlns=&#039;http://www.w3.org/2000/svg&#039;%20viewBox=&#039;0%200%201%201&#039;%3E%3C/svg%3E" data-content-type="image/jpeg" data-srcs='//i.insider.com/6aea462b12aca86a55f5474f&quot;:{&quot;contentType&quot;:&quot;image/jpeg&quot;,&quot;aspectRatioW&quot;:2667,&quot;aspectRatioH&quot;:2000}}' alt="A female poses alongside fans."> </p></div> <span> <figcaption e-name="image-caption"> <span>Miley Cyrus attends the premiere of "Hannah Montana and Miley Cyrus: Best of Both World Concert" on January 17, 2008 in Hollywood.</span> <span> <span e-name="image-source" itemprop="creditText">Eric Charbonneau/Getty Images</span> </span> </figcaption> </span> </figure> <div> <p><strong>Domestic gross: $65,281,781</strong></p><p>This achievement documentary follows <a href="https://en.mycoding.id/category/business" target="_blank" data-track-click='&quot;bi_value_unassigned&quot;}' rel="">Miley Cyrus</a> on her 2007 and 2008 "Best of Both Worlds" tour, whenever she performed as the two herself and her Disney Channel character, Hannah Montana.</p><p>Directed by Bruce Hendricks, it includes achievement performances, rearward the scenes moments, and appearances by the Jonas Brothers.</p> </div> </div> <div> <p> <h2>3. This Is It (2009)</h2> </p> <figure data-type="img" e-name="image-figure-image" data-media-container="image" itemscope itemtype="https://schema.org/ImageObject" role="button" tabindex="0" aria-label="Click to open depiction in exhibition view"> <div> <p><img src="image/svg+xml,%3Csvg%20xmlns=&#039;http://www.w3.org/2000/svg&#039;%20viewBox=&#039;0%200%201%201&#039;%3E%3C/svg%3E" data-content-type="image/jpeg" data-srcs='//i.insider.com/6aea4640cd2cd3a46a0f06d5&quot;:{&quot;contentType&quot;:&quot;image/jpeg&quot;,&quot;aspectRatioW&quot;:2903,&quot;aspectRatioH&quot;:2177}}' alt="Four men stance for a photo."> </p></div> <span> <figcaption e-name="image-caption"> <span>Jermaine Jackson, Tito Jackson, Jackie Jackson and Marlon Jackson act the premiere of "This Is It" on October 27, 2009 in Los Angeles.</span> <span> <span e-name="image-source" itemprop="creditText">Kevin Winter/Getty Images</span> </span> </figcaption> </span> </figure> <div> <p><strong>Domestic gross: $72,091,016</strong></p><p>Director Kenny Ortega assembled this documentary from rehearsal footage for <a href="https://en.mycoding.id/category/business" target="_blank" data-track-click='&quot;bi_value_unassigned&quot;}' rel="">Michael Jackson</a>'s planned "This Is It" residency at London's O2 Arena.</p><p>Rather than showing the completed concert, it shows Jackson in the final months of his existence rehearsing songs, directing dancers, revising musical arrangements, and preparedness production.</p> </div> </div> <div> <p> <h2>2. Justin Bieber: Never Say Never (2011)</h2> </p> <figure data-type="img" e-name="image-figure-image" data-media-container="image" itemscope itemtype="https://schema.org/ImageObject" role="button" tabindex="0" aria-label="Click to open depiction in exhibition view"> <div> <p><img src="image/svg+xml,%3Csvg%20xmlns=&#039;http://www.w3.org/2000/svg&#039;%20viewBox=&#039;0%200%201%201&#039;%3E%3C/svg%3E" data-content-type="image/jpeg" data-srcs='//i.insider.com/6aea46622772fe8ca24ec809&quot;:{&quot;contentType&quot;:&quot;image/jpeg&quot;,&quot;aspectRatioW&quot;:2663,&quot;aspectRatioH&quot;:1997}}' alt="A boy looks off screen"> </p></div> <span> <figcaption e-name="image-caption"> <span>Justin Bieber attends the "Justin Bieber: Never Say Never" premiere on February 17, 2011 in Paris.</span> <span> <span e-name="image-source" itemprop="creditText">Francois Durand/Getty Images For Paramount</span> </span> </figcaption> </span> </figure> <div> <p><strong>Domestic gross: $73,013,910</strong></p><p>Director Jon M. Chu follows <a href="https://en.mycoding.id/category/business" target="_blank" data-track-click='&quot;bi_value_unassigned&quot;}' rel="">Justin Bieber</a>'s way from uploading covers on YouTube to becoming a teenage pop star.</p><p>It builds toward his sold-out Madison Square Garden show, during additionally including interviews alongside his mother, director Scooter Braun, Usher, and fans.</p> </div> </div> <div> <p> <h2>1. Taylor Swift: The Eras Tour (2023)</h2> </p> <figure data-type="img" e-name="image-figure-image" data-media-container="image" itemscope itemtype="https://schema.org/ImageObject" role="button" tabindex="0" aria-label="Click to open depiction in exhibition view"> <div> <p><img src="image/svg+xml,%3Csvg%20xmlns=&#039;http://www.w3.org/2000/svg&#039;%20viewBox=&#039;0%200%201%201&#039;%3E%3C/svg%3E" data-content-type="image/jpeg" data-srcs='//i.insider.com/6aea46722772fe8ca24ec80a&quot;:{&quot;contentType&quot;:&quot;image/jpeg&quot;,&quot;aspectRatioW&quot;:4447,&quot;aspectRatioH&quot;:3335}}' alt="A mold of a movie remain at a premiere."> </p></div> <span> <figcaption e-name="image-caption"> <span>Taylor Swift and her dancers and collection members act the "Taylor Swift: The Eras Tour" premiere on October 11, 2023 in Los Angeles.</span> <span> <span e-name="image-source" itemprop="creditText">John Shearer/Getty Images for TAS</span> </span> </figcaption> </span> </figure> <div> <p><strong>Domestic gross: $180,756,269</strong></p><p>Directed by Sam Wrench, who additionally directed Billie Eilish's 2023 documentary, the movie documents Swift's <a href="https://en.mycoding.id/category/business" target="_blank" data-track-click='&quot;bi_value_unassigned&quot;}' rel="">2023 Eras Tour concerts</a> at SoFi Stadium in Los Angeles.</p><p>It shows the Taylor Swift's career-spanning set list, alongside alongside the costumes, choreography, dancers, screens, and phase effects rearward all concert.</p> </div> </div> </div> </div> <h2>Read next</h2> <div data-recommendations-content data-track-click-shared='&quot;Read next&quot;}'> <div e-name="read-next-list" data-recommendations-list> <span> <p><img src="image/svg+xml,%3Csvg%20xmlns=&#039;http://www.w3.org/2000/svg&#039;%20viewBox=&#039;0%200%201%201&#039;%3E%3C/svg%3E" data-src="/public/assets/logos/placeholder.png" alt=""> </p> </span> <h3> <span>Business Insider tells the innovative stories you desire to know</span> </h3> <span> <p><img src="image/svg+xml,%3Csvg%20xmlns=&#039;http://www.w3.org/2000/svg&#039;%20viewBox=&#039;0%200%201%201&#039;%3E%3C/svg%3E" data-src="/public/assets/logos/placeholder.png" alt=""> </p> </span> <h3> <span>Business Insider tells the innovative stories you desire to know</span> </h3> <span> <p><img src="image/svg+xml,%3Csvg%20xmlns=&#039;http://www.w3.org/2000/svg&#039;%20viewBox=&#039;0%200%201%201&#039;%3E%3C/svg%3E" data-src="/public/assets/logos/placeholder.png" alt=""> </p> </span> <h3> <span>Business Insider tells the innovative stories you desire to know</span> </h3> <span> <p><img src="image/svg+xml,%3Csvg%20xmlns=&#039;http://www.w3.org/2000/svg&#039;%20viewBox=&#039;0%200%201%201&#039;%3E%3C/svg%3E" data-src="/public/assets/logos/placeholder.png" alt=""> </p> </span> <h3> <span>Business Insider tells the innovative stories you desire to know</span> </h3> </div> </div> <a e-name="read-next-image-link" data-recommendations-image-link data-recommendations-link tabindex="-1"> <p><img alt=""> </p> </a> <h3> <a e-name="read-next-title-link" data-recommendations-link data-recommendations-title></a> </h3> <div data-component-type="post-bottom-authors" data-load-strategy="exclude" data-track-view='&quot;module_in_view&quot;}' data-track-click-shared='&quot;navigation&quot;}'> <div data-track-view='&quot;module_in_view&quot;}'> <div> <p><span>Tristin Hoffman is a Life Fellow on Business Insider&rsquo;s Editorial Partnerships team.&nbsp;</span><span>Her reporting focuses on retail, travel, business, and additional through a ocular storytelling and manner lens.&nbsp;</span><span>She has earlier reported on Oregon&rsquo;s economics for The Oregonian and Pennsylvania litigation for Law.com. Her stories have inspired guideline changes, shed ray on community officials&rsquo; misconduct, and gained national awards. &nbsp;</span><span>She graduated from the University of Oregon, anywhere she studied reporting and law during serving as editor-in-chief of The Daily Emerald.&nbsp;</span> </p> </div> </div> </div>]]></content:encoded> <guid isPermaLink="true">https://en.mycoding.id/the-20-highest-grossing-concert-films-of-all-time-76233</guid> <pubDate>Mon, 09 Nov 2026 10:34:01 +0700</pubDate> <author><![CDATA[support@mycoding.id (Tristin Hoffman)]]></author> </item> <item> <title><![CDATA[Silicon Valley's billionaires won the tax battle. The war on wealth is just beginning.]]></title> <description><![CDATA[Silicon Valley's billionaires won the tax battle. The war on wealth is just beginning.. The tech right's midterm hangover comes alongside a champagne chaser in California.]]></description> <media:thumbnail url="https://i.insider.com/6aee5c9d80d4b24f183472a8?width=1200&amp;format=jpeg"/> <category><![CDATA[Business]]></category> <link>https://en.mycoding.id/silicon-valley-s-billionaires-won-the-tax-battle-the-war-on-wealth-is-just-beginning-76234</link> <content:encoded><![CDATA[<div> <a href="https://en.mycoding.id/category/business" target="_blank" data-track-click='&quot;Business Insider&quot;}'> <svg xmlns="http://www.w3.org/2000/svg" width="1365" height="120" viewbox="0 0 1365 120"> Business Insider <path d="M0 2.46h49.1c27.31 0 41.59 14.12 41.59 31.46 0 11.97-6.75 20.1-16.11 24.4v.31c11.97 4.3 18.72 13.81 18.72 25.93 0 17.34-13.35 32.53-42.2 32.53H0V2.46Zm47.57 45.42c8.13 0 11.82-4.14 11.82-8.75s-3.68-8.9-11.82-8.9H33.15v17.65h14.42Zm.46 41.43c8.59 0 12.74-4.14 12.74-9.51s-4.3-9.51-12.58-9.51H33.15v19.03h14.88Zm52.32-18.87V2.46h33.45v67.67c0 12.74 6.29 19.49 17.03 19.49s17.49-6.75 17.49-19.64V2.46h33.61v67.98c0 28.85-19.33 49.57-51.1 49.57s-50.49-20.72-50.49-49.57ZM287.1 7.98v29.46c-7.21-5.06-19.49-8.59-29.46-8.59-9.05 0-13.66 2.92-13.66 6.75s5.06 5.83 14.12 9.05c15.35 5.37 36.21 12.58 36.21 36.98 0 21.79-16.42 37.9-45.27 37.9-14.88 0-28.54-4.3-36.98-9.97v-31c8.29 6.75 20.87 12.12 32.99 12.12 10.28 0 15.04-3.84 15.04-8.13 0-5.52-7.83-7.98-17.19-11.36-12.28-4.45-31.76-12.43-31.76-34.68 0-20.1 15.81-36.52 44.04-36.52 12.43 0 23.63 3.22 31.92 7.98Zm15.8-5.52h33.45v114.63H302.9V2.46Zm152.38 114.63h-31.92l-41.28-61.53h-.15v61.53h-31.76V2.46h31.92l41.28 60.46h.15V2.46h31.76v114.63ZM469.09 2.46h79.18v29.77h-45.73v13.81h41.12v27.01h-41.12v14.27h45.73v29.77h-79.18V2.46Zm163.12 5.52v29.46c-7.21-5.06-19.49-8.59-29.46-8.59-9.05 0-13.66 2.92-13.66 6.75s5.06 5.83 14.12 9.05c15.35 5.37 36.21 12.58 36.21 36.98 0 21.79-16.42 37.9-45.27 37.9-14.88 0-28.54-4.3-36.98-9.97v-31c8.29 6.75 20.87 12.12 32.99 12.12 10.28 0 15.04-3.84 15.04-8.13 0-5.52-7.83-7.98-17.19-11.36-12.28-4.45-31.76-12.43-31.76-34.68 0-20.1 15.81-36.52 44.04-36.52 12.43 0 23.63 3.22 31.92 7.98Zm88.54 0v29.46c-7.21-5.06-19.49-8.59-29.46-8.59-9.05 0-13.66 2.92-13.66 6.75s5.06 5.83 14.12 9.05c15.35 5.37 36.21 12.58 36.21 36.98 0 21.79-16.42 37.9-45.27 37.9-14.88 0-28.54-4.3-36.98-9.97v-31c8.29 6.75 20.87 12.12 32.99 12.12 10.28 0 15.04-3.84 15.04-8.13 0-5.52-7.83-7.98-17.19-11.36-12.28-4.45-31.76-12.43-31.76-34.68 0-20.1 15.81-36.52 44.04-36.52 12.43 0 23.63 3.22 31.92 7.98Zm45.97 109.33h33.45V2.69h-33.45v114.63ZM919.08 2.69h-31.76v60.46h-.15L845.89 2.69h-31.92v114.63h31.76V55.79h.15l41.28 61.53h31.92V2.69ZM972.92.23c-28.24 0-44.04 16.42-44.04 36.52 0 22.25 19.49 30.23 31.76 34.68 9.36 3.38 17.19 5.83 17.19 11.36 0 4.3-4.76 8.13-15.04 8.13-12.12 0-24.71-5.37-32.99-12.12v31c8.44 5.68 22.1 9.97 36.98 9.97 28.85 0 45.27-16.11 45.27-37.9 0-24.4-20.87-31.61-36.21-36.98-9.05-3.22-14.12-5.06-14.12-9.05s4.6-6.75 13.66-6.75c9.97 0 22.25 3.53 29.46 8.59V8.21C996.55 3.45 985.35.23 972.92.23Zm46.94 117.08h33.45V2.69h-33.45v114.63Zm80.71-30.23h6.45c17.34 0 28.54-9.82 28.54-27.01s-11.2-27.16-28.54-27.16h-6.45v54.17Zm68.75-27.01c0 34.53-26.09 57.24-63.53 57.24h-38.67V2.69h38.67c37.44 0 63.53 22.86 63.53 57.39Zm9.07 57.24h79.18V87.54h-45.73V73.27h41.12V46.26h-41.12V32.45h45.73V2.69h-79.18v114.63Zm131.83-60.46c8.44 0 15.04-3.99 15.04-11.97s-6.6-11.97-15.19-11.97h-7.06v23.94h7.21Zm54.78 60.46h-39.44l-21.79-35.45h-.77v35.45h-33.45V2.69h40.82c28.7 0 48.64 12.74 48.64 39.9 0 10.74-4.76 26.39-23.79 34.37l29.77 40.36Z"></path> </svg></a> <div e-name="post-hero" data-component-type="post-hero" data-load-strategy="exclude"> <figure data-type="img" e-name="image-figure-image" data-media-container="image" itemscope itemtype="https://schema.org/ImageObject"> <div> <p><img src="https://www.businessinsider.com//90" srcset="https://i.insider.com/6aee5c9d80d4b24f183472a8?width=400&amp;format=jpeg&amp;auto=avif&amp;quality=90,90 400w, https://i.insider.com/6aee5c9d80d4b24f183472a8?width=500&amp;format=jpeg&amp;auto=avif&amp;quality=90,90 500w, https://i.insider.com/6aee5c9d80d4b24f183472a8?width=700&amp;format=jpeg&amp;auto=avif&amp;quality=90,90 700w, https://i.insider.com/6aee5c9d80d4b24f183472a8?width=1000&amp;format=jpeg&amp;auto=avif&amp;quality=90,90 1000w, https://i.insider.com/6aee5c9d80d4b24f183472a8?width=1300&amp;format=jpeg&amp;auto=avif&amp;quality=90,90 1300w, https://i.insider.com/6aee5c9d80d4b24f183472a8?width=2000&amp;format=jpeg&amp;auto=avif&amp;quality=90,90 2000w" sizes=" 1280px) 900px" alt="Red-tinted triptych showing Sam Altman, Elon Musk, and Mark Zuckerberg." decoding="sync"> </p></div> <span> <span e-name="image-source" itemprop="creditText">Win McNamee; Andrew Harnik; Roberto Schmidt/Getty Images; Alyssa Powell/BI</span> </span> </figure> </div> <div> <span>Silicon Valley's billionaires won the tax battle in California. America is looking to 2028.</span> </div> <div e-name="post-hero" data-component-type="post-hero" data-load-strategy="exclude"> <figure data-type="img" e-name="image-figure-image" data-media-container="image" itemscope itemtype="https://schema.org/ImageObject"> <div> <p><img src="https://www.businessinsider.com//90" srcset="https://i.insider.com/6aee5c9d80d4b24f183472a8?width=400&amp;format=jpeg&amp;auto=avif&amp;quality=90,90 400w, https://i.insider.com/6aee5c9d80d4b24f183472a8?width=500&amp;format=jpeg&amp;auto=avif&amp;quality=90,90 500w, https://i.insider.com/6aee5c9d80d4b24f183472a8?width=700&amp;format=jpeg&amp;auto=avif&amp;quality=90,90 700w, https://i.insider.com/6aee5c9d80d4b24f183472a8?width=1000&amp;format=jpeg&amp;auto=avif&amp;quality=90,90 1000w, https://i.insider.com/6aee5c9d80d4b24f183472a8?width=1300&amp;format=jpeg&amp;auto=avif&amp;quality=90,90 1300w, https://i.insider.com/6aee5c9d80d4b24f183472a8?width=2000&amp;format=jpeg&amp;auto=avif&amp;quality=90,90 2000w" sizes=" 1280px) 900px" alt="Red-tinted triptych showing Sam Altman, Elon Musk, and Mark Zuckerberg." decoding="sync"> </p></div> <span> <span e-name="image-source" itemprop="creditText">Win McNamee; Andrew Harnik; Roberto Schmidt/Getty Images; Alyssa Powell/BI</span> </span> </figure> </div> <div data-component-type="image-modal" data-load-strategy="lazy"> <p>For many in the tech industry, the <a href="https://en.mycoding.id/category/business" target="_blank" data-track-click='&quot;bi_value_unassigned&quot;}' rel="">midterms</a> landed akin a hangover following a two-year bender. In the sober ray of day, their <a href="https://en.mycoding.id/category/business" target="_blank" data-track-click='&quot;bi_value_unassigned&quot;}' rel="">flirtations alongside MAGA</a> and excessive spending may now appear embarrassing. Yet for Silicon Valley's billionaire class, there's motionless logic to keep the champagne flowing following the ballot &mdash; since it motionless pays to be rich.</p><p>California voters appear to have <a href="https://en.mycoding.id/category/business" target="_blank" data-track-click='&quot;bi_value_unassigned&quot;}' rel="">rejected prop 40</a>, a landmark undertaking to enforce a one-time 5% tax on billionaires in the state. They additionally appear to favor a countermeasure, prop 42, that would hamstring any forthcoming attempts to tax financial resources &mdash;the benevolent that distinct the affluent from the <em>really</em> rich. (Votes for the two measures are motionless being tallied.) That group in the most advancing province alongside the highest prosperity inequality in the nation made specified decisions in the bluest national ballot in latest former is either a nonaccomplishment of populism, or a triumph of liberated enterprise, depending on who you ask. On X, <a href="https://en.mycoding.id/category/business" target="_blank" data-track-click='&quot;bi_value_unassigned&quot;}' rel="">Mike Solana</a> of Peter Thiel's Founders Fund heralded Prop 40's apparent defeat succinctly: "Eat shit, communists."</p><p>More than 200 billionaires live in California. Cumulatively, they clasp an estimated $2.3 trillion in wealth, a sum that UC Berkeley economist Gabriel Zucman <a href="https://en.mycoding.id/category/business" target="_blank" data-track-click='&quot;outbound_click&quot;}' rel=" nofollow">notes</a> is approximately equal to the blended annual earnings of all sole inhabitant in the state. Soon, there could be dozens more, as companies akin <a href="https://en.mycoding.id/category/business" target="_blank" data-track-click='&quot;bi_value_unassigned&quot;}' rel="">Anthropic and OpenAI prepared world-historic IPOs</a>. (Anthropic's solitary could mint near to a thousand centimillionaires.) Wealth for these group is not a matter of salary, but of assets. Most fortunes in the tech industry remain in business equity, which is untaxed until shares are sold. That has allowed several of the richest group in the province to <a href="https://en.mycoding.id/category/business" target="_blank" data-track-click='&quot;outbound_click&quot;}' rel=" nofollow">avoid paying much in earnings tax</a>: Billionaires akin Mark Zuckerberg, Larry Ellison, and Larry Page all famously obtain $1 salaries.</p><p>"The way this scheme plant is they can exactly create gigantic fortunes without paying tax," says Tom Steyer, an capitalist and erstwhile gubernatorial candidate, and among the few billionaires to arrive out in assistance of the billionaire tax. "We cognize anywhere we need to go, which is a fairer tax system."</p><p>Prop 40 offered one specified alternative. Supporters asserted that it would grade a lengthy overdue correction, and motionless authorize billionaires to remain very, extremely rich. "The poorest billionaire in California volition create concerning $300 myriad this year. If we continue the CA prosperity tax, he volition lone create $235 million," Saikat Chakrabarti, a erstwhile Stripe engineer and governmental adviser, <a href="https://en.mycoding.id/category/business" target="_blank" data-track-click='&quot;outbound_click&quot;}' rel=" nofollow">wrote on X</a>. Critics asserted that asking billionaires to pay prosperity on their document prosperity would ruin the tech economy, forcing them to market off parts of personal companies, and inspiring an exodus from the state. Earlier this year, the capitalist Balaji Srinivasan noted on X that Larry Page, Sergey Brin, <a href="https://en.mycoding.id/category/business" target="_blank" data-track-click='&quot;bi_value_unassigned&quot;}' rel="">Elon Musk</a>, and Peter Thiel had already "exited the unsuccessful province of California," and Y Combinator CEO Garry Tan warned that should a billionaire tax pass, many startup founders would choose not to arrive to California at all.</p><blockquote>If prop 40 is "not the way to skin the cat, don't arrive rear and inform me there's no way to skin the cat," says Tom Steyer.</blockquote><p>The would-be victims of the billionaire tax feared those outcomes adequate to form a coalition, which included notable names in tech &mdash; Brin, Patrick Collison, Eric Schmidt, and John Doerr among them. Together, they spent additional than $300 myriad to defeat the measure (including a reported <a href="https://en.mycoding.id/category/business" target="_blank" data-track-click='&quot;outbound_click&quot;}' rel=" nofollow">$148 myriad ad campaign</a>), the most always spent by one flank on a sole ballot initiative. Supporters, by comparison, spent concerning $2 myriad on ads. "The disparity in prosperity in this item was too high," says Cooper Teboe, a governmental strategist in Silicon Valley. "There was a genuine promotion gap."</p><p>Money isn't everything. In Texas, anywhere <a href="https://en.mycoding.id/category/business" target="_blank" data-track-click='&quot;bi_value_unassigned&quot;}' rel="">sometimes trillionaire Elon Musk</a> spent nearly $500 myriad trying to keep Republicans in office, voters turned about and elected a Democratic administrator for the archetypal period since 1991, and a Democratic Senator who made reigning in data centers a important part of his message. Both of those campaigns were modeled on the idea of a "top versus bottom" fairly than "left versus right" government &mdash; that is, an alignment complete category interests complete all else.</p><p>The zealous involvement from the two sides of prop 40 &mdash; and the fact that several 46% of voters in California preferred the tax notwithstanding what many saw as important flaws &mdash; are signs that conversations concerning prosperity tax are fair getting started. Most Americans think billionaires don't pay adequate in taxes, according to a national study from final year; one study established that 73% of Americans would favor a "special additional tax on billionaires." In April, a Pew study established that 60% of group believed that corporations and extremely affluent group did not pay "their fair share" in taxes.</p><p>That's led several proponents of a prosperity tax to change their regard nationally. Indeed, several of prop 40's detractors, including Governor Gavin Newsom, made the disagreement that they would fairly tax prosperity federally than on the province level. Other opponents, who had grievances alongside the particulars of prop 40 &mdash; akin what its genuine financial effect would be, how the province would measure wealth, and anywhere all of that hypothetical prosperity would really go &mdash; have arrive out in assistance of prosperity taxes in general. Steyer, who supports the idea of a national tax on <a href="https://en.mycoding.id/category/business" target="_blank" data-track-click='&quot;bi_value_unassigned&quot;}' rel="">billionaires</a>, says that if prop 40 is "not the way to skin the cat, don't arrive rear and inform me there's <em>no </em>way to skin the cat."</p><p>Having a scheme for taxing the ultra affluent "becomes nearly a prerequisite for whoever ends up as the foremost 2028 candidate," says Teboe. "The war continues."</p> <p> Business Insider's Discourse stories provision perspectives on the day's most pressing issues, informed by analysis, reporting, and expertise. </p> </div> <div e-name="post-bottom-most-popular"> <h2>Most popular</h2> <div data-component-type="most-popular" data-load-strategy="lazy" data-limit="6" data-hide-read-time="true" data-track-view='&quot;bi_value_unassigned&quot;}' data-track-click-shared='&quot;bi_value_unassigned&quot;}'> <span data-overlay-text="01"> <p><img src="image/svg+xml,%3Csvg%20xmlns=&#039;http://www.w3.org/2000/svg&#039;%20viewBox=&#039;0%200%201%201&#039;%3E%3C/svg%3E" data-src="/public/assets/logos/placeholder.png" alt=""> </p> </span> <h3> <span>Business Insider tells the stories you desire to cognize concerning the earth of business, technology, and finance</span> </h3> <span data-overlay-text="02"> <p><img src="image/svg+xml,%3Csvg%20xmlns=&#039;http://www.w3.org/2000/svg&#039;%20viewBox=&#039;0%200%201%201&#039;%3E%3C/svg%3E" data-src="/public/assets/logos/placeholder.png" alt=""> </p> </span> <h3> <span>Business Insider tells the stories you desire to cognize concerning the earth of business, technology, and finance</span> </h3> <span data-overlay-text="03"> <p><img src="image/svg+xml,%3Csvg%20xmlns=&#039;http://www.w3.org/2000/svg&#039;%20viewBox=&#039;0%200%201%201&#039;%3E%3C/svg%3E" data-src="/public/assets/logos/placeholder.png" alt=""> </p> </span> <h3> <span>Business Insider tells the stories you desire to cognize concerning the earth of business, technology, and finance</span> </h3> <span data-overlay-text="04"> <p><img src="image/svg+xml,%3Csvg%20xmlns=&#039;http://www.w3.org/2000/svg&#039;%20viewBox=&#039;0%200%201%201&#039;%3E%3C/svg%3E" data-src="/public/assets/logos/placeholder.png" alt=""> </p> </span> <h3> <span>Business Insider tells the stories you desire to cognize concerning the earth of business, technology, and finance</span> </h3> <span data-overlay-text="05"> <p><img src="image/svg+xml,%3Csvg%20xmlns=&#039;http://www.w3.org/2000/svg&#039;%20viewBox=&#039;0%200%201%201&#039;%3E%3C/svg%3E" data-src="/public/assets/logos/placeholder.png" alt=""> </p> </span> <h3> <span>Business Insider tells the stories you desire to cognize concerning the earth of business, technology, and finance</span> </h3> <span data-overlay-text="06"> <p><img src="image/svg+xml,%3Csvg%20xmlns=&#039;http://www.w3.org/2000/svg&#039;%20viewBox=&#039;0%200%201%201&#039;%3E%3C/svg%3E" data-src="/public/assets/logos/placeholder.png" alt=""> </p> </span> <h3> <span>Business Insider tells the stories you desire to cognize concerning the earth of business, technology, and finance</span> </h3> </div> </div> <p>Jump to</p> <ol> <li><a href="https://en.mycoding.id/category/business" target="_blank" aria-label="Go to Main content">Main content</a></li> <li><a href="https://en.mycoding.id/category/business" target="_blank" aria-label="Go to Search page">Search</a></li> <li><a href="https://en.mycoding.id/category/business" target="_blank" aria-label="Open Account" data-jumper-action="account">Account</a></li> <li><a href="https://en.mycoding.id/category/business" target="_blank">Jump to top of page</a></li> </ol> </div>]]></content:encoded> <guid isPermaLink="true">https://en.mycoding.id/silicon-valley-s-billionaires-won-the-tax-battle-the-war-on-wealth-is-just-beginning-76234</guid> <pubDate>Mon, 09 Nov 2026 10:17:01 +0700</pubDate> <author><![CDATA[support@mycoding.id (Arielle Pardes)]]></author> </item> <item> <title><![CDATA[I took Amtrak from Seattle to Vancouver in coach for $22. Here's what it's like to cross the US-Canada border by train.]]></title> <description><![CDATA[I took Amtrak from Seattle to Vancouver in coach for $22. Here's what it's like to cross the US-Canada border by train.. A $22 Amtrak ticket from Seattle to Vancouver disbursal small than fractional as much as renting a car and a fraction of the disbursal of flying.]]></description> <media:thumbnail url="https://i.insider.com/6ae8ec28d8cc18cf79510410?width=1200&amp;format=jpeg"/> <category><![CDATA[Business]]></category> <link>https://en.mycoding.id/i-took-amtrak-from-seattle-to-vancouver-in-coach-for-22-here-s-what-it-s-like-to-cross-the-us-canada-border-by-train-76235</link> <content:encoded><![CDATA[<div e-name="post-hero" data-component-type="post-hero" data-load-strategy="exclude"> <figure data-type="img" e-name="image-figure-image" data-media-container="image" itemscope itemtype="https://schema.org/ImageObject"> <div> <p><img src="https://i.insider.com/6ae8ec68d8cc18cf79510415?width=1300&amp;format=jpeg&amp;auto=webp" srcset="https://i.insider.com/6ae8ec68d8cc18cf79510415?width=400&amp;format=jpeg&amp;auto=webp 400w, https://i.insider.com/6ae8ec68d8cc18cf79510415?width=500&amp;format=jpeg&amp;auto=webp 500w, https://i.insider.com/6ae8ec68d8cc18cf79510415?width=700&amp;format=jpeg&amp;auto=webp 700w, https://i.insider.com/6ae8ec68d8cc18cf79510415?width=1000&amp;format=jpeg&amp;auto=webp 1000w, https://i.insider.com/6ae8ec68d8cc18cf79510415?width=1300&amp;format=jpeg&amp;auto=webp 1300w" sizes=" 1280px) 900px" alt="Amtrak Cascades travels throughout the Pacific Northwest." decoding="sync"> </p></div> <figcaption e-name="image-caption"> <span e-name="image-source" itemprop="creditText">Talia Lakritz/Business Insider</span> <svg aria-hidden="true" focusable="false" xmlns="http://www.w3.org/2000/svg" width="1em" height="1em" viewbox="0 0 24 24"> <path fill="currentColor" fill-rule="evenodd" d="m4.56 18.5 7.486-7.72 7.394 7.626 2.56-2.64L12.046 5.5 2 15.86l2.56 2.64Z"></path> </svg> <span>Amtrak Cascades travels throughout the Pacific Northwest.</span> </figcaption> </figure> </div> <div data-component-type="image-modal" data-load-strategy="lazy"> <p>On a trip to the <a href="https://en.mycoding.id/category/business" target="_blank" data-track-click='&quot;bi_value_unassigned&quot;}' rel="">Pacific Northwest</a> in October, I had initially planned to run from Seattle to Vancouver and fly rear to the US from there. </p><p>But I established that several rental car agencies don't authorize one-way trips out of the US, and the ones that do frequently necessitate additional paperwork and accusation higher autumn fees. I could fly, but aircraft tickets were hundreds of dollars.</p><p>I looked into traveling to Vancouver by train instead, and was amazed by the affordability and abundance of Amtrak tickets. My intellect was made up.</p><p>While I've <a href="https://en.mycoding.id/category/business" target="_blank" data-track-click='&quot;bi_value_unassigned&quot;}' rel="">taken Amtrak many times</a>, I'd never traversed an global border by barrier before. I wasn't entirely certain what to expect, but I established the procedure to be uncomplicated and affordable compared to flying or driving.</p><p>Here's what the journey was like.</p> <div data-component-type="post-slides" data-load-strategy="lazy"> <div> <p> <h2>My journey to Vancouver began at Seattle's King Street Station in October.</h2> </p> <figure data-type="img" e-name="image-figure-image" data-media-container="image" itemscope itemtype="https://schema.org/ImageObject" role="button" tabindex="0" aria-label="Click to open depiction in exhibition view"> <div> <p><img src="image/svg+xml,%3Csvg%20xmlns=&#039;http://www.w3.org/2000/svg&#039;%20viewBox=&#039;0%200%201%201&#039;%3E%3C/svg%3E" data-content-type="image/jpeg" data-srcs='//i.insider.com/6ae8c728f3bee449b3d2a404&quot;:{&quot;contentType&quot;:&quot;image/jpeg&quot;,&quot;aspectRatioW&quot;:4032,&quot;aspectRatioH&quot;:3024}}' alt="Inside Seattle&#039;s King Street Station."> </p></div> <span> <figcaption e-name="image-caption"> <span>Inside Seattle's King Street Station.</span> <span> <span e-name="image-source" itemprop="creditText">Talia Lakritz/Business Insider</span> </span> </figcaption> </span> </figure> <p>I booked a four-hour Amtrak Cascades trip from Seattle's King Street Station to Vancouver's Pacific Central Station. My one-way trainer place disbursal $21.90.</p> </div> <div> <p> <h2>A sign at the station's entrance directed passengers traveling to Canada to inspect in at the ticket agency before boarding their train.</h2> </p> <figure data-type="img" e-name="image-figure-image" data-media-container="image" itemscope itemtype="https://schema.org/ImageObject" role="button" tabindex="0" aria-label="Click to open depiction in exhibition view"> <div> <p><img src="image/svg+xml,%3Csvg%20xmlns=&#039;http://www.w3.org/2000/svg&#039;%20viewBox=&#039;0%200%201%201&#039;%3E%3C/svg%3E" data-content-type="image/jpeg" data-srcs='//i.insider.com/6ae8c728d8cc18cf79510280&quot;:{&quot;contentType&quot;:&quot;image/jpeg&quot;,&quot;aspectRatioW&quot;:4032,&quot;aspectRatioH&quot;:3024}}' alt="A sign for Amtrak passengers traveling to Canada."> </p></div> <span> <figcaption e-name="image-caption"> <span>A sign for Amtrak passengers traveling to Canada.</span> <span> <span e-name="image-source" itemprop="creditText">Talia Lakritz/Business Insider</span> </span> </figcaption> </span> </figure> <p>This education was additionally announced multiple times complete the loudspeaker and by Amtrak personnel members at the station, fair in case anyone missed the sign.</p> </div> <div> <p> <h2>At the ticket office, I showed my passport and received a customs declaration cardstock and an orange boarding pass.</h2> </p> <figure data-type="img" e-name="image-figure-image" data-media-container="image" itemscope itemtype="https://schema.org/ImageObject" role="button" tabindex="0" aria-label="Click to open depiction in exhibition view"> <div> <p><img src="image/svg+xml,%3Csvg%20xmlns=&#039;http://www.w3.org/2000/svg&#039;%20viewBox=&#039;0%200%201%201&#039;%3E%3C/svg%3E" data-content-type="image/jpeg" data-srcs='//i.insider.com/6ae8ca82d8cc18cf795102a6&quot;:{&quot;contentType&quot;:&quot;image/jpeg&quot;,&quot;aspectRatioW&quot;:4032,&quot;aspectRatioH&quot;:3024}}' alt="Documentation to cross the Canadian border."> </p></div> <span> <figcaption e-name="image-caption"> <span>Documentation to cross the Canadian border.</span> <span> <span e-name="image-source" itemprop="creditText">Talia Lakritz/Business Insider</span> </span> </figcaption> </span> </figure> <p>The orange boarding continue signaled that my passport had been validated.</p> </div> <div> <p> <h2>Then, it was period to board.</h2> </p> <figure data-type="img" e-name="image-figure-image" data-media-container="image" itemscope itemtype="https://schema.org/ImageObject" role="button" tabindex="0" aria-label="Click to open depiction in exhibition view"> <div> <p><img src="image/svg+xml,%3Csvg%20xmlns=&#039;http://www.w3.org/2000/svg&#039;%20viewBox=&#039;0%200%201%201&#039;%3E%3C/svg%3E" data-content-type="image/jpeg" data-srcs='//i.insider.com/6ae8c728d8cc18cf79510281&quot;:{&quot;contentType&quot;:&quot;image/jpeg&quot;,&quot;aspectRatioW&quot;:4032,&quot;aspectRatioH&quot;:3024}}' alt="An Amtrak Cascades train car."> </p></div> <span> <figcaption e-name="image-caption"> <span>An Amtrak Cascades train car.</span> <span> <span e-name="image-source" itemprop="creditText">Talia Lakritz/Business Insider</span> </span> </figcaption> </span> </figure> <p>The train arrived comparatively on period &mdash; lone six minutes late.</p> </div> <div> <p> <h2>The train car was plainly an older model, alongside cloth seats that showed signs of deteriorate and tear.</h2> </p> <figure data-type="img" e-name="image-figure-image" data-media-container="image" itemscope itemtype="https://schema.org/ImageObject" role="button" tabindex="0" aria-label="Click to open depiction in exhibition view"> <div> <p><img src="image/svg+xml,%3Csvg%20xmlns=&#039;http://www.w3.org/2000/svg&#039;%20viewBox=&#039;0%200%201%201&#039;%3E%3C/svg%3E" data-content-type="image/jpeg" data-srcs='//i.insider.com/6ae8c7288bd5d6547af34b08&quot;:{&quot;contentType&quot;:&quot;image/jpeg&quot;,&quot;aspectRatioW&quot;:4032,&quot;aspectRatioH&quot;:3024}}' alt="A place on an Amtrak Cascades train car."> </p></div> <span> <figcaption e-name="image-caption"> <span>A place on an Amtrak Cascades train car.</span> <span> <span e-name="image-source" itemprop="creditText">Talia Lakritz/Business Insider</span> </span> </figcaption> </span> </figure> <div> <p>Some of the seats were so shredded that it looked akin a cat had clawed at them.</p><p>My colleague, Business Insider journey newsman Joey Hadden, rode a newer <a href="https://en.mycoding.id/category/business" target="_blank" data-track-click='&quot;bi_value_unassigned&quot;}' rel="">Cascades train between Seattle and Vancouver</a> in 2025, which featured plush leather seats &mdash; a additional representative Amtrak experience.</p><p>Amtrak did not react to a petition for comment from Business Insider.</p> </div> </div> <div> <p> <h2>Still, there was plentifulness of legroom underneath my seat.</h2> </p> <figure data-type="img" e-name="image-figure-image" data-media-container="image" itemscope itemtype="https://schema.org/ImageObject" role="button" tabindex="0" aria-label="Click to open depiction in exhibition view"> <div> <p><img src="image/svg+xml,%3Csvg%20xmlns=&#039;http://www.w3.org/2000/svg&#039;%20viewBox=&#039;0%200%201%201&#039;%3E%3C/svg%3E" data-content-type="image/jpeg" data-srcs='//i.insider.com/6ae8c728f3bee449b3d2a406&quot;:{&quot;contentType&quot;:&quot;image/jpeg&quot;,&quot;aspectRatioW&quot;:4032,&quot;aspectRatioH&quot;:3024}}' alt="Legroom on Amtrak Cascades."> </p></div> <span> <figcaption e-name="image-caption"> <span>Legroom on Amtrak Cascades.</span> <span> <span e-name="image-source" itemprop="creditText">Talia Lakritz/Business Insider</span> </span> </figcaption> </span> </figure> <p>My partner and I had adequate area to shop our backpacks and our bag of snacks underneath our seats.</p> </div> <div> <p> <h2>The train car additionally included configurations of four seats all facing chief tables.</h2> </p> <figure data-type="img" e-name="image-figure-image" data-media-container="image" itemscope itemtype="https://schema.org/ImageObject" role="button" tabindex="0" aria-label="Click to open depiction in exhibition view"> <div> <p><img src="image/svg+xml,%3Csvg%20xmlns=&#039;http://www.w3.org/2000/svg&#039;%20viewBox=&#039;0%200%201%201&#039;%3E%3C/svg%3E" data-content-type="image/jpeg" data-srcs='//i.insider.com/6ae8c728f3bee449b3d2a405&quot;:{&quot;contentType&quot;:&quot;image/jpeg&quot;,&quot;aspectRatioW&quot;:4032,&quot;aspectRatioH&quot;:3024}}' alt="Seats on an Amtrak Cascades train car."> </p></div> <span> <figcaption e-name="image-caption"> <span>Seats on an Amtrak Cascades train car.</span> <span> <span e-name="image-source" itemprop="creditText">Talia Lakritz/Business Insider</span> </span> </figcaption> </span> </figure> <p>Signs at the tables stated that these arrangements were reserved for parties of three or more.</p> </div> <div> <p> <h2>Amtrak's WiFi was powerful adequate to observe the final equivalent of the World Series live alongside minimal buffering.</h2> </p> <figure data-type="img" e-name="image-figure-image" data-media-container="image" itemscope itemtype="https://schema.org/ImageObject" role="button" tabindex="0" aria-label="Click to open depiction in exhibition view"> <div> <p><img src="image/svg+xml,%3Csvg%20xmlns=&#039;http://www.w3.org/2000/svg&#039;%20viewBox=&#039;0%200%201%201&#039;%3E%3C/svg%3E" data-content-type="image/jpeg" data-srcs='//i.insider.com/6ae8c931f3bee449b3d2a40d&quot;:{&quot;contentType&quot;:&quot;image/jpeg&quot;,&quot;aspectRatioW&quot;:4032,&quot;aspectRatioH&quot;:3024}}' alt="Using Amtrak&#039;s WiFi."> </p></div> <span> <figcaption e-name="image-caption"> <span>Using Amtrak's WiFi.</span> <span> <span e-name="image-source" itemprop="creditText">Talia Lakritz/Business Insider</span> </span> </figcaption> </span> </figure> <p><a href="https://en.mycoding.id/category/business" target="_blank" data-track-click='&quot;bi_value_unassigned&quot;}' rel="">I'm from Wisconsin</a>, so the capability to observe the Milwaukee Brewers win the World Series was crucial.</p> </div> <div> <p> <h2>The sea views were additionally stunning alongside the journey.</h2> </p> <figure data-type="img" e-name="image-figure-image" data-media-container="image" itemscope itemtype="https://schema.org/ImageObject" role="button" tabindex="0" aria-label="Click to open depiction in exhibition view"> <div> <p><img src="image/svg+xml,%3Csvg%20xmlns=&#039;http://www.w3.org/2000/svg&#039;%20viewBox=&#039;0%200%201%201&#039;%3E%3C/svg%3E" data-content-type="image/jpeg" data-srcs='//i.insider.com/6ae8c931d8cc18cf7951028c&quot;:{&quot;contentType&quot;:&quot;image/jpeg&quot;,&quot;aspectRatioW&quot;:4032,&quot;aspectRatioH&quot;:3024}}' alt="Ocean views alongside the journey from Seattle to Vancouver."> </p></div> <span> <figcaption e-name="image-caption"> <span>Ocean views alongside the journey from Seattle to Vancouver.</span> <span> <span e-name="image-source" itemprop="creditText">Talia Lakritz/Business Insider</span> </span> </figcaption> </span> </figure> <p>Our train remaining a small bit following 6 p.m., so we got to see the sunset glowing complete the horizon.</p> </div> <div> <p> <h2>Like most Amtrak trains, the Cascades washroom was roomy and well-equipped.</h2> </p> <figure data-type="img" e-name="image-figure-image" data-media-container="image" itemscope itemtype="https://schema.org/ImageObject" role="button" tabindex="0" aria-label="Click to open depiction in exhibition view"> <div> <p><img src="image/svg+xml,%3Csvg%20xmlns=&#039;http://www.w3.org/2000/svg&#039;%20viewBox=&#039;0%200%201%201&#039;%3E%3C/svg%3E" data-content-type="image/jpeg" data-srcs='//i.insider.com/6ae8c9318bd5d6547af34b14&quot;:{&quot;contentType&quot;:&quot;image/jpeg&quot;,&quot;aspectRatioW&quot;:4032,&quot;aspectRatioH&quot;:3024}}' alt="A washroom on an Amtrak Cascades train car."> </p></div> <span> <figcaption e-name="image-caption"> <span>A washroom on an Amtrak Cascades train car.</span> <span> <span e-name="image-source" itemprop="creditText">Talia Lakritz/Business Insider</span> </span> </figcaption> </span> </figure> <p>There was plentifulness of area to move around, dissimilar cramped airplane lavatories.</p> </div> <div> <p> <h2>The caf&eacute; car sold a range of meals, snacks, and beverages, alongside the prices listed in US dollars.</h2> </p> <figure data-type="img" e-name="image-figure-image" data-media-container="image" itemscope itemtype="https://schema.org/ImageObject" role="button" tabindex="0" aria-label="Click to open depiction in exhibition view"> <div> <p><img src="image/svg+xml,%3Csvg%20xmlns=&#039;http://www.w3.org/2000/svg&#039;%20viewBox=&#039;0%200%201%201&#039;%3E%3C/svg%3E" data-content-type="image/jpeg" data-srcs='//i.insider.com/6ae8c931d8cc18cf7951028e&quot;:{&quot;contentType&quot;:&quot;image/jpeg&quot;,&quot;aspectRatioW&quot;:4032,&quot;aspectRatioH&quot;:3024}}' alt="The list in the Amtrak Cascades café car."> </p></div> <span> <figcaption e-name="image-caption"> <span>The list in the Amtrak Cascades caf&eacute; car.</span> <span> <span e-name="image-source" itemprop="creditText">Talia Lakritz/Business Insider</span> </span> </figcaption> </span> </figure> <p>I bought a ginger ale for $2.50 since I was emotion a bit nauseous from the train's rocking motion.</p> </div> <div> <p> <h2>A sign in the two English and French informed passengers that the caf&eacute; car was no longer accepting Canadian coins.</h2> </p> <figure data-type="img" e-name="image-figure-image" data-media-container="image" itemscope itemtype="https://schema.org/ImageObject" role="button" tabindex="0" aria-label="Click to open depiction in exhibition view"> <div> <p><img src="image/svg+xml,%3Csvg%20xmlns=&#039;http://www.w3.org/2000/svg&#039;%20viewBox=&#039;0%200%201%201&#039;%3E%3C/svg%3E" data-content-type="image/jpeg" data-srcs='//i.insider.com/6ae8c9318bd5d6547af34b13&quot;:{&quot;contentType&quot;:&quot;image/jpeg&quot;,&quot;aspectRatioW&quot;:4032,&quot;aspectRatioH&quot;:3024}}' alt="A sign concerning Canadian coins on Amtrak Cascades."> </p></div> <span> <figcaption e-name="image-caption"> <span>A sign concerning Canadian coins on Amtrak Cascades.</span> <span> <span e-name="image-source" itemprop="creditText">Talia Lakritz/Business Insider</span> </span> </figcaption> </span> </figure> <p>Canadian document prosperity was motionless accepted, alongside alongside credit cards.</p> </div> <div> <p> <h2>When the train reached the Canadian border, we were told to remain seated during Canada Border Services Agency members checked passports.</h2> </p> <figure data-type="img" e-name="image-figure-image" data-media-container="image" itemscope itemtype="https://schema.org/ImageObject" role="button" tabindex="0" aria-label="Click to open depiction in exhibition view"> <div> <p><img src="image/svg+xml,%3Csvg%20xmlns=&#039;http://www.w3.org/2000/svg&#039;%20viewBox=&#039;0%200%201%201&#039;%3E%3C/svg%3E" data-content-type="image/jpeg" data-srcs='//i.insider.com/6ae8c931f3bee449b3d2a40e&quot;:{&quot;contentType&quot;:&quot;image/jpeg&quot;,&quot;aspectRatioW&quot;:4032,&quot;aspectRatioH&quot;:3024}}' alt="Documents to cross the Canadian border."> </p></div> <span> <figcaption e-name="image-caption"> <span>Documents to cross the Canadian border.</span> <span> <span e-name="image-source" itemprop="creditText">Talia Lakritz/Business Insider</span> </span> </figcaption> </span> </figure> <p>The conductor announced ongoing that the restrooms would be closed during the inspection. Since it wasn't a extremely complete train, the passport checks lone took concerning 15 minutes.</p> </div> <div> <p> <h2>The train afterward proceeded the remainder of the way to Vancouver, anywhere we went through customs.</h2> </p> <figure data-type="img" e-name="image-figure-image" data-media-container="image" itemscope itemtype="https://schema.org/ImageObject" role="button" tabindex="0" aria-label="Click to open depiction in exhibition view"> <div> <p><img src="image/svg+xml,%3Csvg%20xmlns=&#039;http://www.w3.org/2000/svg&#039;%20viewBox=&#039;0%200%201%201&#039;%3E%3C/svg%3E" data-content-type="image/jpeg" data-srcs='//i.insider.com/6ae8c931d8cc18cf7951028d&quot;:{&quot;contentType&quot;:&quot;image/jpeg&quot;,&quot;aspectRatioW&quot;:4032,&quot;aspectRatioH&quot;:3024}}' alt="Going through customs in Vancouver."> </p></div> <span> <figcaption e-name="image-caption"> <span>Going through customs in Vancouver.</span> <span> <span e-name="image-source" itemprop="creditText">Talia Lakritz/Business Insider</span> </span> </figcaption> </span> </figure> <p>The customs row snaked exterior the position in the chilly autumn air, which I wasn't expecting, but it moved quickly. Still, I was glad I'd kept my coat on me and not in my suitcase.</p> </div> <div> <p> <h2>Getting to Canada by train was uncomplicated and affordable &mdash; a fraction of what it would have disbursal to fly or rent a car.</h2> </p> <figure data-type="img" e-name="image-figure-image" data-media-container="image" itemscope itemtype="https://schema.org/ImageObject" role="button" tabindex="0" aria-label="Click to open depiction in exhibition view"> <div> <p><img src="image/svg+xml,%3Csvg%20xmlns=&#039;http://www.w3.org/2000/svg&#039;%20viewBox=&#039;0%200%201%201&#039;%3E%3C/svg%3E" data-content-type="image/jpeg" data-srcs='//i.insider.com/6ae8c931f3bee449b3d2a40f&quot;:{&quot;contentType&quot;:&quot;image/jpeg&quot;,&quot;aspectRatioW&quot;:4032,&quot;aspectRatioH&quot;:3024}}' alt="Arriving in Vancouver."> </p></div> <span> <figcaption e-name="image-caption"> <span>Arriving in Vancouver.</span> <span> <span e-name="image-source" itemprop="creditText">Talia Lakritz/Business Insider</span> </span> </figcaption> </span> </figure> <div> <p>Flights from Seattle to Vancouver during my trip started at concerning $350, and the rental car I used during the archetypal fractional of the trip disbursal $58 per day. </p><p>At concerning $22, taking the train to Canada, equal if it took a few hours longer than driving or flying, was the most cost-effective choice &mdash; without the hassle of <a href="https://en.mycoding.id/category/business" target="_blank" data-track-click='&quot;bi_value_unassigned&quot;}' rel="">airport safety lines</a> or <a href="https://en.mycoding.id/category/business" target="_blank" data-track-click='&quot;bi_value_unassigned&quot;}' rel="">skyrocketing gas prices</a>.</p> </div> </div> </div> </div> <h2>Read next</h2> <div data-recommendations-content data-track-click-shared='&quot;Read next&quot;}'> <div e-name="read-next-list" data-recommendations-list> <span> <p><img src="image/svg+xml,%3Csvg%20xmlns=&#039;http://www.w3.org/2000/svg&#039;%20viewBox=&#039;0%200%201%201&#039;%3E%3C/svg%3E" data-src="/public/assets/logos/placeholder.png" alt=""> </p> </span> <h3> <span>Business Insider tells the innovative stories you desire to know</span> </h3> <span> <p><img src="image/svg+xml,%3Csvg%20xmlns=&#039;http://www.w3.org/2000/svg&#039;%20viewBox=&#039;0%200%201%201&#039;%3E%3C/svg%3E" data-src="/public/assets/logos/placeholder.png" alt=""> </p> </span> <h3> <span>Business Insider tells the innovative stories you desire to know</span> </h3> <span> <p><img src="image/svg+xml,%3Csvg%20xmlns=&#039;http://www.w3.org/2000/svg&#039;%20viewBox=&#039;0%200%201%201&#039;%3E%3C/svg%3E" data-src="/public/assets/logos/placeholder.png" alt=""> </p> </span> <h3> <span>Business Insider tells the innovative stories you desire to know</span> </h3> <span> <p><img src="image/svg+xml,%3Csvg%20xmlns=&#039;http://www.w3.org/2000/svg&#039;%20viewBox=&#039;0%200%201%201&#039;%3E%3C/svg%3E" data-src="/public/assets/logos/placeholder.png" alt=""> </p> </span> <h3> <span>Business Insider tells the innovative stories you desire to know</span> </h3> </div> </div> <a e-name="read-next-image-link" data-recommendations-image-link data-recommendations-link tabindex="-1"> <p><img alt=""> </p> </a> <h3> <a e-name="read-next-title-link" data-recommendations-link data-recommendations-title></a> </h3>]]></content:encoded> <guid isPermaLink="true">https://en.mycoding.id/i-took-amtrak-from-seattle-to-vancouver-in-coach-for-22-here-s-what-it-s-like-to-cross-the-us-canada-border-by-train-76235</guid> <pubDate>Mon, 09 Nov 2026 10:11:01 +0700</pubDate> <author><![CDATA[support@mycoding.id (Talia Lakritz)]]></author> </item> <item> <title><![CDATA[Trump says the administration once threatened the leader of a big AI company with jail time]]></title> <description><![CDATA[Trump says the administration once threatened the leader of a big AI company with jail time. &quot;We said, 'Do you akin the color orange?'&quot; Trump recounted. &quot;We said, 'Go residence correct now. See your spouse and children. Give them a buss fine night...]]></description> <media:thumbnail url="https://i.insider.com/6af1863580d4b24f18347740?width=1200&amp;format=jpeg"/> <category><![CDATA[Business]]></category> <link>https://en.mycoding.id/trump-says-the-administration-once-threatened-the-leader-of-a-big-ai-company-with-jail-time-76236</link> <content:encoded><![CDATA[<div e-name="post-hero" data-component-type="post-hero" data-load-strategy="exclude"> <figure data-type="img" e-name="image-figure-image" data-media-container="image" itemscope itemtype="https://schema.org/ImageObject"> <div> <p><img src="https://i.insider.com/6af17f4580d4b24f18347731?width=2000&amp;format=jpeg&amp;auto=webp" srcset="https://i.insider.com/6af17f4580d4b24f18347731?width=400&amp;format=jpeg&amp;auto=webp 400w, https://i.insider.com/6af17f4580d4b24f18347731?width=500&amp;format=jpeg&amp;auto=webp 500w, https://i.insider.com/6af17f4580d4b24f18347731?width=700&amp;format=jpeg&amp;auto=webp 700w, https://i.insider.com/6af17f4580d4b24f18347731?width=1000&amp;format=jpeg&amp;auto=webp 1000w, https://i.insider.com/6af17f4580d4b24f18347731?width=1300&amp;format=jpeg&amp;auto=webp 1300w, https://i.insider.com/6af17f4580d4b24f18347731?width=2000&amp;format=jpeg&amp;auto=webp 2000w" sizes=" 1280px) 900px" alt="Donald Trump stands in a dreary environment wearing a navy lawsuit and brilliant blue tie under theatrical lighting." decoding="sync"> </p></div> <figcaption e-name="image-caption"> <span e-name="image-source" itemprop="creditText">Andrew Harnik/Getty Images</span> <svg aria-hidden="true" focusable="false" xmlns="http://www.w3.org/2000/svg" width="1em" height="1em" viewbox="0 0 24 24"> <path fill="currentColor" fill-rule="evenodd" d="m4.56 18.5 7.486-7.72 7.394 7.626 2.56-2.64L12.046 5.5 2 15.86l2.56 2.64Z"></path> </svg> <span>President Donald Trump.</span> </figcaption> </figure> </div> <div data-component-type="image-modal" data-load-strategy="lazy"> <p>President Donald Trump stated his administration had formerly threatened the chief of a important AI business alongside jail time.</p><p>Speaking on an event of "60 Minutes" that aired on Sunday night, Trump stated that his squad encountered "a circumstance anywhere person was reported to us to be doing item bad alongside AI."</p><p>"We called them extremely powerfully and said, get prepared to go to jail. Please provision your spouse a buss goodnight," Trump said.</p><p>Trump stated that he could not disclose who the individual or the business was. But whenever pressed by presenter Ross Douthat on whether it was "a chief of a important AI company," Trump stated the idiosyncratic was from "one of the big ones."</p><p>Representatives for the Trump White House and the Department of Justice did not immediately react to a petition for comment from Business Insider.</p><p>"We said, 'Do you akin the color orange?'" Trump recounted.</p><p>"We said, 'Go residence correct now. See your spouse and children. Give them a buss fine night,'" Trump added. "Because tomorrow morning, you're going to jail."</p><p>After saying the unnamed administrator had "totally changed everything" following the alleged warning, Trump stated he did not accept the behavior had been malicious &mdash; although he added that it "coulda been malicious."</p><p>Trump's comments were part of a broader conversation on "60 Minutes" concerning whether the US should dilatory the betterment of advanced AI.</p> <p>Douthat asked Trump concerning community unease complete data centers, and <a href="https://en.mycoding.id/category/business" target="_blank" data-track-click='&quot;bi_value_unassigned&quot;}' rel="">warnings from several AI leaders</a> that the innovation could stance catastrophic risks. Trump stated he supported the innovation partially since he viewed it as a competition alongside China.</p><p>And whenever asked whether he would assistance AI-safety guardrails, Trump stated he did not intellect them, but asserted that the US could not location itself in "a profound second position" versus China.</p><p>"We're foremost figure one. And China has no guardrails, by the way," Trump said.</p><p>Trump added that the US would be at an "unbelievable disadvantage" if it did not continue evolving the technology.</p><p>Trump has spent much of his second term gathering alongside AI leaders and extracting commitments from them. In January 2025, he announced the Stargate infrastructure project alongside OpenAI's Sam Altman, Oracle's Larry Ellison, and SoftBank's Masayoshi Son. In March, Amazon, Google, Meta, Microsoft, OpenAI, Oracle, and xAI signed his White House data-center power pledge.</p><p>More recently, Trump hosted a <a href="https://en.mycoding.id/category/business" target="_blank" data-track-click='&quot;bi_value_unassigned&quot;}' rel="">September White House gathering</a> alongside Google's Sundar Pichai, <a href="https://en.mycoding.id/category/business" target="_blank" data-track-click='&quot;bi_value_unassigned&quot;}' rel="">Anthropic's Dario Amodei</a>, Meta's Mark Zuckerberg, OpenAI's Greg Brockman, xAI's Elon Musk, and <a href="https://en.mycoding.id/category/business" target="_blank" data-track-click='&quot;bi_value_unassigned&quot;}' rel="">Nvidia's Jensen Huang</a>. They signed a voluntary safety accord calling for inner controls, exterior evaluations, and commission oversight. Trump described it as "morally binding."</p> </div> <h2>Read next</h2> <div data-recommendations-content data-track-click-shared='&quot;Read next&quot;}'> <div e-name="read-next-list" data-recommendations-list> <span> <p><img src="image/svg+xml,%3Csvg%20xmlns=&#039;http://www.w3.org/2000/svg&#039;%20viewBox=&#039;0%200%201%201&#039;%3E%3C/svg%3E" data-src="/public/assets/logos/placeholder.png" alt=""> </p> </span> <h3> <span>Business Insider tells the innovative stories you desire to know</span> </h3> <span> <p><img src="image/svg+xml,%3Csvg%20xmlns=&#039;http://www.w3.org/2000/svg&#039;%20viewBox=&#039;0%200%201%201&#039;%3E%3C/svg%3E" data-src="/public/assets/logos/placeholder.png" alt=""> </p> </span> <h3> <span>Business Insider tells the innovative stories you desire to know</span> </h3> <span> <p><img src="image/svg+xml,%3Csvg%20xmlns=&#039;http://www.w3.org/2000/svg&#039;%20viewBox=&#039;0%200%201%201&#039;%3E%3C/svg%3E" data-src="/public/assets/logos/placeholder.png" alt=""> </p> </span> <h3> <span>Business Insider tells the innovative stories you desire to know</span> </h3> <span> <p><img src="image/svg+xml,%3Csvg%20xmlns=&#039;http://www.w3.org/2000/svg&#039;%20viewBox=&#039;0%200%201%201&#039;%3E%3C/svg%3E" data-src="/public/assets/logos/placeholder.png" alt=""> </p> </span> <h3> <span>Business Insider tells the innovative stories you desire to know</span> </h3> </div> </div> <a e-name="read-next-image-link" data-recommendations-image-link data-recommendations-link tabindex="-1"> <p><img alt=""> </p> </a> <h3> <a e-name="read-next-title-link" data-recommendations-link data-recommendations-title></a> </h3> <div data-component-type="post-bottom-authors" data-load-strategy="exclude" data-track-view='&quot;module_in_view&quot;}' data-track-click-shared='&quot;navigation&quot;}'> <div data-track-view='&quot;module_in_view&quot;}'> <div> <p><span>Cheryl is the elder news publishing company for Business Insider&rsquo;s Asia agency in Singapore. She and her squad shield earth endeavor and tech news, including AI, person and office trends, and armed forces technology. She frequently speaks to global media concerning top news stories &mdash; delight email her for bookings.</span><span>As a writer, Cheryl's interests contain the endeavor of nerdworld and K-pop. She covers crews specified as Critical Role and Dimension 20, new releases in mobile and video gaming, and the artists, fandoms, and endeavor trends shaping the K-pop industry.</span> </p> </div> </div> </div>]]></content:encoded> <guid isPermaLink="true">https://en.mycoding.id/trump-says-the-administration-once-threatened-the-leader-of-a-big-ai-company-with-jail-time-76236</guid> <pubDate>Mon, 09 Nov 2026 10:08:18 +0700</pubDate> <author><![CDATA[support@mycoding.id (Cheryl Teh)]]></author> </item> <item> <title><![CDATA[I used OpenAI's Dots to help me move offices. It spammed the movers with hundreds of emails.]]></title> <description><![CDATA[I used OpenAI's Dots to help me move offices. It spammed the movers with hundreds of emails.. &quot;It was taking a few days, and the movers motionless hadn't been finalized, so I looked at what it was doing,&quot; Robert Farlow said. &quot;It was mayhem.&quo...]]></description> <media:thumbnail url="https://i.insider.com/6aee37898f37e8e0b5baae10?width=1200&amp;format=jpeg"/> <category><![CDATA[Business]]></category> <link>https://en.mycoding.id/i-used-openai-s-dots-to-help-me-move-offices-it-spammed-the-movers-with-hundreds-of-emails-76237</link> <content:encoded><![CDATA[<div e-name="post-hero" data-component-type="post-hero" data-load-strategy="exclude"> <figure data-type="img" e-name="image-figure-image" data-media-container="image" itemscope itemtype="https://schema.org/ImageObject"> <div> <p><img src="https://i.insider.com/6aee377680d4b24f18347167?width=1300&amp;format=jpeg&amp;auto=webp" srcset="https://i.insider.com/6aee377680d4b24f18347167?width=400&amp;format=jpeg&amp;auto=webp 400w, https://i.insider.com/6aee377680d4b24f18347167?width=500&amp;format=jpeg&amp;auto=webp 500w, https://i.insider.com/6aee377680d4b24f18347167?width=700&amp;format=jpeg&amp;auto=webp 700w, https://i.insider.com/6aee377680d4b24f18347167?width=1000&amp;format=jpeg&amp;auto=webp 1000w, https://i.insider.com/6aee377680d4b24f18347167?width=1300&amp;format=jpeg&amp;auto=webp 1300w" sizes=" 1280px) 900px" alt="Plato cofounder Robert Farlow is pictured." decoding="sync"> </p></div> <figcaption e-name="image-caption"> <span e-name="image-source" itemprop="creditText">Robert Farlow</span> <svg aria-hidden="true" focusable="false" xmlns="http://www.w3.org/2000/svg" width="1em" height="1em" viewbox="0 0 24 24"> <path fill="currentColor" fill-rule="evenodd" d="m4.56 18.5 7.486-7.72 7.394 7.626 2.56-2.64L12.046 5.5 2 15.86l2.56 2.64Z"></path> </svg> <span>Plato cofounder Robert Farlow asked a OpenAI's Dot delegate to assistance coordinate his agency move. It spammed the movers, coverage workers, and construction managers alongside repeated emails.</span> </figcaption> </figure> </div> <div data-component-type="image-modal" data-load-strategy="lazy"> <p><em>This as-told-to composition is according to a conversation alongside Robert Farlow, the 27-year-old originator of the AI startup Plato. He is based in San Francisco. This composition has been edited for dimension and clarity. OpenAI did not react to Business Insider's petition for comment.</em></p><p>We fair raised a new fundraising round, and we're expanding the squad a lot. So we're getting a new, <a href="https://en.mycoding.id/category/business" target="_blank" data-track-click='&quot;bi_value_unassigned&quot;}' rel="">bigger office</a>.</p><p>It's specified a headache. There's so much coverage material and coordinating alongside the movers. The construction managers necessitate coverage whenever the movers arrive in. We additionally had to get new coverage to justify we were in compliance alongside the new lease.</p><p>I use all of the AI agents. Instinct helps me at the gym, and <a href="https://en.mycoding.id/category/business" target="_blank" data-track-click='&quot;bi_value_unassigned&quot;}' rel="">Grok Bot</a> takes snack orders at my business and buys them on Amazon. I would've had to ask Claude or ChatGPT concerning the move anyway, since I don't cognize much concerning insurance.</p><p>So, I idea I'd provision this project <a href="https://en.mycoding.id/category/business" target="_blank" data-track-click='&quot;bi_value_unassigned&quot;}' rel="">to Dot</a> and let it obtain it from there.</p><p>I had established a communication for insurance. I said: "We're moving to this office. You can peruse my emails to discover out the details. Just get it done." A brace of times it sent me a bunch of texts. I said: "Just please, get it done."</p><p>It was taking a few days, and the movers motionless hadn't been finalized, so I looked at what it was doing.</p><p>It was mayhem.</p><p>It was sending multiple back-to-back messages to the movers, triple- and quadruple-emailing, giving all small update concerning everything.</p> <p>They projected several times and said, "How's 9 a.m.?" It followed up: "Is that Pacific Time?" It needed clarification on all sole thing, so it fair kept bombarding them alongside questions.</p><p>There were additionally the <a href="https://en.mycoding.id/category/business" target="_blank" data-track-click='&quot;bi_value_unassigned&quot;}' rel="">insurance people</a>, our current construction managers, and our new construction managers. In several cases, it was emailing all of them at the identical time.</p> <figure data-type="img" e-name="image-figure-image" data-media-container="image" role="button" tabindex="0" aria-label="Click to open depiction in exhibition view" itemscope="" itemtype="https://schema.org/ImageObject"> <div> <p><img src="image/svg+xml,%3C%3Fxml%20version=&#039;1.0&#039;%20encoding=&#039;UTF-8&#039;%3F%3E%3Csvg%20xmlns=&#039;http://www.w3.org/2000/svg&#039;%20width=&#039;1&#039;%20height=&#039;1&#039;/%3E" data-content-type="image/png" data-srcs='//i.insider.com/6aee39abeaa5e46dca227ca0&quot;:{&quot;contentType&quot;:&quot;image/png&quot;,&quot;aspectRatioW&quot;:906,&quot;aspectRatioH&quot;:418}}' alt="An email from Robert Farlow&#039;s construction manager, anywhere she says the email sequence was too ample to open."> </p></div> <span> <figcaption e-name="image-caption"> The email sequence grew too ample for Robert Farlow's new construction manager.&nbsp; <span e-name="image-source" itemprop="creditText"> Robert Farlow </span> </figcaption> </span> </figure> <p>The new construction director had to create a new thread since the existing one was too large.</p><p>It was telling them material concerning the another parties, too. It was telling the movers concerning Brian, our construction manager. They don't need to cognize that. It was giving them way too much information.</p><p>To all parties, it likely sent about 300 emails in a few days.</p><p>At first, they didn't cognize it was AI. Clearly, the movers caught on. I think the another parties never established out; they likely fair idea it was several annoying guy spamming them alongside a bunch of another stuff.</p> <figure data-type="img" e-name="image-figure-image" data-media-container="image" role="button" tabindex="0" aria-label="Click to open depiction in exhibition view" itemscope="" itemtype="https://schema.org/ImageObject"> <div> <p><img src="image/svg+xml,%3C%3Fxml%20version=&#039;1.0&#039;%20encoding=&#039;UTF-8&#039;%3F%3E%3Csvg%20xmlns=&#039;http://www.w3.org/2000/svg&#039;%20width=&#039;1&#039;%20height=&#039;1&#039;/%3E" data-content-type="image/png" data-srcs='//i.insider.com/6aee393ceaa5e46dca227c98&quot;:{&quot;contentType&quot;:&quot;image/png&quot;,&quot;aspectRatioW&quot;:738,&quot;aspectRatioH&quot;:490}}' alt="An email from a moving business Robert Farlow said to, which was disappointed concerning emailing an AI agent."> </p></div> <span> <figcaption e-name="image-caption"> Farlow's movers caught on and stated they did not have the bandwidth to answer his AI agent's questions.&nbsp; <span e-name="image-source" itemprop="creditText"> Robert Farlow </span> </figcaption> </span> </figure> <p>I saw the email from the movers and felt so bad. I'm like, "What did I do?" I <a href="https://en.mycoding.id/category/business" target="_blank" data-track-click='&quot;bi_value_unassigned&quot;}' rel="">shut the Dot down</a> correct following I saw it. I haven't responded yet, but I desire to react since I put them through a lot.</p><p>It didn't activity out alongside those movers anyways, since they didn't have the necessary insurance. I got several another movers, and I didn't use Dot this time. I motionless use AI to draft, but I assessment it before sending.</p><p>The models volition get improved at this, and I think you're going to see additional of this. For now, unless you're entirely certain the models volition do a fine job, you should assessment everything your Dot does.</p><p>But I additionally think this is a glance of what the forthcoming volition appearance like. Soon, it'll be another agent, not a person, responding to all this.</p> </div> <h2>Read next</h2> <div data-recommendations-content data-track-click-shared='&quot;Read next&quot;}'> <div e-name="read-next-list" data-recommendations-list> <span> <p><img src="image/svg+xml,%3Csvg%20xmlns=&#039;http://www.w3.org/2000/svg&#039;%20viewBox=&#039;0%200%201%201&#039;%3E%3C/svg%3E" data-src="/public/assets/logos/placeholder.png" alt=""> </p> </span> <h3> <span>Business Insider tells the innovative stories you desire to know</span> </h3> <span> <p><img src="image/svg+xml,%3Csvg%20xmlns=&#039;http://www.w3.org/2000/svg&#039;%20viewBox=&#039;0%200%201%201&#039;%3E%3C/svg%3E" data-src="/public/assets/logos/placeholder.png" alt=""> </p> </span> <h3> <span>Business Insider tells the innovative stories you desire to know</span> </h3> <span> <p><img src="image/svg+xml,%3Csvg%20xmlns=&#039;http://www.w3.org/2000/svg&#039;%20viewBox=&#039;0%200%201%201&#039;%3E%3C/svg%3E" data-src="/public/assets/logos/placeholder.png" alt=""> </p> </span> <h3> <span>Business Insider tells the innovative stories you desire to know</span> </h3> <span> <p><img src="image/svg+xml,%3Csvg%20xmlns=&#039;http://www.w3.org/2000/svg&#039;%20viewBox=&#039;0%200%201%201&#039;%3E%3C/svg%3E" data-src="/public/assets/logos/placeholder.png" alt=""> </p> </span> <h3> <span>Business Insider tells the innovative stories you desire to know</span> </h3> </div> </div> <a e-name="read-next-image-link" data-recommendations-image-link data-recommendations-link tabindex="-1"> <p><img alt=""> </p> </a> <h3> <a e-name="read-next-title-link" data-recommendations-link data-recommendations-title></a> </h3> <div data-component-type="post-bottom-authors" data-load-strategy="exclude" data-track-view='&quot;module_in_view&quot;}' data-track-click-shared='&quot;navigation&quot;}'> <div data-track-view='&quot;module_in_view&quot;}'> <div> <p><span>Henry Chandonnet is a elder newsman on the Business News desk. He writes concerning tech culture, from Silicon Valley's startup category to the mundane AI user. He additionally closely covers Big Tech and the workplace.&nbsp;</span><span>Henry earlier wrote for Fast Company, anywhere he covered trending tech news. He's written for The Daily Beast, People Magazine, and Vulture.</span><span>Email Henry at hchandonnet@insider.com, attain him on Signal at henrychand.30, or prosecute him on X @HenryChandonnet.&nbsp;</span><span></span> </p> </div> </div> </div>]]></content:encoded> <guid isPermaLink="true">https://en.mycoding.id/i-used-openai-s-dots-to-help-me-move-offices-it-spammed-the-movers-with-hundreds-of-emails-76237</guid> <pubDate>Mon, 09 Nov 2026 10:00:01 +0700</pubDate> <author><![CDATA[support@mycoding.id (Henry Chandonnet)]]></author> </item> <item> <title><![CDATA[Google’s AI Features Sent One Site An Estimated 21% Of Its Clicks]]></title> <description><![CDATA[Google’s AI Features Sent One Site An Estimated 21% Of Its Clicks. One location opted out of Google’s AI features to evaluation its clicks from AI Overviews and AI Mode, affirmative a imaginable lift on regular listings. The article Google’s AI ...]]></description> <media:thumbnail url="https://en.mycoding.id/site/assets/img/og-image.png"/> <category><![CDATA[Business]]></category> <link>https://en.mycoding.id/google-s-ai-features-sent-one-site-an-estimated-21-of-its-clicks-76241</link> <content:encoded><![CDATA[<p>One location opted out of Google’s AI features to evaluation its clicks from AI Overviews and AI Mode, affirmative a imaginable lift on regular listings.</p> <p>The article <a href="https://en.mycoding.id/category/business" target="_blank">Google’s AI Features Sent One Site An Estimated 21% Of Its Clicks</a> appeared archetypal on <a href="https://en.mycoding.id/category/business" target="_blank">Search Engine Journal</a>.</p>]]></content:encoded> <guid isPermaLink="true">https://en.mycoding.id/google-s-ai-features-sent-one-site-an-estimated-21-of-its-clicks-76241</guid> <pubDate>Mon, 09 Nov 2026 10:00:00 +0700</pubDate> <author><![CDATA[support@mycoding.id (Matt G. Southern)]]></author> </item> <item> <title><![CDATA[Residential cruise ship Villa Vie Odyssey has been held in Singapore under a court order]]></title> <description><![CDATA[Residential cruise ship Villa Vie Odyssey has been held in Singapore under a court order. The vessel's creditors are handling benefit arrangements for the squad who remain aboard, Singapore harbor authorities said.]]></description> <media:thumbnail url="https://i.insider.com/6af15b5580d4b24f18347707?width=1200&amp;format=jpeg"/> <category><![CDATA[Business]]></category> <link>https://en.mycoding.id/residential-cruise-ship-villa-vie-odyssey-has-been-held-in-singapore-under-a-court-order-76230</link> <content:encoded><![CDATA[<div e-name="post-hero" data-component-type="post-hero" data-load-strategy="exclude"> <figure data-type="img" e-name="image-figure-image" data-media-container="image" itemscope itemtype="https://schema.org/ImageObject"> <div> <p><img src="https://i.insider.com/6ae3865d9bdea7d1607d2cd3?width=2000&amp;format=jpeg&amp;auto=webp" srcset="https://i.insider.com/6ae3865d9bdea7d1607d2cd3?width=400&amp;format=jpeg&amp;auto=webp 400w, https://i.insider.com/6ae3865d9bdea7d1607d2cd3?width=500&amp;format=jpeg&amp;auto=webp 500w, https://i.insider.com/6ae3865d9bdea7d1607d2cd3?width=700&amp;format=jpeg&amp;auto=webp 700w, https://i.insider.com/6ae3865d9bdea7d1607d2cd3?width=1000&amp;format=jpeg&amp;auto=webp 1000w, https://i.insider.com/6ae3865d9bdea7d1607d2cd3?width=1300&amp;format=jpeg&amp;auto=webp 1300w, https://i.insider.com/6ae3865d9bdea7d1607d2cd3?width=2000&amp;format=jpeg&amp;auto=webp 2000w" sizes=" 1280px) 900px" alt="An airborne perspective shows the Villa Vie Residences&#039; cruise container Odyssey docked at Sihanoukville port, Cambodia." decoding="sync"> </p></div> <figcaption e-name="image-caption"> <span e-name="image-source" itemprop="creditText">Suy SE / AFP via Getty Images</span> <svg aria-hidden="true" focusable="false" xmlns="http://www.w3.org/2000/svg" width="1em" height="1em" viewbox="0 0 24 24"> <path fill="currentColor" fill-rule="evenodd" d="m4.56 18.5 7.486-7.72 7.394 7.626 2.56-2.64L12.046 5.5 2 15.86l2.56 2.64Z"></path> </svg> <span>The Villa Vie Odyssey abruptly halted operations in Cambodia final month. The container is now under court-ordered detention in Singapore.</span> </figcaption> </figure> </div> <div data-component-type="image-modal" data-load-strategy="lazy"> <p>The <a href="https://en.mycoding.id/category/business" target="_blank" data-track-click='&quot;bi_value_unassigned&quot;}' rel="">Villa Vie Odyssey</a>, the residential cruise container that abruptly halted operations in Cambodia in delayed October, has been held in Singapore under a court order.</p><p>The container arrived in Singapore on Sunday and is now anchored in the country's harbor waters, the Maritime and Port Authority of Singapore told Business Insider in a statement.</p><p>"The container has been placed under apprehension pursuant to a court order," the declaration said. "The squad onboard are reported to be well, and arrangements for their benefit and wellbeing are being managed by the vessel's creditors. There are no passengers on board."</p><p>In Singapore, container arrests are civic admiralty proceedings: a court can command the Sheriff to clasp a container as safety for a claimant's lawful claim.</p><p>The Odyssey is listed on the Singapore Judiciary's catalog of vessels under Sheriff's arrest, although the listing does not disclose the underlying claim. The arresting solicitor, Helmsman LLC, did not immediately react to a petition for comment. </p><p>The court act comes small than two weeks following Villa Vie Residences suspended the ship's operations during it was docked in Sihanoukville, Cambodia, citing <a href="https://en.mycoding.id/category/business" target="_blank" data-track-click='&quot;bi_value_unassigned&quot;}' rel="">steep increases in energy costs</a>.</p><p>Passengers who said to Business Insider stated the <a href="https://en.mycoding.id/category/business" target="_blank" data-track-click='&quot;bi_value_unassigned&quot;}' rel="">final months aboard</a> were marked by repeated requests for prosperity from management, assistance cutbacks, and continual itinerary changes. When the container suspended operations, they stated they were stated lone <a href="https://en.mycoding.id/category/business" target="_blank" data-track-click='&quot;bi_value_unassigned&quot;}' rel="">eight hours</a> to disembark.</p><p>A collection of residents afterward made a <a href="https://en.mycoding.id/category/business" target="_blank" data-track-click='&quot;bi_value_unassigned&quot;}' rel="">last-ditch effort</a> to buy the Odyssey and keep it operating, but the scheme cut through.</p> </div> <h2>Read next</h2> <div data-recommendations-content data-track-click-shared='&quot;Read next&quot;}'> <div e-name="read-next-list" data-recommendations-list> <span> <p><img src="image/svg+xml,%3Csvg%20xmlns=&#039;http://www.w3.org/2000/svg&#039;%20viewBox=&#039;0%200%201%201&#039;%3E%3C/svg%3E" data-src="/public/assets/logos/placeholder.png" alt=""> </p> </span> <h3> <span>Business Insider tells the innovative stories you desire to know</span> </h3> <span> <p><img src="image/svg+xml,%3Csvg%20xmlns=&#039;http://www.w3.org/2000/svg&#039;%20viewBox=&#039;0%200%201%201&#039;%3E%3C/svg%3E" data-src="/public/assets/logos/placeholder.png" alt=""> </p> </span> <h3> <span>Business Insider tells the innovative stories you desire to know</span> </h3> <span> <p><img src="image/svg+xml,%3Csvg%20xmlns=&#039;http://www.w3.org/2000/svg&#039;%20viewBox=&#039;0%200%201%201&#039;%3E%3C/svg%3E" data-src="/public/assets/logos/placeholder.png" alt=""> </p> </span> <h3> <span>Business Insider tells the innovative stories you desire to know</span> </h3> <span> <p><img src="image/svg+xml,%3Csvg%20xmlns=&#039;http://www.w3.org/2000/svg&#039;%20viewBox=&#039;0%200%201%201&#039;%3E%3C/svg%3E" data-src="/public/assets/logos/placeholder.png" alt=""> </p> </span> <h3> <span>Business Insider tells the innovative stories you desire to know</span> </h3> </div> </div> <a e-name="read-next-image-link" data-recommendations-image-link data-recommendations-link tabindex="-1"> <p><img alt=""> </p> </a> <h3> <a e-name="read-next-title-link" data-recommendations-link data-recommendations-title></a> </h3> <div data-component-type="post-bottom-authors" data-load-strategy="exclude" data-track-view='&quot;module_in_view&quot;}' data-track-click-shared='&quot;navigation&quot;}'> <div data-track-view='&quot;module_in_view&quot;}'> <div> <p><span>Amanda is an award-winning elder newsman at Business Insider's Singapore bureau.</span><span>Her reporting explores how group navigate important existence transitions, including occupation changes, relocation, and retirement, alongside a particular concentration on the experiences of those living in Asia. She additionally writes concerning travel, culture, wellness, and relationships.</span><span>She earlier worked as a author and video manufacturer at a satisfied promotion agency in Singapore. She graduated from the University at Buffalo alongside a BA (Hons) in Sociology.</span> </p> </div> </div> </div>]]></content:encoded> <guid isPermaLink="true">https://en.mycoding.id/residential-cruise-ship-villa-vie-odyssey-has-been-held-in-singapore-under-a-court-order-76230</guid> <pubDate>Mon, 09 Nov 2026 09:36:13 +0700</pubDate> <author><![CDATA[support@mycoding.id (Amanda Goh)]]></author> </item> <item> <title><![CDATA[vLLM vs. Ollama: Which one should you use for LLM inference?]]></title> <description><![CDATA[vLLM vs. Ollama: Which one should you use for LLM inference?. Choose Ollama for simpler local betterment and example management, and vLLM for high-throughput conclusion whenever your app needs to grip [...] Read More... The po...]]></description> <media:thumbnail url="https://imagedelivery.net/LqiWLm-3MGbYHtFuUbcBtA/wp-content/uploads/sites/2/2026/11/vllm-vs-ollama-featured-image.png/public"/> <category><![CDATA[Technology]]></category> <link>https://en.mycoding.id/vllm-vs-ollama-which-one-should-you-use-for-llm-inference-76240</link> <content:encoded><![CDATA[<p>Choose Ollama for simpler local betterment and example management, and vLLM for high-throughput conclusion whenever your app needs to grip multiple requests at once.</p><p>Comparing vLLM vs. Ollama, the key difference between them is what all tool prioritizes: vLLM focuses on serving models to apps and controlling how requests use GPU resources, during Ollama makes it easier to download, switch, and run models locally.</p><figure tabindex="0"><table readabilitydatatable="1"><tbody><tr><td><strong>Aspect</strong></td><td><strong>vLLM</strong></td><td><strong>Ollama</strong></td></tr><tr><td>Main purpose</td><td>Serve models to apps</td><td>Download, manage, and run models</td></tr><tr><td>Performance at 8 concurrent requests</td><td>371.63 tokens/s; 0.19 s median delay for archetypal text</td><td>10.86 tokens/s; 143.6 s median delay for archetypal text</td></tr><tr><td>Architecture</td><td>Shared conclusion motor schedules requests and manages GPU memory</td><td>Server loads models and manages distinct example runners</td></tr><tr><td>Model compatibility</td><td>Supported models from Hugging Face or a local path</td><td>Models from Ollama&rsquo;s archive or compatible local files, including Safetensors and GGUF</td></tr><tr><td>Ease of use</td><td>Requires additional serving and deployment configuration</td><td>Simpler workflow for downloading, switching, and operating models</td></tr><tr><td>Concurrent requests</td><td>Serve multiple requests at formerly and authority how many run concurrently</td><td>Run multiple requests in parallel per model; additional requests delay in a queue whenever capability is full</td></tr><tr><td>GPU support</td><td>NVIDIA GPUs alongside compute capability <strong>7.5+</strong>, supported AMD GPUs, and distinct Apple Silicon support</td><td>NVIDIA GPUs alongside compute capability <strong>5.0+</strong>, supported AMD GPUs, and native Apple Silicon support</td></tr><tr><td>Multi-GPU</td><td>Split example implementation throughout multiple GPUs or servers</td><td>Use one GPU whenever the example fits; otherwise, dispersed the example throughout accessible GPUs</td></tr></tbody></table></figure><p>We ran vLLM and Ollama on matching NVIDIA L40S GPU instances using the identical ample tongue example (LLM), Qwen2.5-Coder-7B-Instruct, at 16-bit floating-point (FP16) precision.</p><p>At eight simultaneous requests, vLLM produced complete 34 times as much output per second, during its median delay for the archetypal content was complete 770 times shorter.</p><h2 id="h-how-do-vllm-and-ollama-work">How do vLLM and Ollama work?</h2><p>vLLM plant through a shared conclusion motor that coordinates requests and GPU resources, during <a href="https://en.mycoding.id/category/technology" target="_blank" data-wpel-link="internal" rel="follow">Ollama simplifies example management</a> through a server that loads models and manages their runners for you.</p><p>vLLM&rsquo;s scheduler and recollection components decide which requests run together and how GPU recollection is used. Ollama&rsquo;s server starts or reuses a example runner as needed and keeps models loaded whenever recollection allows.</p><h3>How does vLLM assist models?</h3><p>vLLM serves models by receiving requests through an API, deciding which ones to process, and returning generated tokens to your app. Its scheduler decides which requests run together according to the accessible GPU recollection and handling capacity.</p><p>To create a new token, the example needs data it calculated from the tokens that came before it. vLLM keeps this data in the key-value cache (KV cache), so the example doesn&rsquo;t have to compute it again for all new token.</p><p>PagedAttention, vLLM&rsquo;s method for organizing the KV cache, splits that recollection into small, fixed-size blocks.</p><div> <figure data-wp-context='&quot;6af19317f3f2c&quot;}' data-wp-interactive="core/image" data-wp-key="6af19317f3f2c"><img decoding="async" width="1672" height="941" data-wp-class--hide="state.isContentHidden" data-wp-class--show="state.isContentVisible" data-wp-init="callbacks.setButtonStyles" data-wp-on--click="actions.showLightbox" data-wp-on--load="callbacks.setButtonStyles" data-wp-on--pointerdown="actions.preloadImage" data-wp-on--pointerenter="actions.preloadImageWithDelay" data-wp-on--pointerleave="actions.cancelPreload" data-wp-on-window--resize="callbacks.setButtonStyles" src="https://www.hostinger.com/tutorials/fit=scale-down" alt="vLLM architecture showing incoming requests, scheduler, KV cache, and generated tokens." title="vllm-architecture-scheduler-kv-cache-pagedattention" srcset="https://imagedelivery.net/LqiWLm-3MGbYHtFuUbcBtA/wp-content/uploads/sites/2/2026/11/vllm-architecture-scheduler-kv-cache-pagedattention.png/w=1672,fit=scale-down 1672w, https://imagedelivery.net/LqiWLm-3MGbYHtFuUbcBtA/wp-content/uploads/sites/2/2026/11/vllm-architecture-scheduler-kv-cache-pagedattention.png/w=300,fit=scale-down 300w, https://imagedelivery.net/LqiWLm-3MGbYHtFuUbcBtA/wp-content/uploads/sites/2/2026/11/vllm-architecture-scheduler-kv-cache-pagedattention.png/w=1024,fit=scale-down 1024w, https://imagedelivery.net/LqiWLm-3MGbYHtFuUbcBtA/wp-content/uploads/sites/2/2026/11/vllm-architecture-scheduler-kv-cache-pagedattention.png/w=150,fit=scale-down 150w, https://imagedelivery.net/LqiWLm-3MGbYHtFuUbcBtA/wp-content/uploads/sites/2/2026/11/vllm-architecture-scheduler-kv-cache-pagedattention.png/w=768,fit=scale-down 768w, https://imagedelivery.net/LqiWLm-3MGbYHtFuUbcBtA/wp-content/uploads/sites/2/2026/11/vllm-architecture-scheduler-kv-cache-pagedattention.png/w=1536,fit=scale-down 1536w" sizes=" 1672px) 100vw, 1672px"></figure> </div><p>vLLM gives all petition additional blocks as it grows and frees them whenever the petition finishes. The blocks don&rsquo;t have to sit next to all another in GPU memory, which helps decrease wasted space.</p><p>vLLM additionally uses uninterrupted batching to keep requests moving through the model. The scheduler checks the requests following all circular of token generation.</p><p>It afterward adds waiting requests as capability becomes accessible alternatively of waiting for all petition in the first collection to finish.</p><h3>How does Ollama run models?</h3><p>Ollama runs a example by loading it into recollection and passing all petition to a example runner. The runner is the procedure that performs the model&rsquo;s calculations on the CPU, GPU, or both.</p><p>Both the <strong>ollama run</strong> command and the Ollama API dispatch requests to the identical server. The server checks which example you request, reuses its runner if the example is already loaded, or starts one if needed.</p><div> <figure data-wp-context='&quot;6af19318010c5&quot;}' data-wp-interactive="core/image" data-wp-key="6af19318010c5"><img decoding="async" width="1999" height="1125" data-wp-class--hide="state.isContentHidden" data-wp-class--show="state.isContentVisible" data-wp-init="callbacks.setButtonStyles" data-wp-on--click="actions.showLightbox" data-wp-on--load="callbacks.setButtonStyles" data-wp-on--pointerdown="actions.preloadImage" data-wp-on--pointerenter="actions.preloadImageWithDelay" data-wp-on--pointerleave="actions.cancelPreload" data-wp-on-window--resize="callbacks.setButtonStyles" src="https://www.hostinger.com/tutorials/fit=scale-down" alt="Ollama architecture showing client requests, Ollama&#039;s server, example runner, Modelfile, and petition queue." title="ollama-architecture-server-model-runner-request-queue" srcset="https://imagedelivery.net/LqiWLm-3MGbYHtFuUbcBtA/wp-content/uploads/sites/2/2026/11/ollama-architecture-server-model-runner-request-queue.png/w=1999,fit=scale-down 1999w, https://imagedelivery.net/LqiWLm-3MGbYHtFuUbcBtA/wp-content/uploads/sites/2/2026/11/ollama-architecture-server-model-runner-request-queue.png/w=300,fit=scale-down 300w, https://imagedelivery.net/LqiWLm-3MGbYHtFuUbcBtA/wp-content/uploads/sites/2/2026/11/ollama-architecture-server-model-runner-request-queue.png/w=1024,fit=scale-down 1024w, https://imagedelivery.net/LqiWLm-3MGbYHtFuUbcBtA/wp-content/uploads/sites/2/2026/11/ollama-architecture-server-model-runner-request-queue.png/w=150,fit=scale-down 150w, https://imagedelivery.net/LqiWLm-3MGbYHtFuUbcBtA/wp-content/uploads/sites/2/2026/11/ollama-architecture-server-model-runner-request-queue.png/w=768,fit=scale-down 768w, https://imagedelivery.net/LqiWLm-3MGbYHtFuUbcBtA/wp-content/uploads/sites/2/2026/11/ollama-architecture-server-model-runner-request-queue.png/w=1536,fit=scale-down 1536w" sizes=" 1999px) 100vw, 1999px"></figure> </div><p>Ollama uses a llama.cpp-based runner for GPT-Generated Unified Format (GGUF) models. It additionally supports a runner according to MLX, Apple&rsquo;s device learning framework, for compatible models on Apple Silicon.</p><p>A Modelfile lets you preserve how you desire Ollama to run a model. You can choose the basis model, set default parameters, add a scheme prompt, and define the immediate template without changing the first example weights.</p><p>Ollama additionally handles multiple requests in parallel. The <strong>OLLAMA_NUM_PARALLEL</strong> environment controls how many requests one example processes at the identical time, during additional requests delay in a queue. Processing additional requests in parallel uses additional memory.</p><h2 id="h-how-do-vllm-and-ollama-compare-in-a-performance-benchmark">How do vLLM and Ollama difference in a achievement benchmark?</h2><p>vLLM delivered higher output throughput and shorter waits until the archetypal content appeared than Ollama at all concurrency flat we tested. The achievement gap widened as additional requests ran at the identical time.</p><p>At eight concurrent requests, vLLM delivered 34.22 times Ollama&rsquo;s output throughput, alongside 371.63 tokens/s vs. 10.86 tokens/s.</p><p>At the identical concurrency level, the median delay until the archetypal content appeared was 0.19 seconds alongside vLLM, compared alongside 143.6 seconds alongside Ollama.</p><p>Both vLLM and Ollama completed all measured petition without a recorded failure.</p><h3>How was the benchmark set up?</h3><p>We benchmarked vLLM and Ollama on two matching <a href="https://en.mycoding.id/category/technology" target="_blank" data-wpel-link="internal" rel="follow">Hostinger GPU hosting</a> instances, alongside one motor operating on all instance. This kept the hardware and functioning scheme accordant during we compared the two serving setups.</p><figure tabindex="0"><table readabilitydatatable="1"><tbody><tr><td><strong>Setting</strong></td><td><strong>Configuration</strong></td></tr><tr><td>Test date</td><td>November 4, 2026</td></tr><tr><td>GPU</td><td>1&times; NVIDIA L40S alongside 48 GB VRAM</td></tr><tr><td>CPU</td><td>2 cores</td></tr><tr><td>RAM</td><td>64 GB</td></tr><tr><td>Storage</td><td>100 GB</td></tr><tr><td>Operating system</td><td>Ubuntu 24.04</td></tr><tr><td>NVIDIA driver</td><td><strong>580.159.03</strong></td></tr><tr><td>vLLM version</td><td><strong>0.33.0</strong></td></tr><tr><td>Ollama version</td><td><strong>0.40.14</strong></td></tr></tbody></table></figure><div> <figure data-wp-context='&quot;6af19318024aa&quot;}' data-wp-interactive="core/image" data-wp-key="6af19318024aa"><img decoding="async" width="1999" height="1145" data-wp-class--hide="state.isContentHidden" data-wp-class--show="state.isContentVisible" data-wp-init="callbacks.setButtonStyles" data-wp-on--click="actions.showLightbox" data-wp-on--load="callbacks.setButtonStyles" data-wp-on--pointerdown="actions.preloadImage" data-wp-on--pointerenter="actions.preloadImageWithDelay" data-wp-on--pointerleave="actions.cancelPreload" data-wp-on-window--resize="callbacks.setButtonStyles" src="https://www.hostinger.com/tutorials/fit=scale-down" alt="Hostinger GPU deployment screens for matching L40S instances configured for Ollama and vLLM tests." title="hostinger-gpu-deployment-l40s-ollama-vllm-instances" srcset="https://imagedelivery.net/LqiWLm-3MGbYHtFuUbcBtA/wp-content/uploads/sites/2/2026/11/hostinger-gpu-deployment-l40s-ollama-vllm-instances.png/w=1999,fit=scale-down 1999w, https://imagedelivery.net/LqiWLm-3MGbYHtFuUbcBtA/wp-content/uploads/sites/2/2026/11/hostinger-gpu-deployment-l40s-ollama-vllm-instances.png/w=300,fit=scale-down 300w, https://imagedelivery.net/LqiWLm-3MGbYHtFuUbcBtA/wp-content/uploads/sites/2/2026/11/hostinger-gpu-deployment-l40s-ollama-vllm-instances.png/w=1024,fit=scale-down 1024w, https://imagedelivery.net/LqiWLm-3MGbYHtFuUbcBtA/wp-content/uploads/sites/2/2026/11/hostinger-gpu-deployment-l40s-ollama-vllm-instances.png/w=150,fit=scale-down 150w, https://imagedelivery.net/LqiWLm-3MGbYHtFuUbcBtA/wp-content/uploads/sites/2/2026/11/hostinger-gpu-deployment-l40s-ollama-vllm-instances.png/w=768,fit=scale-down 768w, https://imagedelivery.net/LqiWLm-3MGbYHtFuUbcBtA/wp-content/uploads/sites/2/2026/11/hostinger-gpu-deployment-l40s-ollama-vllm-instances.png/w=1536,fit=scale-down 1536w" sizes=" 1999px) 100vw, 1999px"></figure> </div><p>Both deployments ran Qwen2.5-Coder-7B-Instruct at FP16 alongside a 4,096-token environment limit. vLLM used <strong>Qwen/Qwen2.5-Coder-7B-Instruct</strong> from Hugging Face, during Ollama used <strong>qwen2.5-coder:7b-instruct-fp16</strong>.</p><p>We verified that the two deployments used the identical example name and precision, but not that the underlying example records were identical revisions.</p><p>Treat the benchmark as a difference of these two deployments fairly than a controlled difference of byte-identical example files.</p><p>We ran the identical Python benchmark client on all case and sent requests to its local API. Every immediate contained example Python code and asked the example to rewrite it alongside validation, category hints, and pytest tests.</p><p>Each reply streamed as it was generated and had a 256-token output limit. Both deployments used <strong>temperature=0</strong>, <strong>top_p=1</strong>, and <strong>seed=42</strong>. The benchmark didn&rsquo;t automatically retry unsuccessful requests.</p><p>We tested one, four, and eight concurrent requests. At all concurrency level, the client processed 32 measured requests during keeping up to that many requests energetic at the identical time.</p><p>Each concurrency flat ran three times, giving us 96 measured requests per burden and 288 per engine. We changed the command for all repetition, using <strong>1 &rarr; 4 &rarr; 8</strong>, <strong>8 &rarr; 4 &rarr; 1</strong>, and <strong>4 &rarr; 1 &rarr; 8</strong>, so the identical burden didn&rsquo;t continually run archetypal or last.</p><p>Before all repetition, we sent three warmup requests to verify that all deployment was responding normally but excluded them from the measured results.</p><p>The benchmark didn&rsquo;t measure example startup time, answer quality, or maximum server capacity. We additionally didn&rsquo;t tune either motor to discover its finest imaginable performance.</p><h3>How do vLLM and Ollama difference in throughput?</h3><p>vLLM delivered higher total output throughput than Ollama at all tested concurrency level, ranging from 7.67 times Ollama&rsquo;s throughput at one concurrent petition to 34.22 times at eight.</p><p>Throughput measures how many output tokens the server generates per second throughout all energetic requests. For an app serving multiple users at once, higher total throughput method the server produces additional content throughout those requests all second.</p><figure tabindex="0"><table readabilitydatatable="1"><tbody><tr><td><strong>Concurrent requests</strong></td><td><strong>vLLM output tokens/s</strong></td><td><strong>Ollama output tokens/s</strong></td><td><strong>vLLM vs. Ollama</strong></td></tr><tr><td>1</td><td>49.79</td><td>6.49</td><td>7.67&times;</td></tr><tr><td>4</td><td>188.18</td><td>10.46</td><td>17.99&times;</td></tr><tr><td>8</td><td>371.63</td><td>10.86</td><td>34.22&times;</td></tr></tbody></table></figure><p>Each value is the median of the three throughput rates we measured at that concurrency level.</p><p>From one to four concurrent requests, vLLM&rsquo;s throughput risen concerning 278%, from 49.79 to 188.18 tokens/s. It afterward risen another 97.5% whenever concurrency doubled from four to eight requests, reaching 371.63 tokens/s.</p><p>This method the tested vLLM deployment continued turning additional concurrent requests into substantially additional total output. Across the complete range from one to eight requests, its throughput risen 7.46 times.</p><div> <figure data-wp-context='&quot;6af1931803cf3&quot;}' data-wp-interactive="core/image" data-wp-key="6af1931803cf3"><img decoding="async" width="1584" height="756" data-wp-class--hide="state.isContentHidden" data-wp-class--show="state.isContentVisible" data-wp-init="callbacks.setButtonStyles" data-wp-on--click="actions.showLightbox" data-wp-on--load="callbacks.setButtonStyles" data-wp-on--pointerdown="actions.preloadImage" data-wp-on--pointerenter="actions.preloadImageWithDelay" data-wp-on--pointerleave="actions.cancelPreload" data-wp-on-window--resize="callbacks.setButtonStyles" src="https://www.hostinger.com/tutorials/fit=scale-down" alt="vLLM benchmark results showing throughput, delay time, and petition achievement at 1, 4, and 8 requests." title="vllm-benchmark-concurrency-throughput-latency-results" srcset="https://imagedelivery.net/LqiWLm-3MGbYHtFuUbcBtA/wp-content/uploads/sites/2/2026/11/vllm-benchmark-concurrency-throughput-latency-results.png/w=1584,fit=scale-down 1584w, https://imagedelivery.net/LqiWLm-3MGbYHtFuUbcBtA/wp-content/uploads/sites/2/2026/11/vllm-benchmark-concurrency-throughput-latency-results.png/w=300,fit=scale-down 300w, https://imagedelivery.net/LqiWLm-3MGbYHtFuUbcBtA/wp-content/uploads/sites/2/2026/11/vllm-benchmark-concurrency-throughput-latency-results.png/w=1024,fit=scale-down 1024w, https://imagedelivery.net/LqiWLm-3MGbYHtFuUbcBtA/wp-content/uploads/sites/2/2026/11/vllm-benchmark-concurrency-throughput-latency-results.png/w=150,fit=scale-down 150w, https://imagedelivery.net/LqiWLm-3MGbYHtFuUbcBtA/wp-content/uploads/sites/2/2026/11/vllm-benchmark-concurrency-throughput-latency-results.png/w=768,fit=scale-down 768w, https://imagedelivery.net/LqiWLm-3MGbYHtFuUbcBtA/wp-content/uploads/sites/2/2026/11/vllm-benchmark-concurrency-throughput-latency-results.png/w=1536,fit=scale-down 1536w" sizes=" 1584px) 100vw, 1584px"></figure> </div><p>Ollama followed a distinct pattern. Its throughput risen concerning 61.2% from one to four concurrent requests, from 6.49 to 10.46 tokens/s, but grew fair 3.8% whenever concurrency doubled from four to eight requests. Its general throughput risen lone 1.67 times.</p><div> <figure data-wp-context='&quot;6af1931804d7e&quot;}' data-wp-interactive="core/image" data-wp-key="6af1931804d7e"><img decoding="async" width="1528" height="756" data-wp-class--hide="state.isContentHidden" data-wp-class--show="state.isContentVisible" data-wp-init="callbacks.setButtonStyles" data-wp-on--click="actions.showLightbox" data-wp-on--load="callbacks.setButtonStyles" data-wp-on--pointerdown="actions.preloadImage" data-wp-on--pointerenter="actions.preloadImageWithDelay" data-wp-on--pointerleave="actions.cancelPreload" data-wp-on-window--resize="callbacks.setButtonStyles" src="https://www.hostinger.com/tutorials/fit=scale-down" alt="Ollama benchmark results showing throughput, delay time, and petition achievement at 1, 4, and 8 requests." title="ollama-benchmark-concurrency-throughput-latency-results" srcset="https://imagedelivery.net/LqiWLm-3MGbYHtFuUbcBtA/wp-content/uploads/sites/2/2026/11/ollama-benchmark-concurrency-throughput-latency-results.png/w=1528,fit=scale-down 1528w, https://imagedelivery.net/LqiWLm-3MGbYHtFuUbcBtA/wp-content/uploads/sites/2/2026/11/ollama-benchmark-concurrency-throughput-latency-results.png/w=300,fit=scale-down 300w, https://imagedelivery.net/LqiWLm-3MGbYHtFuUbcBtA/wp-content/uploads/sites/2/2026/11/ollama-benchmark-concurrency-throughput-latency-results.png/w=1024,fit=scale-down 1024w, https://imagedelivery.net/LqiWLm-3MGbYHtFuUbcBtA/wp-content/uploads/sites/2/2026/11/ollama-benchmark-concurrency-throughput-latency-results.png/w=150,fit=scale-down 150w, https://imagedelivery.net/LqiWLm-3MGbYHtFuUbcBtA/wp-content/uploads/sites/2/2026/11/ollama-benchmark-concurrency-throughput-latency-results.png/w=768,fit=scale-down 768w" sizes=" 1528px) 100vw, 1528px"></figure> </div><p>This suggests the tested vLLM deployment had additional area to addition total output as concurrent petition grew. Ollama gained small additional throughput between four and eight requests in our test, notwithstanding handling twice as many requests at once.</p><p>Note that these figures measure total server output, not how quickly one idiosyncratic reply finishes.</p><h3>How do vLLM and Ollama difference in latency?</h3><p>vLLM&rsquo;s median delay for the archetypal content stayed below 0.2 seconds throughout all tested concurrency levels, during Ollama&rsquo;s risen from 1.6 seconds at one concurrent petition to 143.6 seconds at eight.</p><p>We measured the delay from sending a petition until the archetypal nonempty streamed content appeared. This includes API handling, server queueing, and immediate handling before generation starts.</p><figure tabindex="0"><table readabilitydatatable="1"><tbody><tr><td><strong>Concurrent requests</strong></td><td><strong>vLLM median wait</strong></td><td><strong>Ollama median wait</strong></td><td><strong>vLLM vs. Ollama</strong></td></tr><tr><td>1</td><td>0.0367 seconds</td><td>1.600 seconds</td><td>43.6 times shorter</td></tr><tr><td>4</td><td>0.0951 seconds</td><td>51.434 seconds</td><td>540.8 times shorter</td></tr><tr><td>8</td><td>0.1863 seconds</td><td>143.599 seconds</td><td>770.8 times shorter</td></tr></tbody></table></figure><p>For all motor and concurrency level, the median comes from 96 measured requests: 32 requests throughout three repetitions.</p><p>vLLM&rsquo;s median delay risen from concerning 37 ms alongside one petition to 186 ms alongside eight, approximately a 5.1 times increase. In an interactive app, that motionless method users would see the archetypal content nearly immediately.</p><p>Ollama&rsquo;s latency risen much additional sharply. The median delay rosy from 1.6 seconds alongside one petition to 51.4 seconds alongside four, afterward reached 143.6 seconds, or concerning 2 minutes and 24 seconds, alongside eight concurrent requests.</p><p>For person using an app, that changes the cognition from a noticeable postpone to waiting minutes before any reply appears.</p><p>Our measurements display how lengthy that postpone lasted, although they don&rsquo;t disclose how much came from queueing, immediate processing, or another server-side factor.</p><h3>How much VRAM do vLLM and Ollama use for the identical model?</h3><p>For the identical Qwen2.5-Coder-7B-Instruct example at FP16 alongside a 4,096-token environment limit, our <strong>nvidia-smi</strong> snapshots showed 40.06 GiB allocated to vLLM and 14.20 GiB to Ollama.</p><figure tabindex="0"><table readabilitydatatable="1"><tbody><tr><td><strong>Tested setting</strong></td><td><strong>vLLM</strong></td><td><strong>Ollama</strong></td></tr><tr><td>Model</td><td>Qwen2.5-Coder-7B-Instruct, FP16</td><td>Qwen2.5-Coder-7B-Instruct, FP16</td></tr><tr><td>Context limit</td><td>4,096 tokens</td><td>4,096 tokens</td></tr><tr><td>GPU</td><td>NVIDIA L40S, 48 GB VRAM</td><td>NVIDIA L40S, 48 GB VRAM</td></tr><tr><td>GPU recollection setting</td><td><strong>--gpu-memory-utilization 0.90</strong></td><td>No equal environment recorded</td></tr><tr><td><strong>nvidia-smi</strong> snapshot</td><td>40.06 GiB</td><td>14.20 GiB</td></tr></tbody></table></figure><p>VRAM stores the example weights and another data needed during handling requests. This includes the KV cache, which grows alongside longer contexts and additional simultaneous requests.</p><p>The vLLM snapshot showed concerning 2.8 times as much allocated VRAM as Ollama.</p><div> <figure data-wp-context='&quot;6af19318065fa&quot;}' data-wp-interactive="core/image" data-wp-key="6af19318065fa"><img decoding="async" width="1582" height="670" data-wp-class--hide="state.isContentHidden" data-wp-class--show="state.isContentVisible" data-wp-init="callbacks.setButtonStyles" data-wp-on--click="actions.showLightbox" data-wp-on--load="callbacks.setButtonStyles" data-wp-on--pointerdown="actions.preloadImage" data-wp-on--pointerenter="actions.preloadImageWithDelay" data-wp-on--pointerleave="actions.cancelPreload" data-wp-on-window--resize="callbacks.setButtonStyles" src="https://www.hostinger.com/tutorials/fit=scale-down" alt="vLLM nvidia-smi output showing 41,025 MiB VRAM use on an NVIDIA L40S GPU during testing." title="vllm-benchmark-nvidia-smi-l40s-vram-usage" srcset="https://imagedelivery.net/LqiWLm-3MGbYHtFuUbcBtA/wp-content/uploads/sites/2/2026/11/vllm-benchmark-nvidia-smi-l40s-vram-usage.png/w=1582,fit=scale-down 1582w, https://imagedelivery.net/LqiWLm-3MGbYHtFuUbcBtA/wp-content/uploads/sites/2/2026/11/vllm-benchmark-nvidia-smi-l40s-vram-usage.png/w=300,fit=scale-down 300w, https://imagedelivery.net/LqiWLm-3MGbYHtFuUbcBtA/wp-content/uploads/sites/2/2026/11/vllm-benchmark-nvidia-smi-l40s-vram-usage.png/w=1024,fit=scale-down 1024w, https://imagedelivery.net/LqiWLm-3MGbYHtFuUbcBtA/wp-content/uploads/sites/2/2026/11/vllm-benchmark-nvidia-smi-l40s-vram-usage.png/w=150,fit=scale-down 150w, https://imagedelivery.net/LqiWLm-3MGbYHtFuUbcBtA/wp-content/uploads/sites/2/2026/11/vllm-benchmark-nvidia-smi-l40s-vram-usage.png/w=768,fit=scale-down 768w, https://imagedelivery.net/LqiWLm-3MGbYHtFuUbcBtA/wp-content/uploads/sites/2/2026/11/vllm-benchmark-nvidia-smi-l40s-vram-usage.png/w=1536,fit=scale-down 1536w" sizes=" 1582px) 100vw, 1582px"></figure> </div><p>We launched vLLM alongside <strong>--gpu-memory-utilization 0.90</strong>, which allowed it to allocate up to 90% of GPU recollection for example implementation and the KV cache.</p><p>The 40.06 GiB snapshot hence doesn&rsquo;t portray the minimum VRAM needed to run Qwen2.5-Coder-7B-Instruct alongside vLLM.</p><p>Your genuine <a href="https://en.mycoding.id/category/technology" target="_blank" data-wpel-link="internal" rel="follow">GPU recollection requirements for Ollama</a> or vLLM depend on the example size, precision or quantization, environment length, concurrency, and recollection settings.</p><div> <figure data-wp-context='&quot;6af1931807910&quot;}' data-wp-interactive="core/image" data-wp-key="6af1931807910"><img decoding="async" width="1464" height="626" data-wp-class--hide="state.isContentHidden" data-wp-class--show="state.isContentVisible" data-wp-init="callbacks.setButtonStyles" data-wp-on--click="actions.showLightbox" data-wp-on--load="callbacks.setButtonStyles" data-wp-on--pointerdown="actions.preloadImage" data-wp-on--pointerenter="actions.preloadImageWithDelay" data-wp-on--pointerleave="actions.cancelPreload" data-wp-on-window--resize="callbacks.setButtonStyles" src="https://www.hostinger.com/tutorials/fit=scale-down" alt="Ollama nvidia-smi output showing 14,541 MiB VRAM use on an NVIDIA L40S GPU during testing." title="ollama-benchmark-nvidia-smi-l40s-vram-usage" srcset="https://imagedelivery.net/LqiWLm-3MGbYHtFuUbcBtA/wp-content/uploads/sites/2/2026/11/ollama-benchmark-nvidia-smi-l40s-vram-usage.png/w=1464,fit=scale-down 1464w, https://imagedelivery.net/LqiWLm-3MGbYHtFuUbcBtA/wp-content/uploads/sites/2/2026/11/ollama-benchmark-nvidia-smi-l40s-vram-usage.png/w=300,fit=scale-down 300w, https://imagedelivery.net/LqiWLm-3MGbYHtFuUbcBtA/wp-content/uploads/sites/2/2026/11/ollama-benchmark-nvidia-smi-l40s-vram-usage.png/w=1024,fit=scale-down 1024w, https://imagedelivery.net/LqiWLm-3MGbYHtFuUbcBtA/wp-content/uploads/sites/2/2026/11/ollama-benchmark-nvidia-smi-l40s-vram-usage.png/w=150,fit=scale-down 150w, https://imagedelivery.net/LqiWLm-3MGbYHtFuUbcBtA/wp-content/uploads/sites/2/2026/11/ollama-benchmark-nvidia-smi-l40s-vram-usage.png/w=768,fit=scale-down 768w" sizes=" 1464px) 100vw, 1464px"></figure> </div><h3>How do GPU expenses difference between vLLM and Ollama?</h3><p>At the 110-credit/hour charge shown for all Hostinger NVIDIA L40S case in our benchmark, vLLM&rsquo;s estimated disbursal per myriad output tokens was 613.69 credits at one concurrent petition and 82.22 credits at eight. Ollama&rsquo;s was 4,708.10 and 2,813.59 credits, respectively.</p><p>We calculated these estimates from the measured output throughput:</p><blockquote> <p><strong>Cost per 1 myriad output tokens = 110 credits &divide; (output tokens/s &times; 3,600) &times; 1,000,000</strong></p> </blockquote><figure tabindex="0"><table readabilitydatatable="1"><tbody><tr><td><strong>Concurrent requests</strong></td><td><strong>Engine</strong></td><td><strong>Output tokens/s</strong></td><td><strong>Estimated credits per 1M output tokens</strong></td></tr><tr><td>1</td><td>vLLM</td><td>49.79</td><td><strong>613.69</strong></td></tr><tr><td>1</td><td>Ollama</td><td>6.49</td><td><strong>4,708.10</strong></td></tr><tr><td>4</td><td>vLLM</td><td>188.18</td><td><strong>162.37</strong></td></tr><tr><td>4</td><td>Ollama</td><td>10.46</td><td><strong>2,921.18</strong></td></tr><tr><td>8</td><td>vLLM</td><td>371.63</td><td><strong>82.22</strong></td></tr><tr><td>8</td><td>Ollama</td><td>10.86</td><td><strong>2,813.59</strong></td></tr></tbody></table></figure><p>The difference grew as additional requests ran at once. Ollama&rsquo;s estimated disbursal per myriad output tokens was concerning 7.7 times vLLM&rsquo;s at one concurrent petition and 34.2 times vLLM&rsquo;s at eight.</p><p>At eight concurrent requests, one hr at the measured throughput would create concerning 1.34 myriad output tokens alongside vLLM, compared alongside concerning 39,100 alongside Ollama.</p><p>That method the identical hourly GPU expend produced substantially additional output alongside vLLM under the higher tested load.</p><p>These are modeled costs, not the genuine charges from our benchmark run. They assume all deployment maintains the measured throughput continuously for an hr and exclude setup, example downloads, troubleshooting, and idle time.</p><p>The estimates additionally use to our abbreviated coding workload, anywhere we capped responses at 256 output tokens. Your productive disbursal volition alter alongside the model, workload, concurrency, and how much of the paid GPU period you expend actively generating output.</p><p>Consider the two the hourly cost and the output you anticipate from that hardware whenever <a href="https://en.mycoding.id/category/technology" target="_blank" data-wpel-link="internal" rel="follow">choosing a haze GPU provider for conclusion workloads</a>.</p><h2 id="h-which-hardware-do-vllm-and-ollama-support">Which hardware do vLLM and Ollama support?</h2><p>vLLM and Ollama the two assistance CPU-only inference, NVIDIA and AMD GPUs, and Apple Silicon, but they differ in which processors and GPU generations they support.</p><figure tabindex="0"><table readabilitydatatable="1"><tbody><tr><td><strong>Hardware</strong></td><td><strong>vLLM</strong></td><td><strong>Ollama</strong></td></tr><tr><td>CPU-only</td><td>Intel/AMD x86 and ARM CPUs on Linux; experimental Apple Silicon assistance requires construction from source</td><td>CPU implementation on Linux, Windows, and macOS</td></tr><tr><td>NVIDIA GPU</td><td>CUDA on Linux alongside compute capability <strong>7.5</strong> or newer</td><td>Compute capability <strong>5.0</strong> or newer; controller requirements depend on the GPU generation and functioning system</td></tr><tr><td>AMD GPU</td><td>MI200, MI300, Radeon RX 7900, and Radeon RX 9000 sequence alongside ROCm <strong>6.3+</strong>; MI350 requires ROCm <strong>7.0+</strong>, during Ryzen AI MAX and AI 300 necessitate ROCm <strong>7.0.2+</strong></td><td>ROCm <strong>v7</strong> on supported AMD GPUs, affirmative Vulkan assistance for additional GPUs on Windows and Linux</td></tr><tr><td>Apple Silicon</td><td>GPU acceleration through the distinct vLLM-Metal plugin on macOS 15 or newer</td><td>CPU and Metal GPU assistance on Apple M-series Macs operating macOS 14 or newer</td></tr></tbody></table></figure><p>Ollama supports older NVIDIA GPUs than vLLM. <a href="https://en.mycoding.id/category/technology" target="_blank" target="_blank" rel="noopener nofollow noreferrer" data-wpel-link="external">vLLM&rsquo;s GPU facility guide</a> requires compute capability <strong>7.5</strong> or newer, which covers GPUs specified as the T4 and RTX 20-series. Meanwhile, <a href="https://en.mycoding.id/category/technology" target="_blank" target="_blank" rel="noopener nofollow noreferrer" data-wpel-link="external">Ollama&rsquo;s hardware assistance documentation</a> lists assistance downward to compute capability <strong>5.0</strong>.</p><p>Apple Silicon assistance additionally differs. Ollama supports M-series CPUs and Metal GPUs directly, during vLLM uses the distinct vLLM-Metal plugin for GPU acceleration.</p><h2 id="h-when-should-you-switch-from-ollama-to-vllm">When should you toggle from Ollama to vLLM?</h2><p>Switch from Ollama to vLLM whenever expanding traffic leads to longer waits without a akin addition in throughput, or whenever you need to run the example throughout multiple GPUs or servers.</p><p>Our benchmark shows how that gap grows as additional requests run at the identical time. Between four and eight concurrent requests, Ollama&rsquo;s throughput risen lone 3.8%, during its median delay for the archetypal content rosy from 51.4 to 143.6 seconds.</p><p>These results don&rsquo;t set a worldwide switching point, though. Test your own example at the traffic you expect, and appearance for these signals:</p><ul> <li><strong>Users delay much longer for the archetypal content as additional requests arrive</strong>. Higher traffic is starting to power the cognition directly.</li> <li><strong>Throughput barely increases whenever you add additional concurrent requests</strong>. The server is taking on additional activity without producing much additional output, so requests are mostly competing for the identical capacity.</li> <li><strong>One GPU is no longer adequate for your example or workload</strong>. vLLM gives you additional authority complete operating the example throughout multiple GPUs or servers.</li> <li><strong>Handling additional simultaneous requests matters additional than model-management convenience</strong>. At that point, vLLM&rsquo;s concentration on serving many requests becomes additional helpful than Ollama&rsquo;s simpler workflow.</li> </ul><p>You don&rsquo;t need to toggle merely since your workload runs in production. Keep Ollama as lengthy as it meets your needs, and measure vLLM formerly serving additional users becomes the chief challenge.</p><h3>How do you migrate from Ollama to vLLM?</h3><p>Migrate from Ollama to vLLM by deploying a supported example alongside vLLM, pointing your app to its API, and checking that the prompts and features you depend on motionless activity as expected.</p><ol> <li><strong>Deploy a example that vLLM supports</strong>. Check that vLLM supports your example origin and format fairly than assuming the identical Ollama example bundle volition transfer unchanged. Then <a href="https://en.mycoding.id/category/technology" target="_blank" data-wpel-link="internal" rel="follow">deploy your LLM alongside vLLM on a GPU server</a> from a provider akin Hostinger.</li> <li><strong>Point your app to the vLLM server</strong>. When your app already uses Ollama&rsquo;s OpenAI-compatible API, you normally lone need to alter the basis URL and example name. For a local setup using the default ports, alter <strong>http://localhost:11434/v1</strong> to <strong>http://localhost:8000/v1</strong>, afterward use the example name you configured in vLLM.</li> <li><strong>Recreate your Ollama settings</strong>. Settings in your Ollama Modelfile, specified as the scheme prompt, immediate template, and default reply settings, don&rsquo;t automatically move to vLLM. Check streaming, tool calls, organized output, and any another API features your app uses.</li> <li><strong>Test before switching your app over</strong>. Send the prompts your app normally handles and test the figure of simultaneous requests you expect. Check the responses, streaming behavior, errors, tool calls, and organized output before directing genuine traffic to vLLM.</li> </ol><p>You&rsquo;ll need additional than a URL alter whenever your app uses Ollama&rsquo;s native <strong>/api/chat</strong> <strong>endpoint</strong>. vLLM uses the OpenAI-compatible <strong>/v1/chat/completions</strong> endpoint for chat, so you&rsquo;ll additionally need to modify how your app sends requests and says responses.</p><h2 id="h-which-should-you-choose-vllm-or-ollama">Which should you choose, vLLM or Ollama?</h2><p>Choose Ollama whenever your workload is mostly local or single-user, and choice vLLM whenever your app needs to grip many requests at the identical period or measure throughout multiple GPUs or servers.</p><figure tabindex="0"><table readabilitydatatable="1"><tbody><tr><td><strong>Workload</strong></td><td><strong>Recommended starting point</strong></td><td><strong>Why</strong></td></tr><tr><td>Local example experiments</td><td>Ollama</td><td>You can download, switch, and run models through a uncomplicated local workflow.</td></tr><tr><td>Personal chatbot or coding assistant</td><td>Ollama</td><td>One person normally benefits additional from simpler example administration than from higher concurrent throughput.</td></tr><tr><td>Personal RAG assistant</td><td>Ollama</td><td>Searching your own documents alongside retrieval-augmented generation (RAG) doesn&rsquo;t necessitate vLLM unless you additionally need to grip multiple queries at once.</td></tr><tr><td>Low-traffic inner tool</td><td>Ollama first</td><td>A small squad typically doesn&rsquo;t create adequate simultaneous traffic to advantage from vLLM&rsquo;s stronger throughput under load.</td></tr><tr><td>CPU-only or Apple Silicon setup</td><td>Ollama first</td><td>Ollama provides a simpler packaged way for these platforms, during vLLM uses distinct facility paths for several configurations.</td></tr><tr><td>Multi-user RAG or knowledge-base service</td><td>vLLM first</td><td>Several users can dispatch document-based queries at the identical time, making concurrent throughput and reply period additional important.</td></tr><tr><td>Public chatbot or coding API</td><td>vLLM first</td><td>These services regularly obtain overlapping requests. In our test, vLLM kept expanding throughput as concurrency rosy and started responses much sooner.</td></tr><tr><td>Multiple GPUs or servers</td><td>vLLM</td><td>vLLM gives you straightforward authority complete splitting example implementation throughout GPUs or servers.</td></tr><tr><td>Unsure</td><td>Test both</td><td>Run the identical model, prompts, precision, output limit, hardware, and expected figure of simultaneous requests.</td></tr></tbody></table></figure><p>The app itself doesn&rsquo;t decide which motor you need. The identical RAG, chatbot, or coding workflow can lawsuit Ollama for one person and vLLM formerly requests regularly overlap.</p><p>Reproduce the difference alongside your own workload on matching hardware from a GPU provider if your use case falls between these examples.</p><p>Hostinger, for example, offers NVIDIA GPU instances including the L40S, A100, and B200, alongside 48 GB, 80 GB, and 192 GB of VRAM, respectively. Use the identical GPU configuration for the two engines during benchmarking so the hardware doesn&rsquo;t skew the comparison.</p><p>The instances are billed hourly during they exist, including idle time. This lets you create matching instances for a abbreviated comparison, run your tests, and delete them whenever you&rsquo;re done.</p><p>Hostinger additionally provides preconfigured templates for multiple apps, including Ollama. You can motionless nexus to an case complete SSH whenever you need to instal and configure application yourself, specified as vLLM.</p><p>Keep the model, precision, prompts, output limit, and hardware accordant during benchmarking, afterward test the figure of simultaneous requests you anticipate in practice.</p><p>Record output tokens per second, how lengthy users delay for the archetypal text, VRAM allocation, and hourly cost. Those measurements volition display whether Ollama&rsquo;s simpler workflow is adequate or whether vLLM&rsquo;s serving achievement is value the additional setup.</p><h3>What are the alternatives to vLLM and Ollama?</h3><p>Alternatives to vLLM and Ollama contain llama.cpp server and LM Studio for local example workflows, and SGLang and TensorRT-LLM for handling higher petition loads or scaling throughout multiple GPUs.</p><ul> <li><strong>llama.cpp server</strong>. Choose llama.cpp server for additional straightforward authority complete serving local GGUF models. Both Ollama and llama.cpp assistance CPU and GPU conclusion and provision OpenAI-compatible endpoints.</li> <li><strong>LM Studio</strong>. Pick LM Studio for a graphical desktop workflow alternatively of a command-line-focused setup. It lets you download and oversee models, conversation locally, run offline, and disclose models through a local API.</li> <li><strong>SGLang</strong>. Consider SGLang for apps that need to grip many requests efficiently. It can reuse activity whenever prompts portion the identical beginning, procedure waiting requests continuously, and measure throughout multiple GPUs.</li> <li><strong>TensorRT-LLM</strong>. Choose TensorRT-LLM for an NVIDIA-focused deployment whenever you desire NVIDIA&rsquo;s own tools for optimizing example inference. It supports setups ranging from one GPU to multiple GPUs and servers.</li> </ul><figure><a href="https://en.mycoding.id/category/technology" target="_blank" target="_blank" rel="noreferrer noopener follow" data-wpel-link="internal"><img decoding="async" width="1024" height="300" src="https://www.hostinger.com/tutorials/fit=scale-down" alt="Hostinger web hosting banner" srcset="https://imagedelivery.net/LqiWLm-3MGbYHtFuUbcBtA/wp-content/uploads/sites/2/2023/11/Web-hosting_in-text-banner.png/w=1024,fit=scale-down 1024w, https://imagedelivery.net/LqiWLm-3MGbYHtFuUbcBtA/wp-content/uploads/sites/2/2023/11/Web-hosting_in-text-banner.png/w=300,fit=scale-down 300w, https://imagedelivery.net/LqiWLm-3MGbYHtFuUbcBtA/wp-content/uploads/sites/2/2023/11/Web-hosting_in-text-banner.png/w=150,fit=scale-down 150w, https://imagedelivery.net/LqiWLm-3MGbYHtFuUbcBtA/wp-content/uploads/sites/2/2023/11/Web-hosting_in-text-banner.png/w=768,fit=scale-down 768w" sizes=" 1024px) 100vw, 1024px"></a></figure> <p> All of the tutorial satisfied on this website is topic to <a href="https://en.mycoding.id/category/technology" target="_blank" data-wpel-link="internal" rel="follow"> Hostinger's rigorous editorial standards and values. </a> </p> <div id="the-author-section"> <div> <p><img src="https://imagedelivery.net/LqiWLm-3MGbYHtFuUbcBtA/wp-content/uploads/sites/2/2026/07/ariffud-profile-picture.jpg/w=96,h=96,fit=scale-down" alt="Author"> </p> <div> <p><span>The author</span></p><p>Muhammad Ariffudin</p> </div> </div> <p> Arif is a Technical Content Writer alongside an instructional backdrop in Informatics. He has extended ability in Linux and VPS, authoring complete 200 articles on server administration and web development. Follow him on <a href="https://en.mycoding.id/category/technology" target="_blank" data-wpel-link="external" target="_blank" rel="nofollow noopener noreferrer">LinkedIn</a>. </p> </div>]]></content:encoded> <guid isPermaLink="true">https://en.mycoding.id/vllm-vs-ollama-which-one-should-you-use-for-llm-inference-76240</guid> <pubDate>Mon, 09 Nov 2026 09:20:14 +0700</pubDate> <author><![CDATA[support@mycoding.id (Muhammad Ariffudin)]]></author> </item> <item> <title><![CDATA[ChatGPT Desktop forwards your SSH agent to remote machines]]></title> <description><![CDATA[ChatGPT Desktop forwards your SSH agent to remote machines. Comments]]></description> <media:thumbnail url="https://en.mycoding.id/site/assets/img/og-image.png"/> <category><![CDATA[Technology]]></category> <link>https://en.mycoding.id/chatgpt-desktop-forwards-your-ssh-agent-to-remote-machines-76238</link> <content:encoded><![CDATA[<div><p>Sorry </p></div>]]></content:encoded> <guid isPermaLink="true">https://en.mycoding.id/chatgpt-desktop-forwards-your-ssh-agent-to-remote-machines-76238</guid> <pubDate>Mon, 09 Nov 2026 09:17:49 +0700</pubDate> <author><![CDATA[support@mycoding.id (Doris Putra)]]></author> </item> <item> <title><![CDATA[PixelOS]]></title> <description><![CDATA[PixelOS. Comments]]></description> <media:thumbnail url="https://en.mycoding.id/site/assets/img/og-image.png"/> <category><![CDATA[Technology]]></category> <link>https://en.mycoding.id/pixelos-76239</link> <content:encoded><![CDATA[<div><p>PixelOS is an AOSP based ROM, alongside Google apps included and all Pixel goodies. We aim to provision an cognition akin to Google Pixel phones alongside many achievement enhancements and a small amount of helpful additional features.</p><p><a href="https://en.mycoding.id/category/technology" target="_blank">Get PixelOS</a></p></div>]]></content:encoded> <guid isPermaLink="true">https://en.mycoding.id/pixelos-76239</guid> <pubDate>Mon, 09 Nov 2026 08:31:14 +0700</pubDate> <author><![CDATA[support@mycoding.id (Doris Putra)]]></author> </item> <item> <title><![CDATA[Next-Concept Modeling: Fast, Parallel Coarse-to-Fine Text Generation]]></title> <description><![CDATA[Next-Concept Modeling: Fast, Parallel Coarse-to-Fine Text Generation. Comments]]></description> <media:thumbnail url="https://arxiv.org/static/browse/0.3.4/images/arxiv-logo-fb.png"/> <category><![CDATA[Technology]]></category> <link>https://en.mycoding.id/next-concept-modeling-fast-parallel-coarse-to-fine-text-generation-76226</link> <content:encoded><![CDATA[<div id="content-inner"> <div id="abs"> <p> [Submitted on 9 Oct 2026]</p> <p><a href="https://en.mycoding.id/category/technology" target="_blank">View PDF</a> <a href="https://en.mycoding.id/category/technology" target="_blank">HTML (experimental)</a></p><blockquote> <span>Abstract:</span>Diffusion tongue models (DLMs) recommendation parallel sampling for faster generation than autoregressive models, an increasingly crucial advantage as conclusion becomes a foremost computational workload. However, DLMs degrade quickly alongside small sampling steps, procedure the complete sequence at all step, and necessitate many passes complete the dataset to attain fine quality. We current Next-Concept Modeling (NCM), a two-stage, coarse-to-fine framework: a multiscale residual VQ-VAE encodes content into a ranking of discrete codes, and a transformer generates one flat at a time, predicting all codes inside a flat in parallel. At matched indicator scales, NCM achieves improved generative perplexity than the strongest DLM baseline on LM1B during operating $21\times$ faster. On OpenWebText, NCM is rivalrous alongside the strongest DLM during operating $10\times$ faster; on XSum, it matches the strongest DLM's ROUGE-L during being $31\times$ faster. On the reasoning project of Sudoku, NCM outperforms autoregressive and diffusion baselines throughout all difficulty levels, using small function evaluations. On the reasoning project of Sudoku, NCM outperforms autoregressive and diffusion baselines throughout all difficulty levels, using small function evaluations. </blockquote> </div> </div><div> <h2>Submission history</h2><p> From: Hermann Kumbong [<a href="https://en.mycoding.id/category/technology" target="_blank" rel="nofollow">view email</a>] <br> <strong>[v1]</strong> Fri, 9 Oct 2026 17:49:45 UTC (352 KB)<br> </p></div>]]></content:encoded> <guid isPermaLink="true">https://en.mycoding.id/next-concept-modeling-fast-parallel-coarse-to-fine-text-generation-76226</guid> <pubDate>Mon, 09 Nov 2026 08:20:37 +0700</pubDate> <author><![CDATA[support@mycoding.id (Doris Putra)]]></author> </item> <item> <title><![CDATA[Is Opus 5.5 nerfed? Thinking patterns changed on November 3]]></title> <description><![CDATA[Is Opus 5.5 nerfed? Thinking patterns changed on November 3. Comments]]></description> <media:thumbnail url="https://pbs.twimg.com/media/HWjhsqYWMAALhKb?format=webp&amp;name=large"/> <category><![CDATA[Technology]]></category> <link>https://en.mycoding.id/is-opus-5-5-nerfed-thinking-patterns-changed-on-november-3-76227</link> <content:encoded><![CDATA[<div><div><div><p><h2><span>Post</span></h2></p><div><div><div><p><a href="https://en.mycoding.id/category/technology" target="_blank">Log in</a><a href="https://en.mycoding.id/category/technology" target="_blank">Sign up</a></p></div></div></div></div><div><p><h2><span>Post</span></h2></p><div><div><p><a href="https://en.mycoding.id/category/technology" target="_blank">Log in</a><a href="https://en.mycoding.id/category/technology" target="_blank">Sign up</a></p></div></div></div></div><h2 id="_R_ipilhbl56_">Conversation</h2><div><div><div><div><div><div><div data-post-avatar="true"><a href="https://en.mycoding.id/category/technology" target="_blank" data-status="active" aria-current="page"><p><img draggable="false" alt="@shanemelaugh" decoding="async" loading="lazy" src="https://pbs.twimg.com/profile_images/1685280713656958977/KXvaZ-o__reasonably_small.jpg" srcset="https://pbs.twimg.com/profile_images/1685280713656958977/KXvaZ-o__normal.jpg 1x, https://pbs.twimg.com/profile_images/1685280713656958977/KXvaZ-o__x96.jpg 2x, https://pbs.twimg.com/profile_images/1685280713656958977/KXvaZ-o__reasonably_small.jpg 3x"></p></a></div></div><div><div><div><p><span><a href="https://en.mycoding.id/category/technology" target="_blank" data-status="active" aria-current="page"><p>Shane Melaugh</p></a></span><span><a href="https://en.mycoding.id/category/technology" target="_blank" data-status="active" aria-current="page"><span>@shanemelaugh</span></a></span></p></div></div></div></div><p><span>is Opus 5.5 nerfed? I fair had Gemini 4 Argon analyze 1,400 Claude Code sessions and it established that on November 3, item certainly happened. the example name didn't change, but the way it does reasoning took a keen turn.</span></p><div><div><div><div><div inert=""><p><img fetchpriority="high" height="1402" width="1122" alt="" decoding="async" loading="eager" sizes=" 600px) calc(100vw - 80px), 600px" src="https://pbs.twimg.com/media/HWjhsqYWMAALhKb?format=webp&amp;name=large" srcset="https://pbs.twimg.com/media/HWjhsqYWMAALhKb?format=webp&amp;name=small 680w, https://pbs.twimg.com/media/HWjhsqYWMAALhKb?format=webp&amp;name=medium 1200w, https://pbs.twimg.com/media/HWjhsqYWMAALhKb?format=webp&amp;name=large 2048w"></p></div></div></div></div></div><div><p><span><a href="https://en.mycoding.id/category/technology" target="_blank" data-status="active" aria-current="page">10:15 PM &middot; Nov 7, 2026</a></span><span aria-hidden="true">&middot;</span></p><a href="https://en.mycoding.id/category/technology" target="_blank" data-status="active" aria-current="page"><p>432.8K</p><p>Views</p></a></div></div><div aria-label="278 replies, 324 reposts, 2578 likes, 815 bookmarks, 432875 views" role="group"><div data-engagement-action="reply"><p><a href="https://en.mycoding.id/category/technology" target="_blank"><span><svg fill="currentColor" viewbox="0 0 24 24" display="flex" role="img" width="1em" height="1em" aria-hidden="true"></svg><span><span><span dir="ltr">278</span></span></span></span></a></p></div><div><div class=""></div></div></div></div></div><div><div aria-label="Loading post" role="status"><div><div><div><div><div></div></div><div></div></div><div><div></div><div></div><div></div><div></div><div></div></div></div></div></div></div></div></div>]]></content:encoded> <guid isPermaLink="true">https://en.mycoding.id/is-opus-5-5-nerfed-thinking-patterns-changed-on-november-3-76227</guid> <pubDate>Mon, 09 Nov 2026 08:04:25 +0700</pubDate> <author><![CDATA[support@mycoding.id (Doris Putra)]]></author> </item> <item> <title><![CDATA[Who is Alice Huang, the Megaspeed executive at the center of the Jensen Huang controversy]]></title> <description><![CDATA[Who is Alice Huang, the Megaspeed executive at the center of the Jensen Huang controversy. What to cognize concerning Alice Huang, the Megaspeed administrator connected to Nvidia CEO Jensen Huang.]]></description> <media:thumbnail url="https://i.insider.com/6af1671080d4b24f1834771f?width=1200&amp;format=jpeg"/> <category><![CDATA[Business]]></category> <link>https://en.mycoding.id/who-is-alice-huang-the-megaspeed-executive-at-the-center-of-the-jensen-huang-controversy-76223</link> <content:encoded><![CDATA[<div e-name="post-hero" data-component-type="post-hero" data-load-strategy="exclude"> <figure data-type="img" e-name="image-figure-image" data-media-container="image" itemscope itemtype="https://schema.org/ImageObject"> <div> <p><img src="https://i.insider.com/6ab3b81deb72254112679827?width=2000&amp;format=jpeg&amp;auto=webp" srcset="https://i.insider.com/6ab3b81deb72254112679827?width=400&amp;format=jpeg&amp;auto=webp 400w, https://i.insider.com/6ab3b81deb72254112679827?width=500&amp;format=jpeg&amp;auto=webp 500w, https://i.insider.com/6ab3b81deb72254112679827?width=700&amp;format=jpeg&amp;auto=webp 700w, https://i.insider.com/6ab3b81deb72254112679827?width=1000&amp;format=jpeg&amp;auto=webp 1000w, https://i.insider.com/6ab3b81deb72254112679827?width=1300&amp;format=jpeg&amp;auto=webp 1300w, https://i.insider.com/6ab3b81deb72254112679827?width=2000&amp;format=jpeg&amp;auto=webp 2000w" sizes=" 1280px) 900px" alt="Jensen Huang sits onstage in a suit, gesturing during speaking beside a apparent United States flag." decoding="sync"> </p></div> <span> <span> <svg aria-hidden="true" focusable="false" xmlns="http://www.w3.org/2000/svg" width="1em" height="1em" viewbox="0 0 24 24"> <path fill="currentColor" fill-rule="evenodd" d="m4.56 18.5 7.486-7.72 7.394 7.626 2.56-2.64L12.046 5.5 2 15.86l2.56 2.64Z"></path> </svg> <figcaption e-name="image-caption"> <span>Jensen Huang stated in a note to staffers on Sunday that he had been unfaithful to his wife.</span> <span> <span e-name="image-source" itemprop="creditText">Sean Rayford/Getty Images</span> </span> </figcaption> </span> </span> </figure> </div> <div data-component-type="image-modal" data-load-strategy="lazy"> <p>Jensen Huang's <a href="https://en.mycoding.id/category/business" target="_blank" data-track-click='&quot;bi_value_unassigned&quot;}' rel="">note to staff</a> on Sunday, in which he acknowledged being unfaithful to his wife, came as Nvidia opened an <a href="https://en.mycoding.id/category/business" target="_blank" data-track-click='&quot;bi_value_unassigned&quot;}' rel="">independent investigation</a> into reports that he may have been the mark of a "foreign intellect effort."</p><p>At the center is Alice Huang, who has been an administrator for Megaspeed, an Nvidia customer.</p><p>The <a href="https://en.mycoding.id/category/business" target="_blank" data-track-click='&quot;outbound_click&quot;}' rel=" nofollow">New York Times</a> reported in delayed October that US intellect officials accept Huang, who developed a near association alongside the Nvidia CEO, was passing data to Beijing.</p><h2 id="59398f96-f7f2-4feb-be1d-e167a3bb909b" data-toc-id="59398f96-f7f2-4feb-be1d-e167a3bb909b">Huang's function at Megaspeed</h2><p id="59398f96-f7f2-4feb-be1d-e167a3bb909b">Megaspeed archetypal came under scrutiny following <a href="https://en.mycoding.id/category/business" target="_blank" data-track-click='&quot;outbound_click&quot;}' rel=" nofollow">the Times</a> reported final twelvemonth that US authorities were examining whether the business and its Malaysian affiliate were assisting Chinese businesses acquire admission to Nvidia's AI chips notwithstanding US export controls.</p><p id="59398f96-f7f2-4feb-be1d-e167a3bb909b">It is unclear whenever Huang &mdash; who shares a final name alongside the CEO, but has no connection to him &mdash; archetypal met the Nvidia chief.</p><p id="59398f96-f7f2-4feb-be1d-e167a3bb909b">A 2024 <a href="https://en.mycoding.id/category/business" target="_blank" data-track-click='&quot;outbound_click&quot;}' rel=" nofollow">LinkedIn post</a> from the AI business NetThunder, shared during the Computex Taipei commerce show, showed the brace at a bar alongside another innovation executives.</p><p>In May 2025, news footage from <a href="https://en.mycoding.id/category/business" target="_blank" data-track-click='&quot;outbound_click&quot;}' rel=" nofollow">Taiwanese media</a> showed them leaving a Taipei eatery alongside another executives.</p><p>However, beyond those community appearances, small is known concerning Huang. Singapore company filings acknowledge her as Huang Le.</p><p>Megaspeed International was unified in Singapore in 2015 as 7Road International, before changing its name on March 7, 2023, according to Singapore company filings.</p> <p>A day earlier, Huang, a Chinese national, was appointed as the two a director and managing director of the company, alongside another Chinese national, Cang Yang, who joined as a director. She resigned from the two roles on November 10, the identical day Cang additionally stepped down.</p><p>When Huang assumed the role, company filings display that 7Road International HK Limited transferred all shares in the Singapore being to Huang Le Limited, a British Virgin Islands company.</p><p>That November, ownership was transferred again to Swiftdata, a Singapore business unified on October 31, 2023. Swiftdata remains Megaspeed&rsquo;s sole shareholder.</p><p>The Times reported that Megaspeed was cast following 7Road, a Chinese online gaming company, divided off its Singaporean subsidiary.</p><p>Before her period at Megaspeed, Huang worked as an administrator director at a Shanghai funding prosperity that had backed 7Road and was connected to state-backed companies, per the Times.</p><p>In an <a href="https://en.mycoding.id/category/business" target="_blank" data-track-click='&quot;outbound_click&quot;}' rel=" nofollow">October response</a> to a query from The Wall Street Journal, Singapore's Ministry of Home Affairs stated it had not investigated Huang complete her alleged ties to Chinese intellect or her association alongside Jensen Huang. It said, however, that the Singapore Police's inquiry into Megaspeed is ongoing, and declined to comment further.</p><h2 id="105b556a-4247-444d-9253-1b81589af48d" data-toc-id="105b556a-4247-444d-9253-1b81589af48d">Nvidia CEO's ties to Huang</h2><p>In reply to The Times' first reporting, Nvidia characterized Jensen Huang's interactions alongside Huang as regular endeavor dealings.</p><p>"Jensen's interactions alongside Ms. Huang are not different or unexpected. Meetings alongside customers are part of a CEO's job; Jensen talks alongside thousands of client executives all year, John Rizzo, a spokesman for Nvidia, told the Times in delayed October.</p><p>The Nvidia CEO himself made akin comments <a href="https://en.mycoding.id/category/business" target="_blank" data-track-click='&quot;outbound_click&quot;}' rel=" nofollow">to Bloomberg</a> final week. "Our relationship, our interactions, have been connected to Megaspeed, and it was all entirely normal and not unusual," Huang said.</p><p>On Sunday, Huang told Nvidia personnel that he had been unfaithful to his wife. His note did not name Alice Huang or location the reported association directly.</p><p>"Today's news volition not dilatory Nvidia," a business spokesman told Business Insider in a declaration on Sunday. 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CONTACT US ▪ Email support@mycoding.id ▪ WhatsApp https://wa.me/6281274309663 ▪ Telegram https://t.me/mycodingxd OFFICIAL LINKS ▪ Web https://mycoding.id ▪ Blog https://blog.mycoding.id ▪ News https://en.mycoding.id ▪ Apps https://play.google.com/store/apps/dev?id=5237501547073493079 SOCIAL MEDIA ▪ https://linkedin.com/company/mycodingxd ▪ https://facebook.com/mycodingxd ▪ https://instagram.com/mycodingxd ▪ https://tiktok.com/@mycodingxd ▪ https://twitter.com/mycoding_xd ▪ https://pinterest.com/mycoding_xd CHANNEL LINKS ▪ YouTube https://safelink.asia/youtube ▪ DailyMotion https://safelink.asia/dailymotion ▪ WhatsApp https://safelink.asia/whatsapp ▪ Telegram https://safelink.asia/telegram Powered by https://linkedin.com/company/401XDGroup #Networking #Programming #DataScience #CyberSecurity #ArtificialIntelligence #Database</p>]]></content:encoded> <guid isPermaLink="true">https://en.mycoding.id/dari-asisten-cerdas-ke-tim-ai-76229</guid> <pubDate>Mon, 09 Nov 2026 07:00:09 +0700</pubDate> <author><![CDATA[support@mycoding.id (Mc Project)]]></author> </item> <item> <title><![CDATA[Apple capped engineers at a $200 daily AI budget]]></title> <description><![CDATA[Apple capped engineers at a $200 daily AI budget. Comments]]></description> <media:thumbnail url="https://en.mycoding.id/site/assets/img/og-image.png"/> <category><![CDATA[Technology]]></category> <link>https://en.mycoding.id/apple-capped-engineers-at-a-200-daily-ai-budget-76224</link> <content:encoded><![CDATA[<div aria-label="HTTP status, error code, and petition ID"> <p>403 Forbidden</p> <p>sin1::x6mfz-1794207622724-f1589f99814d</p> </div>]]></content:encoded> <guid isPermaLink="true">https://en.mycoding.id/apple-capped-engineers-at-a-200-daily-ai-budget-76224</guid> <pubDate>Mon, 09 Nov 2026 06:30:11 +0700</pubDate> <author><![CDATA[support@mycoding.id (Riki Setiawan)]]></author> </item> <item> <title><![CDATA[I'm 69 and pay $4,500 a month to live in a care home. It's given me a better sense of community.]]></title> <description><![CDATA[I'm 69 and pay $4,500 a month to live in a care home. It's given me a better sense of community.. Victor Lee spent most of his existence living alongside his three older siblings. Over time, he misplaced them one by one and eventually established himself living alone.]]></description> <media:thumbnail url="https://i.insider.com/6adef263c8572251b197fdcc?width=1200&amp;format=jpeg"/> <category><![CDATA[Business]]></category> <link>https://en.mycoding.id/i-m-69-and-pay-4-500-a-month-to-live-in-a-care-home-it-s-given-me-a-better-sense-of-community-76221</link> <content:encoded><![CDATA[<div e-name="post-hero" data-component-type="post-hero" data-load-strategy="exclude"> <figure data-type="img" e-name="image-figure-image" data-media-container="image" itemscope itemtype="https://schema.org/ImageObject"> <div> <p><img src="https://i.insider.com/6adebe40ab741a2ebdf11270?width=2000&amp;format=jpeg&amp;auto=webp" srcset="https://i.insider.com/6adebe40ab741a2ebdf11270?width=400&amp;format=jpeg&amp;auto=webp 400w, https://i.insider.com/6adebe40ab741a2ebdf11270?width=500&amp;format=jpeg&amp;auto=webp 500w, https://i.insider.com/6adebe40ab741a2ebdf11270?width=700&amp;format=jpeg&amp;auto=webp 700w, https://i.insider.com/6adebe40ab741a2ebdf11270?width=1000&amp;format=jpeg&amp;auto=webp 1000w, https://i.insider.com/6adebe40ab741a2ebdf11270?width=1300&amp;format=jpeg&amp;auto=webp 1300w, https://i.insider.com/6adebe40ab741a2ebdf11270?width=2000&amp;format=jpeg&amp;auto=webp 2000w" sizes=" 1280px) 900px" alt="A man sitting on a couch i his area in an assisted living facility in Singapore." decoding="sync"> </p></div> <figcaption e-name="image-caption"> <span e-name="image-source" itemprop="creditText"> <a href="https://en.mycoding.id/category/business" target="_blank" rel="nofollow"> Rebecca Toh for Business Insider. </a> </span> <svg aria-hidden="true" focusable="false" xmlns="http://www.w3.org/2000/svg" width="1em" height="1em" viewbox="0 0 24 24"> <path fill="currentColor" fill-rule="evenodd" d="m4.56 18.5 7.486-7.72 7.394 7.626 2.56-2.64L12.046 5.5 2 15.86l2.56 2.64Z"></path> </svg> <span>Victor Lee lives in an assisted living facility in Singapore.</span> </figcaption> </figure> </div> <div data-component-type="image-modal" data-load-strategy="lazy"> <p><em>This as-told-to composition is according to a conversation alongside Victor Lee, 69, who lives at Camino House, an assisted living facility in Singapore. This discussion has been edited for dimension and clarity.</em></p><p>For as lengthy as I could remember, I lived alongside my three older siblings in a two-story <a href="https://en.mycoding.id/category/business" target="_blank" data-track-click='&quot;bi_value_unassigned&quot;}' rel="">apartment in Singapore</a>.</p><p>I worked as a revenue aide at a famous division store, but stopped operating in my 20s since of health issues. My siblings took attention of me following that, and I relied on them to assistance me get by day to day. We were all single.</p> <figure data-type="img" e-name="image-figure-image" data-media-container="image" role="button" tabindex="0" aria-label="Click to open depiction in exhibition view" itemscope="" itemtype="https://schema.org/ImageObject"> <div> <p><img src="image/svg+xml,%3C%3Fxml%20version=&#039;1.0&#039;%20encoding=&#039;UTF-8&#039;%3F%3E%3Csvg%20xmlns=&#039;http://www.w3.org/2000/svg&#039;%20width=&#039;1&#039;%20height=&#039;1&#039;/%3E" data-content-type="image/jpeg" data-srcs='//i.insider.com/6adec256ab741a2ebdf11273&quot;:{&quot;contentType&quot;:&quot;image/jpeg&quot;,&quot;aspectRatioW&quot;:4000,&quot;aspectRatioH&quot;:3000}}' alt="A man holding up an old photo of himself."> </p></div> <span> <figcaption e-name="image-caption"> Victor Lee spent most of his existence living alongside his three older siblings.&nbsp; <span e-name="image-source" itemprop="creditText"> <a href="https://en.mycoding.id/category/business" target="_blank" rel="nofollow" target="_blank"> Rebecca Toh for Business Insider. </a> </span> </figcaption> </span> </figure> <p>But as the years went by, age caught up alongside them one by one, and I was remaining on my own.</p><p>For complete two years, I lived solitary in that flat we formerly shared. But as I got older and small mobile, it became harder to <a href="https://en.mycoding.id/category/business" target="_blank" data-track-click='&quot;bi_value_unassigned&quot;}' rel="">manage the stairs</a> all day. I cut multiple times, and I started to acknowledge how hazardous it was to be by myself.</p><p>Each period I fell, there was nobody about to know. But the final period was the one that made me acknowledge I could not keep living this way.</p><p>I recall lying there for a lengthy time, struggling to get myself up. When I eventually managed to, I had to call an ambulance &mdash; and afterward open the entrance for them myself.</p><h2 id="b31b13bc-7216-4864-9851-4dd41327bfa6" data-toc-id="b31b13bc-7216-4864-9851-4dd41327bfa6">Choosing assisted living</h2><p id="b31b13bc-7216-4864-9851-4dd41327bfa6">I decided to market my flat and downsize to a smaller <a href="https://en.mycoding.id/category/business" target="_blank" data-track-click='&quot;bi_value_unassigned&quot;}' rel="">public-housing flat</a>. But akin another Singaporeans who buy these Build-to-Order flats, I would have to delay multiple years for the flat to be ready.</p> <figure data-type="img" e-name="image-figure-image" data-media-container="image" role="button" tabindex="0" aria-label="Click to open depiction in exhibition view" itemscope="" itemtype="https://schema.org/ImageObject"> <div> <p><img src="image/svg+xml,%3C%3Fxml%20version=&#039;1.0&#039;%20encoding=&#039;UTF-8&#039;%3F%3E%3Csvg%20xmlns=&#039;http://www.w3.org/2000/svg&#039;%20width=&#039;1&#039;%20height=&#039;1&#039;/%3E" data-content-type="image/jpeg" data-srcs='//i.insider.com/6adef393ab741a2ebdf112d2&quot;:{&quot;contentType&quot;:&quot;image/jpeg&quot;,&quot;aspectRatioW&quot;:4058,&quot;aspectRatioH&quot;:3043}}' alt="The exterior of a shophouse in Joo Chiat, Singapore."> </p></div> <span> <figcaption e-name="image-caption"> When his siblings died, living solitary became unsafe, so Lee moved into an assisted living facility in Joo Chiat, Singapore.&nbsp; <span e-name="image-source" itemprop="creditText"> <a href="https://en.mycoding.id/category/business" target="_blank" rel="nofollow" target="_blank"> Rebecca Toh for Business Insider. </a> </span> </figcaption> </span> </figure> <p id="b31b13bc-7216-4864-9851-4dd41327bfa6">In the meantime, I knew I needed to discover a location anywhere assistance would be nearby if I cut again.</p> <p id="b31b13bc-7216-4864-9851-4dd41327bfa6">Since I was motionless fairly autonomous and capable to oversee most regular activities on my own, a traditional nursing residence didn't appear akin the correct fit for me. Thankfully, a social employee I knew helped me regard my options.</p><p>She introduced me to <a href="https://en.mycoding.id/category/business" target="_blank" data-track-click='&quot;bi_value_unassigned&quot;}' rel="">Camino House</a>, an assisted living facility not too far from anywhere I'd been living.</p><p>It's in <a href="https://en.mycoding.id/category/business" target="_blank" data-track-click='&quot;bi_value_unassigned&quot;}' rel="">a shophouse</a>, one of Singapore's narrow, colorful historic buildings that traditionally had businesses on the dirt flat and homes upstairs.</p> <figure data-type="img" e-name="image-figure-image" data-media-container="image" role="button" tabindex="0" aria-label="Click to open depiction in exhibition view" itemscope="" itemtype="https://schema.org/ImageObject"> <div> <p><img src="image/svg+xml,%3C%3Fxml%20version=&#039;1.0&#039;%20encoding=&#039;UTF-8&#039;%3F%3E%3Csvg%20xmlns=&#039;http://www.w3.org/2000/svg&#039;%20width=&#039;1&#039;%20height=&#039;1&#039;/%3E" data-content-type="image/jpeg" data-srcs='//i.insider.com/6adec257ab741a2ebdf11275&quot;:{&quot;contentType&quot;:&quot;image/jpeg&quot;,&quot;aspectRatioW&quot;:3000,&quot;aspectRatioH&quot;:4000}}' alt="Items on a bedside table."> </p></div> <span> <figcaption e-name="image-caption"> He gets a personal area alongside an en-suite bathroom.&nbsp; <span e-name="image-source" itemprop="creditText"> <a href="https://en.mycoding.id/category/business" target="_blank" rel="nofollow" target="_blank"> Rebecca Toh for Business Insider. </a> </span> </figcaption> </span> </figure> <p>I came to see it twice before I moved in in 2023. I knew there were another facilities, but I established them fairly old and a bit crowded. In contrast, I established Camino House to be a extremely nice, quiescent place. Right now, there are seven residents, including me.</p><p>The caregivers are continually helpful and cheerful &mdash; I call them my "sunshine girls." They are there whenever I need help, but I motionless have the liberty to do things on my own.</p><h2 id="06a234b7-88ca-4b65-9bf0-e4c3adbddefa" data-toc-id="06a234b7-88ca-4b65-9bf0-e4c3adbddefa">Life at Camino House</h2><p>I have a personal area alongside an en-suite bathroom, and I pay 5,800 Singapore dollars, or concerning $4,500, all month. This covers my room, meals, laundry, and care.</p><p>I normally awaken up early, about 6 a.m. After washing up, I caput downstairs for breakfast, anywhere I normally have oats alongside blueberries and honey.</p><p>I bask doing my own exercises, and multiple times a week, I'll associate the collection activities held in the average area. We do things akin artwork and rattan weaving, and sometimes volunteers or children from nearby preschools arrive by.</p> <figure data-type="img" e-name="image-figure-image" data-media-container="image" role="button" tabindex="0" aria-label="Click to open depiction in exhibition view" itemscope="" itemtype="https://schema.org/ImageObject"> <div> <p><img src="image/svg+xml,%3C%3Fxml%20version=&#039;1.0&#039;%20encoding=&#039;UTF-8&#039;%3F%3E%3Csvg%20xmlns=&#039;http://www.w3.org/2000/svg&#039;%20width=&#039;1&#039;%20height=&#039;1&#039;/%3E" data-content-type="image/jpeg" data-srcs='//i.insider.com/6adec257ab741a2ebdf11276&quot;:{&quot;contentType&quot;:&quot;image/jpeg&quot;,&quot;aspectRatioW&quot;:4000,&quot;aspectRatioH&quot;:3000}}' alt="A man artwork alongside kids."> </p></div> <span> <figcaption e-name="image-caption"> The attention facility hosts social activities for its residents multiple times a week.&nbsp; <span e-name="image-source" itemprop="creditText"> <a href="https://en.mycoding.id/category/business" target="_blank" rel="nofollow" target="_blank"> Rebecca Toh for Business Insider. </a> </span> </figcaption> </span> </figure> <p>In the afternoons, I frequently act bulk online, read, or expend period alongside the another residents. On Sundays, I try to go to church.</p><p>Before I came here, I was fairly a introverted person. I think I'm the most talkative one now. I bask interacting alongside people. It feels additional akin a family here.</p> </div> <h2>Read next</h2> <div data-recommendations-content data-track-click-shared='&quot;Read next&quot;}'> <div e-name="read-next-list" data-recommendations-list> <span> <p><img src="image/svg+xml,%3Csvg%20xmlns=&#039;http://www.w3.org/2000/svg&#039;%20viewBox=&#039;0%200%201%201&#039;%3E%3C/svg%3E" data-src="/public/assets/logos/placeholder.png" alt=""> </p> </span> <h3> <span>Business Insider tells the innovative stories you desire to know</span> </h3> <span> <p><img src="image/svg+xml,%3Csvg%20xmlns=&#039;http://www.w3.org/2000/svg&#039;%20viewBox=&#039;0%200%201%201&#039;%3E%3C/svg%3E" data-src="/public/assets/logos/placeholder.png" alt=""> </p> </span> <h3> <span>Business Insider tells the innovative stories you desire to know</span> </h3> <span> <p><img src="image/svg+xml,%3Csvg%20xmlns=&#039;http://www.w3.org/2000/svg&#039;%20viewBox=&#039;0%200%201%201&#039;%3E%3C/svg%3E" data-src="/public/assets/logos/placeholder.png" alt=""> </p> </span> <h3> <span>Business Insider tells the innovative stories you desire to know</span> </h3> <span> <p><img src="image/svg+xml,%3Csvg%20xmlns=&#039;http://www.w3.org/2000/svg&#039;%20viewBox=&#039;0%200%201%201&#039;%3E%3C/svg%3E" data-src="/public/assets/logos/placeholder.png" alt=""> </p> </span> <h3> <span>Business Insider tells the innovative stories you desire to know</span> </h3> </div> </div> <a e-name="read-next-image-link" data-recommendations-image-link data-recommendations-link tabindex="-1"> <p><img alt=""> </p> </a> <h3> <a e-name="read-next-title-link" data-recommendations-link data-recommendations-title></a> </h3> <div data-component-type="post-bottom-authors" data-load-strategy="exclude" data-track-view='&quot;module_in_view&quot;}' data-track-click-shared='&quot;navigation&quot;}'> <div data-track-view='&quot;module_in_view&quot;}'> <div> <p><span>Amanda is an award-winning elder newsman at Business Insider's Singapore bureau.</span><span>Her reporting explores how group navigate important existence transitions, including occupation changes, relocation, and retirement, alongside a particular concentration on the experiences of those living in Asia. She additionally writes concerning travel, culture, wellness, and relationships.</span><span>She earlier worked as a author and video manufacturer at a satisfied promotion agency in Singapore. She graduated from the University at Buffalo alongside a BA (Hons) in Sociology.</span> </p> </div> </div> </div>]]></content:encoded> <guid isPermaLink="true">https://en.mycoding.id/i-m-69-and-pay-4-500-a-month-to-live-in-a-care-home-it-s-given-me-a-better-sense-of-community-76221</guid> <pubDate>Mon, 09 Nov 2026 06:03:01 +0700</pubDate> <author><![CDATA[support@mycoding.id (Amanda Goh)]]></author> </item> <item> <title><![CDATA[I'm 22 and I bet $80,000 of my savings on an industrial AI startup. Now I'm dropping out of college to go all-in.]]></title> <description><![CDATA[I'm 22 and I bet $80,000 of my savings on an industrial AI startup. Now I'm dropping out of college to go all-in.. The 22-year-old originator of Y Combinator-backed Operon says his younker has helped him diagram clients in an industry dominated by older executives.]]></description> <media:thumbnail url="https://i.insider.com/6adb1139dc67b5b4d01f6be2?width=1200&amp;format=jpeg"/> <category><![CDATA[Business]]></category> <link>https://en.mycoding.id/i-m-22-and-i-bet-80-000-of-my-savings-on-an-industrial-ai-startup-now-i-m-dropping-out-of-college-to-go-all-in-76222</link> <content:encoded><![CDATA[<div e-name="post-hero" data-component-type="post-hero" data-load-strategy="exclude"> <figure data-type="img" e-name="image-figure-image" data-media-container="image" itemscope itemtype="https://schema.org/ImageObject"> <div> <p><img src="https://i.insider.com/6adb112b510d67c758d86160?width=2000&amp;format=jpeg&amp;auto=webp" srcset="https://i.insider.com/6adb112b510d67c758d86160?width=400&amp;format=jpeg&amp;auto=webp 400w, https://i.insider.com/6adb112b510d67c758d86160?width=500&amp;format=jpeg&amp;auto=webp 500w, https://i.insider.com/6adb112b510d67c758d86160?width=700&amp;format=jpeg&amp;auto=webp 700w, https://i.insider.com/6adb112b510d67c758d86160?width=1000&amp;format=jpeg&amp;auto=webp 1000w, https://i.insider.com/6adb112b510d67c758d86160?width=1300&amp;format=jpeg&amp;auto=webp 1300w, https://i.insider.com/6adb112b510d67c758d86160?width=2000&amp;format=jpeg&amp;auto=webp 2000w" sizes=" 1280px) 900px" alt="Anderson Chen, originator and CEO of Operon Solutions." decoding="sync"> </p></div> <figcaption e-name="image-caption"> <span e-name="image-source" itemprop="creditText">Anderson Chen</span> <svg aria-hidden="true" focusable="false" xmlns="http://www.w3.org/2000/svg" width="1em" height="1em" viewbox="0 0 24 24"> <path fill="currentColor" fill-rule="evenodd" d="m4.56 18.5 7.486-7.72 7.394 7.626 2.56-2.64L12.046 5.5 2 15.86l2.56 2.64Z"></path> </svg> <span>At 22, Anderson Chen is construction a Y Combinator-backed AI startup in an industry anywhere he says competitors are frequently decades older.</span> </figcaption> </figure> </div> <div data-component-type="image-modal" data-load-strategy="lazy"> <p><em>This as-told-to composition is according to a conversation alongside Anderson Chen, 22, the Taiwanese originator and CEO of San Francisco-based Operon Solutions, an manufacturing AI startup backed by Y Combinator. It has been edited for dimension and clarity.</em></p><p>I'm taking my second <a href="https://en.mycoding.id/category/business" target="_blank" data-track-click='&quot;bi_value_unassigned&quot;}' rel="">gap year</a> from Nanyang Technological University in Singapore, anywhere I study chemic engineering and business. Now I'm preparedness not to <a href="https://en.mycoding.id/category/business" target="_blank" data-track-click='&quot;bi_value_unassigned&quot;}' rel="">return to college.</a></p><p>During my archetypal gap year, I started Operon, an manufacturing <a href="https://en.mycoding.id/category/business" target="_blank" data-track-click='&quot;bi_value_unassigned&quot;}' rel="">AI startup.</a> We automate tasks that used to be run by individual operators and specialists in dense industries, including manufacturing, oil and gas, and construction.</p><p>I initially idea I'd go rear to school. But Operon grew exponentially toward the end of my archetypal gap year, so I decided to obtain another twelvemonth off.</p><p>During that year, I realized that equal if you graduate, it doesn't average you'll fig things out.</p><p>I was fairly frightened of dropping out, to be honest. Having a bachelor's flat is the Asian standard.</p><p>My parents were additionally initially concerned since they idea I was doing seriously at school. But my gap-year expenses were covered by a fellowship, so it was no hazard for me.</p><p>Now my parents are fine alongside my plans. They're like, "Okay, go for it."</p><h2 id="be4511a7-63ba-4678-8994-e5b98014e1e2" data-toc-id="be4511a7-63ba-4678-8994-e5b98014e1e2">I think AI is changing the value of a university degree</h2><p>Another logic I'm preparedness not to come back to university is that AI is moving so fast.</p> <p>OpenAI lately solved a type of the <a href="https://en.mycoding.id/category/business" target="_blank" data-track-click='&quot;bi_value_unassigned&quot;}' rel="">Navier&ndash;Stokes problem</a> in fluid dynamics. I recall in my sophomore year, my prof in fluid dynamics told me it was unsolvable.</p><p>I realized that if you cognize how to use AI effectively, you power equal be capable to outperform your own professor.</p><h2 id="7344aa07-8957-4998-8db2-cdf62e0fb044" data-toc-id="7344aa07-8957-4998-8db2-cdf62e0fb044">I saw an chance to bring AI into dense industries</h2><p>I started Operon following doing internships at manufacturing companies and connecting alongside manufacturers and founders in Taiwan.</p><p>I saw engineers throwing engineering PDFs into ChatGPT and asking it to comprehend them and compose engineering documentation.</p><p>But <a href="https://en.mycoding.id/category/business" target="_blank" data-track-click='&quot;bi_value_unassigned&quot;}' rel="">frontier AI models</a> couldn't comprehend those documents since they had never been trained on that confidential data. That was the instant I knew I had to commencement this company.</p><p>In manufacturing, humans prosecute extremely rigorous norm functioning procedures. But the data in dense industries is too difficult for AI to understand. It's too messy.</p><p>So we're structuring everything together, construction a environment tier for them, and allowing these agentic workflows to really happen.</p><p>In May, we received backing from <a href="https://en.mycoding.id/category/business" target="_blank" data-track-click='&quot;bi_value_unassigned&quot;}' rel="">Y Combinator</a> as part of a $700,000 pre-seed circular that additionally included another investors. We closed the circular in concerning three days.</p><p>We have concerning 20 clients. Some of our projects are proofs of concept, during others are already complete contracts.</p> <figure data-type="img" e-name="image-figure-image" data-media-container="image" role="button" tabindex="0" aria-label="Click to open depiction in exhibition view" itemscope="" itemtype="https://schema.org/ImageObject"> <div> <p><img src="image/svg+xml,%3C%3Fxml%20version=&#039;1.0&#039;%20encoding=&#039;UTF-8&#039;%3F%3E%3Csvg%20xmlns=&#039;http://www.w3.org/2000/svg&#039;%20width=&#039;1&#039;%20height=&#039;1&#039;/%3E" data-content-type="image/jpeg" data-srcs='//i.insider.com/6adb13dc2a1b5bc156b1b4aa&quot;:{&quot;contentType&quot;:&quot;image/jpeg&quot;,&quot;aspectRatioW&quot;:900,&quot;aspectRatioH&quot;:1600}}' alt="Anderson Chen at a client site"> </p></div> <span> <figcaption e-name="image-caption"> Anderson Chen's startup, Operon, plant alongside dense industries to automate tasks traditionally performed by individual operators and specialists.&nbsp; <span e-name="image-source" itemprop="creditText"> Anderson Chen </span> </figcaption> </span> </figure> <h2 id="0de9f4aa-931b-492e-b467-e5fba63fd1f9" data-toc-id="0de9f4aa-931b-492e-b467-e5fba63fd1f9">I put nearly all my funds into my AI startup</h2><p>Before we raised funds, I put nearly all my individual funds into Operon. It was about $80,000. I'm not paying myself a salary, although we're paying our employees.</p><p>I made the prosperity from businesses I started before Operon. When I was 14, I was marketing sneakers and doing Amazon dropshipping.</p><p>While I was in college, I built a tutoring agency connecting Malaysian students alongside parents of children attending global schools in Singapore. I did promotion for the tutors and hired a bunch of them.</p><h2 id="e39f8d48-d4a6-46d5-90e4-50969222d5cb" data-toc-id="e39f8d48-d4a6-46d5-90e4-50969222d5cb">Being young in an old-economy industry has its advantages</h2><p>Our squad has five people, all under 30. The oldest is 26, and the youngest is 16.</p><p>I think there's skepticism since we're operating in dense industries, and the founders of our competitors are all in their 40s and 50s.</p><p>But that's the <a href="https://en.mycoding.id/category/business" target="_blank" data-track-click='&quot;bi_value_unassigned&quot;}' rel="">best thing</a> I could always ask for.</p><p>Skepticism brings exposure, and group volition naturally be intrigued. They'll be thinking, "Oh my God, how are you capable to interrupt into this space? I have to inspect it out."</p> </div> <h2>Read next</h2> <div data-recommendations-content data-track-click-shared='&quot;Read next&quot;}'> <div e-name="read-next-list" data-recommendations-list> <span> <p><img src="image/svg+xml,%3Csvg%20xmlns=&#039;http://www.w3.org/2000/svg&#039;%20viewBox=&#039;0%200%201%201&#039;%3E%3C/svg%3E" data-src="/public/assets/logos/placeholder.png" alt=""> </p> </span> <h3> <span>Business Insider tells the innovative stories you desire to know</span> </h3> <span> <p><img src="image/svg+xml,%3Csvg%20xmlns=&#039;http://www.w3.org/2000/svg&#039;%20viewBox=&#039;0%200%201%201&#039;%3E%3C/svg%3E" data-src="/public/assets/logos/placeholder.png" alt=""> </p> </span> <h3> <span>Business Insider tells the innovative stories you desire to know</span> </h3> <span> <p><img src="image/svg+xml,%3Csvg%20xmlns=&#039;http://www.w3.org/2000/svg&#039;%20viewBox=&#039;0%200%201%201&#039;%3E%3C/svg%3E" data-src="/public/assets/logos/placeholder.png" alt=""> </p> </span> <h3> <span>Business Insider tells the innovative stories you desire to know</span> </h3> <span> <p><img src="image/svg+xml,%3Csvg%20xmlns=&#039;http://www.w3.org/2000/svg&#039;%20viewBox=&#039;0%200%201%201&#039;%3E%3C/svg%3E" data-src="/public/assets/logos/placeholder.png" alt=""> </p> </span> <h3> <span>Business Insider tells the innovative stories you desire to know</span> </h3> </div> </div> <a e-name="read-next-image-link" data-recommendations-image-link data-recommendations-link tabindex="-1"> <p><img alt=""> </p> </a> <h3> <a e-name="read-next-title-link" data-recommendations-link data-recommendations-title></a> </h3> <div data-component-type="post-bottom-authors" data-load-strategy="exclude" data-track-view='&quot;module_in_view&quot;}' data-track-click-shared='&quot;navigation&quot;}'> <div data-track-view='&quot;module_in_view&quot;}'> <div> <div> <p><span>Huileng Tan is a elder newsman based in Singapore, covering markets, the earth economy, commodities, and investing. Her reporting focuses on how shifts in <a href="https://en.mycoding.id/category/business" target="_blank">money, demographics, technology,</a> and <a href="https://en.mycoding.id/category/business" target="_blank">policy</a> are reshaping <a href="https://en.mycoding.id/category/business" target="_blank">businesses,</a> <a href="https://en.mycoding.id/category/business" target="_blank">wealth, and mundane life</a> about the world.</span><span>Since joining Business Insider, she has covered everything from <a href="https://en.mycoding.id/category/business" target="_blank">commodity booms</a> and <a href="https://en.mycoding.id/category/business" target="_blank">investor trends</a> to <a href="https://en.mycoding.id/category/business" target="_blank">China's economy,</a> the <a href="https://en.mycoding.id/category/business" target="_blank">AI trade,</a> and the forces driving <a href="https://en.mycoding.id/category/business" target="_blank">global markets.</a></span><span>Before joining Business Insider, she reported for CNBC, Dow Jones, ICIS, and The Wall Street Journal.</span><span>Reach her at <a href="https://en.mycoding.id/category/business" target="_blank">htan@businessinsider.com</a>.</span> </p></div> </div> </div> </div>]]></content:encoded> <guid isPermaLink="true">https://en.mycoding.id/i-m-22-and-i-bet-80-000-of-my-savings-on-an-industrial-ai-startup-now-i-m-dropping-out-of-college-to-go-all-in-76222</guid> <pubDate>Mon, 09 Nov 2026 06:01:01 +0700</pubDate> <author><![CDATA[support@mycoding.id (Huileng Tan)]]></author> </item> <item> <title><![CDATA[Show HN: Flide: Make Jev-like decision models up to 9.5x faster]]></title> <description><![CDATA[Show HN: Flide: Make Jev-like decision models up to 9.5x faster. Comments]]></description> <media:thumbnail url="https://opengraph.githubassets.com/4cab0daf4fe1b0b506a4cc60aed568859808617dc10b25352253f5f0b0d5310c/OmniJev/Flide"/> <category><![CDATA[Technology]]></category> <link>https://en.mycoding.id/show-hn-flide-make-jev-like-decision-models-up-to-9-5x-faster-76225</link> <content:encoded><![CDATA[<div data-hpc="true" containertiming="hpc"><p dir="auto"> <a href="https://en.mycoding.id/category/technology" target="_blank"><img alt=" Extremely Fast Decision Inference alongside Exact State Forking" src="https://github.com/OmniJev/Flide/raw/main/assets/banner.svg" width="100%"></a> </p> <p dir="auto"><b>English</b> &middot; <a href="https://en.mycoding.id/category/technology" target="_blank">&#31616;&#20307;&#20013;&#25991;</a> &middot; <a href="https://en.mycoding.id/category/technology" target="_blank">&#26085;&#26412;&#35486;</a></p> <p dir="auto"> <a href="https://en.mycoding.id/category/technology" target="_blank" rel="nofollow"><img alt="arXiv" src="https://camo.githubusercontent.com/1686db9572a1e4d65ff5fd81706a91ba51f03522c4662f83bb5031ab6e7083a4/68747470733a2f2f696d672e736869656c64732e696f2f62616467652f61725869762d50617065722d4233314231423f7374796c653d666c61742d737175617265266c6f676f3d6172786976266c6f676f436f6c6f723d7768697465" data-canonical-src="https://img.shields.io/badge/arXiv-Paper-B31B1B?style=flat-square&amp;logo=arxiv&amp;logoColor=white"></a> <a href="https://en.mycoding.id/category/technology" target="_blank" rel="nofollow"><img alt="PyPI" src="https://camo.githubusercontent.com/e2bcb64dcc1181ff5fdc1d63559a92d7295a11064afcc8a5fd14b5a1fcf6b055/68747470733a2f2f696d672e736869656c64732e696f2f707970692f762f666c6964653f7374796c653d666c61742d737175617265266c6f676f3d70797069266c6f676f436f6c6f723d776869746526636f6c6f723d334138364646" data-canonical-src="https://img.shields.io/pypi/v/flide?style=flat-square&amp;logo=pypi&amp;logoColor=white&amp;color=3A86FF"></a> <a href="https://en.mycoding.id/category/technology" target="_blank" rel="nofollow"><img alt="Website" src="https://camo.githubusercontent.com/2693289f41813cc0765b483ab1fe9a35b96641471d4c555847b7fb017b927140/68747470733a2f2f696d672e736869656c64732e696f2f62616467652f576562736974652d666c6964652e6f72672d3030413839303f7374796c653d666c61742d737175617265266c6f676f3d676f6f676c656368726f6d65266c6f676f436f6c6f723d7768697465" data-canonical-src="https://img.shields.io/badge/Website-flide.org-00A890?style=flat-square&amp;logo=googlechrome&amp;logoColor=white"></a> <a href="https://en.mycoding.id/category/technology" target="_blank" rel="nofollow"><img alt="Docs" src="https://camo.githubusercontent.com/fe24243ad7ad082c0684676f1e98877d402c9b6d4a24daf44e402c1e18ee5ce2/68747470733a2f2f696d672e736869656c64732e696f2f62616467652f446f63732d6c61746573742d3146354644313f7374796c653d666c61742d737175617265266c6f676f3d6d6174657269616c666f726d6b646f6373266c6f676f436f6c6f723d7768697465" data-canonical-src="https://img.shields.io/badge/Docs-latest-1F5FD1?style=flat-square&amp;logo=materialformkdocs&amp;logoColor=white"></a> <a href="https://en.mycoding.id/category/technology" target="_blank"><img alt="License" src="https://camo.githubusercontent.com/5f5acad863d4d437638c24a868e1fed27221ca7a1b4a3de9ab3bbb33503a4ef5/68747470733a2f2f696d672e736869656c64732e696f2f62616467652f4c6963656e73652d4170616368655f322e302d4546343736463f7374796c653d666c61742d737175617265266c6f676f3d617061636865266c6f676f436f6c6f723d7768697465" data-canonical-src="https://img.shields.io/badge/License-Apache_2.0-EF476F?style=flat-square&amp;logo=apache&amp;logoColor=white"></a> <a href="https://en.mycoding.id/category/technology" target="_blank" rel="nofollow"><img alt="Python" src="https://camo.githubusercontent.com/ab7cf664279252f1203d6ded8d8e801f35eb9f0c8af824adc6f1801fad03c131/68747470733a2f2f696d672e736869656c64732e696f2f62616467652f507974686f6e2d332e31302532422d4632384532423f7374796c653d666c61742d737175617265266c6f676f3d707974686f6e266c6f676f436f6c6f723d7768697465" data-canonical-src="https://img.shields.io/badge/Python-3.10%2B-F28E2B?style=flat-square&amp;logo=python&amp;logoColor=white"></a> <a href="https://en.mycoding.id/category/technology" target="_blank" rel="nofollow"><img alt="PyTorch" src="https://camo.githubusercontent.com/5120673a98af1451b50f08d1a6882380f421982c150a68efc0489987c175c925/68747470733a2f2f696d672e736869656c64732e696f2f62616467652f5079546f7263682d322e31322532422d3542363638303f7374796c653d666c61742d737175617265266c6f676f3d7079746f726368266c6f676f436f6c6f723d7768697465" data-canonical-src="https://img.shields.io/badge/PyTorch-2.12%2B-5B6680?style=flat-square&amp;logo=pytorch&amp;logoColor=white"></a> </p> <p dir="auto"><a href="https://en.mycoding.id/category/technology" target="_blank">News</a> &middot; <a href="https://en.mycoding.id/category/technology" target="_blank">Quick start</a> &middot; <a href="https://en.mycoding.id/category/technology" target="_blank">Models</a> &middot; <a href="https://en.mycoding.id/category/technology" target="_blank">Options</a></p> <p dir="auto"><a href="https://en.mycoding.id/category/technology" target="_blank" rel="nofollow">Flide</a> is accelerated conclusion infrastructure for Jev-style decision models. With exact province forking it is up to 9.5 times faster than vLLM and SGLang, and all answer is the one the example gives the inquiry alone. It serves the Jev /v1/systemone API.</p> <p dir="auto"> <a href="https://en.mycoding.id/category/technology" target="_blank"><img alt="9.5 times faster than vLLM and SGLang; exact province forking; extremely fast" src="https://github.com/OmniJev/Flide/raw/main/assets/highlights.svg" width="100%"></a> </p> <p dir="auto"> <a href="https://en.mycoding.id/category/technology" target="_blank"><img alt="One province forked into three questions, all answered in one onward pass" src="https://github.com/OmniJev/Flide/raw/main/assets/answers.svg" width="100%"></a> </p> <ul dir="auto"> <li>&#128293; <strong>2026-11-09</strong> We added <a href="https://en.mycoding.id/category/technology" target="_blank" rel="nofollow">Ainvest-Decision</a>, <a href="https://en.mycoding.id/category/technology" target="_blank" rel="nofollow">Darwin-27B-RSI-Decision</a> and <a href="https://en.mycoding.id/category/technology" target="_blank" rel="nofollow">KnowLine-31B-Gen1.5</a> in Flide 0.1.10, and the KnowLine family now says images.</li> <li>&#128293; <strong>2026-11-09</strong> We added <a href="https://en.mycoding.id/category/technology" target="_blank" rel="nofollow">pplx-decider-v1.1-27b</a> and <a href="https://en.mycoding.id/category/technology" target="_blank" rel="nofollow">JEV-35B</a> in Flide 0.1.9, and /v1/systemone now takes multiple requests in one body.</li> <li>&#128293; <strong>2026-11-08</strong> We added two decision example families in Flide 0.1.8, including <a href="https://en.mycoding.id/category/technology" target="_blank" rel="nofollow">AutoTrust</a> and <a href="https://en.mycoding.id/category/technology" target="_blank" rel="nofollow">Clef</a>, and additionally <a href="https://en.mycoding.id/category/technology" target="_blank" rel="nofollow">drex-max-v1</a>.</li> </ul> Earlier news <ul dir="auto"> <li>&#128293; <strong>2026-11-02</strong> We released our document <a href="https://en.mycoding.id/category/technology" target="_blank" rel="nofollow">Flide: Accelerating Decision Inference alongside Exact State Forking</a> on arXiv.</li> <li>&#128293; <strong>2026-10-29</strong> We added three decision example families in Flide 0.1.7, including <a href="https://en.mycoding.id/category/technology" target="_blank" rel="nofollow">SynACK Decide</a>, <a href="https://en.mycoding.id/category/technology" target="_blank" rel="nofollow">Wald</a> and <a href="https://en.mycoding.id/category/technology" target="_blank" rel="nofollow">Xor</a>, and Gemma 4 mixture-of-experts models specified as <a href="https://en.mycoding.id/category/technology" target="_blank" rel="nofollow">KnowLine-26B-A4B</a>.</li> <li>&#128293; <strong>2026-10-29</strong> We added two decision example families in Flide 0.1.6, including <a href="https://en.mycoding.id/category/technology" target="_blank" rel="nofollow">Drex</a> and <a href="https://en.mycoding.id/category/technology" target="_blank" rel="nofollow">KnowLine</a>, and flide verify checks exact forking on your own example and requests.</li> <li>&#128293; <strong>2026-10-28</strong> We added six decision example families in Flide 0.1.5, including <a href="https://en.mycoding.id/category/technology" target="_blank" rel="nofollow">Jeffan</a>, <a href="https://en.mycoding.id/category/technology" target="_blank" rel="nofollow">JevAny</a>, <a href="https://en.mycoding.id/category/technology" target="_blank" rel="nofollow">Kev</a>, <a href="https://en.mycoding.id/category/technology" target="_blank" rel="nofollow">Lychee</a>, <a href="https://en.mycoding.id/category/technology" target="_blank" rel="nofollow">pplx-decider</a> and <a href="https://en.mycoding.id/category/technology" target="_blank" rel="nofollow">StartLux</a>, and images for <a href="https://en.mycoding.id/category/technology" target="_blank" rel="nofollow">Lumma</a> and <a href="https://en.mycoding.id/category/technology" target="_blank" rel="nofollow">mammoth</a>.</li> <li>&#128293; <strong>2026-10-26</strong> We added five decision example families in Flide 0.1.4, including <a href="https://en.mycoding.id/category/technology" target="_blank" rel="nofollow">cerno</a>, <a href="https://en.mycoding.id/category/technology" target="_blank" rel="nofollow">JADE</a>, <a href="https://en.mycoding.id/category/technology" target="_blank" rel="nofollow">Linne</a>, <a href="https://en.mycoding.id/category/technology" target="_blank" rel="nofollow">mammoth</a> and <a href="https://en.mycoding.id/category/technology" target="_blank" rel="nofollow">Sieve</a>, and additionally <a href="https://en.mycoding.id/category/technology" target="_blank" rel="nofollow">Quyet-1.0-Large</a>.</li> <li>&#128293; <strong>2026-10-26</strong> We added eight decision example families in Flide 0.1.3, including <a href="https://en.mycoding.id/category/technology" target="_blank" rel="nofollow">AJev</a>, <a href="https://en.mycoding.id/category/technology" target="_blank" rel="nofollow">Bespoke-Nimble</a>, <a href="https://en.mycoding.id/category/technology" target="_blank" rel="nofollow">Darwin</a>, <a href="https://en.mycoding.id/category/technology" target="_blank" rel="nofollow">jiwo</a>, <a href="https://en.mycoding.id/category/technology" target="_blank" rel="nofollow">Lumma</a>, <a href="https://en.mycoding.id/category/technology" target="_blank" rel="nofollow">mogan</a>, <a href="https://en.mycoding.id/category/technology" target="_blank" rel="nofollow">Quyet</a> and <a href="https://en.mycoding.id/category/technology" target="_blank" rel="nofollow">Senova</a>, and LoRA adapters now assist as they are.</li> <li>&#128293; <strong>2026-10-25</strong> We added two decision example families in Flide 0.1.2, including <a href="https://en.mycoding.id/category/technology" target="_blank" rel="nofollow">Intern-Decision</a> and <a href="https://en.mycoding.id/category/technology" target="_blank" rel="nofollow">torchcast</a>, and a inquiry now takes up to 256 options.</li> <li>&#128293; <strong>2026-10-24</strong> We released Flide 0.1.0 on <a href="https://en.mycoding.id/category/technology" target="_blank" rel="nofollow">PyPI</a>, serving <a href="https://en.mycoding.id/category/technology" target="_blank" rel="nofollow">Qwen3.5</a> and <a href="https://en.mycoding.id/category/technology" target="_blank" rel="nofollow">Gemma 4</a> conversation models and the <a href="https://en.mycoding.id/category/technology" target="_blank" rel="nofollow">OneJev</a> and <a href="https://en.mycoding.id/category/technology" target="_blank" rel="nofollow">Open-Jev</a> decision models. Welcome to have a try.</li> </ul> <div dir="auto" data-snippet-clipboard-copy-content="uv venv -p 3.12 &amp;&amp; origin .venv/bin/activate uv pip instal flide torchvision flide assist --model OmniJev/OneJev1.6-0.8B"><pre>uv venv -p 3.12 <span>&amp;&amp;</span> <span>source</span> .venv/bin/activate uv pip instal flide torchvision flide assist --model OmniJev/OneJev1.6-0.8B</pre></div> <p dir="auto">Any example in the <a href="https://en.mycoding.id/category/technology" target="_blank">model table</a> starts the identical way, for example Perplexity's decision model.</p> <div dir="auto" data-snippet-clipboard-copy-content="flide assist --model perplexity-ai/pplx-decider-flash-v1.2"><pre>flide assist --model perplexity-ai/pplx-decider-flash-v1.2</pre></div> <p dir="auto">Every one of them answers this request.</p> <div dir="auto" data-snippet-clipboard-copy-content="//localhost:8000/v1/systemone -H &quot;Content-Type: application/json&quot; -d &#039;{ &quot;state&quot;: &quot;Order #1182 arrived alongside a cracked screen. The client asks for a refund and attached two photos.&quot;, &quot;questions&quot;: { &quot;action&quot;: {&quot;type&quot;: &quot;choice&quot;, &quot;instructions&quot;: &quot;What should assistance do next?&quot;, &quot;criteria&quot;: {&quot;refund&quot;: &quot;refund the order&quot;, &quot;replace&quot;: &quot;send a replacement&quot;, &quot;escalate&quot;: &quot;ask a human&quot;}}, &quot;urgent&quot;: {&quot;type&quot;: &quot;noul&quot;, &quot;instructions&quot;: &quot;Does this need a answer inside the hour?&quot;} } }&#039;"><pre>curl http://localhost:8000/v1/systemone -H <span><span>"</span>Content-Type: application/json<span>"</span></span> -d <span><span>'</span>{</span> <span> "state": "Order #1182 arrived alongside a cracked screen. The client asks for a refund and attached two photos.",</span> <span> "questions": {</span> <span> "action": {"type": "choice", "instructions": "What should assistance do next?",</span> <span> "criteria": {"refund": "refund the order", "replace": "send a replacement", "escalate": "ask a human"}},</span> <span> "urgent": {"type": "noul", "instructions": "Does this need a answer inside the hour?"}</span> <span> }</span> <span>}<span>'</span></span></pre></div> <p dir="auto">See the <a href="https://en.mycoding.id/category/technology" target="_blank" rel="nofollow">docs</a> for all model, images, the API and all options.</p> <p dir="auto">The final three columns say how much faster Flide answers one petition than the motor its publish ships, as the median latency complete the requests of all workload on one H200, anywhere DI is the Decision Index. The conversation models run against the faster of vLLM and SGLang, and OneJev against qev, the motor it used before Flide. KnowLine 35B runs alongside --quantize fp8, as its publish serves it in FP8. A value marked ~ is the average complete the sizes tested.</p> <table readabilitydatatable="1"> <thead> <tr> <th>Model</th> <th>Inputs</th> <th>DI</th> <th>MultiRC</th> <th>QuALITY</th> </tr> </thead> <tbody> <tr> <td><a href="https://en.mycoding.id/category/technology" target="_blank" rel="nofollow">Ainvest-Decision</a></td> <td>text</td> <td>1.4&times;</td> <td>1.3&times;</td> <td>1.3&times;</td> </tr> <tr> <td><a href="https://en.mycoding.id/category/technology" target="_blank" rel="nofollow">AJev</a></td> <td>text</td> <td>3.7&times;</td> <td>9.3&times;</td> <td>2.6&times;</td> </tr> <tr> <td><a href="https://en.mycoding.id/category/technology" target="_blank" rel="nofollow">AutoTrust</a></td> <td>text, images</td> <td>~3.2&times;</td> <td>~7.6&times;</td> <td>~1.6&times;</td> </tr> <tr> <td><a href="https://en.mycoding.id/category/technology" target="_blank" rel="nofollow">Bespoke-Nimble</a></td> <td>text</td> <td>2.6&times;</td> <td>2.1&times;</td> <td>1.6&times;</td> </tr> <tr> <td><a href="https://en.mycoding.id/category/technology" target="_blank" rel="nofollow">cerno</a></td> <td>text</td> <td>~4.1&times;</td> <td>~8.6&times;</td> <td>1.1&times;</td> </tr> <tr> <td><a href="https://en.mycoding.id/category/technology" target="_blank" rel="nofollow">Clef</a></td> <td>text, images</td> <td>1.3&times;</td> <td>1.0&times;</td> <td>1.0&times;</td> </tr> <tr> <td><a href="https://en.mycoding.id/category/technology" target="_blank" rel="nofollow">Darwin</a></td> <td>text</td> <td>~1.4&times;</td> <td>~4.2&times;</td> <td>~1.2&times;</td> </tr> <tr> <td><a href="https://en.mycoding.id/category/technology" target="_blank" rel="nofollow">Drex</a></td> <td>text, images</td> <td>~2.8&times;</td> <td>~6.2&times;</td> <td>~1.5&times;</td> </tr> <tr> <td><a href="https://en.mycoding.id/category/technology" target="_blank" rel="nofollow">Gemma 4</a></td> <td>text, images</td> <td>~1.3&times;</td> <td>~1.7&times;</td> <td>~1.0&times;</td> </tr> <tr> <td><a href="https://en.mycoding.id/category/technology" target="_blank" rel="nofollow">Intern-Decision</a></td> <td>text, images</td> <td>4.4&times;</td> <td>1.1&times;</td> <td>1.5&times;</td> </tr> <tr> <td><a href="https://en.mycoding.id/category/technology" target="_blank" rel="nofollow">JADE</a></td> <td>text</td> <td>2.0&times;</td> <td>9.2&times;</td> <td>1.7&times;</td> </tr> <tr> <td><a href="https://en.mycoding.id/category/technology" target="_blank" rel="nofollow">Jeffan</a></td> <td>text</td> <td>3.1&times;</td> <td>2.6&times;</td> <td>1.9&times;</td> </tr> <tr> <td><a href="https://en.mycoding.id/category/technology" target="_blank" rel="nofollow">JevAny</a></td> <td>text, images</td> <td>1.5&times;</td> <td>5.8&times;</td> <td>1.2&times;</td> </tr> <tr> <td><a href="https://en.mycoding.id/category/technology" target="_blank" rel="nofollow">jiwo</a></td> <td>text</td> <td>~1.9&times;</td> <td>~5.9&times;</td> <td>1.8&times;</td> </tr> <tr> <td><a href="https://en.mycoding.id/category/technology" target="_blank" rel="nofollow">Kev</a></td> <td>text</td> <td>~7.9&times;</td> <td>~1.5&times;</td> <td>~1.7&times;</td> </tr> <tr> <td><a href="https://en.mycoding.id/category/technology" target="_blank" rel="nofollow">KnowLine</a></td> <td>text, images</td> <td>~1.4&times;</td> <td>~4.3&times;</td> <td>~1.5&times;</td> </tr> <tr> <td><a href="https://en.mycoding.id/category/technology" target="_blank" rel="nofollow">Linne</a></td> <td>text</td> <td>2.3&times;</td> <td>8.6&times;</td> <td>1.2&times;</td> </tr> <tr> <td><a href="https://en.mycoding.id/category/technology" target="_blank" rel="nofollow">Lumma</a></td> <td>text, images</td> <td>1.7&times;</td> <td>7.1&times;</td> <td>1.2&times;</td> </tr> <tr> <td><a href="https://en.mycoding.id/category/technology" target="_blank" rel="nofollow">Lychee</a></td> <td>text</td> <td>1.4&times;</td> <td>1.5&times;</td> <td>1.4&times;</td> </tr> <tr> <td><a href="https://en.mycoding.id/category/technology" target="_blank" rel="nofollow">mammoth</a></td> <td>text, images</td> <td>~4.3&times;</td> <td>~2.8&times;</td> <td>~1.8&times;</td> </tr> <tr> <td><a href="https://en.mycoding.id/category/technology" target="_blank" rel="nofollow">mogan</a></td> <td>text</td> <td>1.6&times;</td> <td>8.5&times;</td> <td>1.8&times;</td> </tr> <tr> <td><a href="https://en.mycoding.id/category/technology" target="_blank" rel="nofollow">OneJev</a></td> <td>text, images, video</td> <td>~6.8&times;</td> <td>7.3&times;</td> <td>4.7&times;</td> </tr> <tr> <td><a href="https://en.mycoding.id/category/technology" target="_blank" rel="nofollow">Open-Jev</a></td> <td>text</td> <td>4.2&times;</td> <td>5.0&times;</td> <td>~1.5&times;</td> </tr> <tr> <td><a href="https://en.mycoding.id/category/technology" target="_blank" rel="nofollow">pplx-decider</a></td> <td>text, images</td> <td>~2.2&times;</td> <td>~1.4&times;</td> <td>~1.3&times;</td> </tr> <tr> <td><a href="https://en.mycoding.id/category/technology" target="_blank" rel="nofollow">Quyet</a></td> <td>text</td> <td>~3.9&times;</td> <td>~7.1&times;</td> <td>~1.6&times;</td> </tr> <tr> <td><a href="https://en.mycoding.id/category/technology" target="_blank" rel="nofollow">Qwen3.5</a></td> <td>text, images</td> <td>~2.1&times;</td> <td>~4.8&times;</td> <td>~1.3&times;</td> </tr> <tr> <td><a href="https://en.mycoding.id/category/technology" target="_blank" rel="nofollow">Senova</a></td> <td>text</td> <td>3.1&times;</td> <td>28.1&times;</td> <td>1.2&times;</td> </tr> <tr> <td><a href="https://en.mycoding.id/category/technology" target="_blank" rel="nofollow">Sieve</a></td> <td>text</td> <td>3.0&times;</td> <td>14.3&times;</td> <td>2.6&times;</td> </tr> <tr> <td><a href="https://en.mycoding.id/category/technology" target="_blank" rel="nofollow">StartLux</a></td> <td>text</td> <td>2.6&times;</td> <td>1.1&times;</td> <td>1.2&times;</td> </tr> <tr> <td><a href="https://en.mycoding.id/category/technology" target="_blank" rel="nofollow">SynACK Decide</a></td> <td>text</td> <td>3.3&times;</td> <td>11.9&times;</td> <td>3.0&times;</td> </tr> <tr> <td><a href="https://en.mycoding.id/category/technology" target="_blank" rel="nofollow">torchcast</a></td> <td>text, images</td> <td>1.6&times;</td> <td>8.4&times;</td> <td>1.4&times;</td> </tr> <tr> <td><a href="https://en.mycoding.id/category/technology" target="_blank" rel="nofollow">Wald</a></td> <td>text</td> <td>1.6&times;</td> <td>12.7&times;</td> <td>1.5&times;</td> </tr> <tr> <td><a href="https://en.mycoding.id/category/technology" target="_blank" rel="nofollow">Xor</a></td> <td>text, images, video</td> <td>2.5&times;</td> <td>6.2&times;</td> <td>2.8&times;</td> </tr> </tbody> </table> <table readabilitydatatable="1"> <thead> <tr> <th>Option</th> <th>What it does</th> </tr> </thead> <tbody> <tr> <td>--session-cache-gb 40</td> <td>keeps the states of before requests, so an agent's next stage says lone what is new</td> </tr> <tr> <td>--batch-invariant</td> <td>the identical bits for a petition any it is batched with, at several disbursal in speed</td> </tr> <tr> <td>--quantize fp8</td> <td>Qwen3.5 in FP8 on Ada, Hopper and Blackwell GPUs</td> </tr> <tr> <td>--frontends 2</td> <td>HTTP, rendering and tokenizing in two processes of their own, for many clients</td> </tr> </tbody> </table> <p dir="auto">Apache-2.0. flide/kernels/gdn.py holds a kernel derived from two kernels of <a href="https://en.mycoding.id/category/technology" target="_blank">flash-linear-attention</a> (MIT); THIRD_PARTY_NOTICES lists it with the another code Flide builds on.</p> <p dir="auto">If you use Flide in your research, delight citation our <a href="https://en.mycoding.id/category/technology" target="_blank" rel="nofollow">paper</a>.</p> <div dir="auto" data-snippet-clipboard-copy-content="2610.42148}, twelvemonth = {2026} }"><pre><span>@article</span>{<span>li2026flide</span>, <span>title</span> = <span><span>{</span>Flide: Accelerating Decision Inference alongside Exact State Forking<span>}</span></span>, <span>author</span> = <span><span>{</span>Li, Bobo and Song, Jiajia and Fei, Hao and Hsu, Wynne and Lee, Mong Li<span>}</span></span>, <span>journal</span> = <span><span>{</span>arXiv preprint arXiv:2610.42148<span>}</span></span>, <span>year</span> = <span><span>{</span>2026<span>}</span></span> }</pre></div> </div>]]></content:encoded> <guid isPermaLink="true">https://en.mycoding.id/show-hn-flide-make-jev-like-decision-models-up-to-9-5x-faster-76225</guid> <pubDate>Mon, 09 Nov 2026 05:43:12 +0700</pubDate> <author><![CDATA[support@mycoding.id (Riki Setiawan)]]></author> </item> <item> <title><![CDATA[Amelia v9.9.2 – Enterprise-Level Appointment Booking WordPress Plugin]]></title> <description><![CDATA[Amelia v9.9.2 – Enterprise-Level Appointment Booking WordPress Plugin. Amelia v9.9.2 – Enterprise-Level Appointment Booking WordPress Plugin Free Download. Amelia is a Next-generation Appointment Booking WordPress plugin Built with...]]></description> <media:thumbnail url="https://en.mycoding.id/site/assets/img/og-image.png"/> <category><![CDATA[Digital Products]]></category> <link>https://en.mycoding.id/amelia-v9-9-2-enterprise-level-appointment-booking-wordpress-plugin-76231</link> <content:encoded><![CDATA[<div class="entry-content admission clearfix"><p class="wp-block-paragraph">Amelia v9.9.2 – Enterprise-Level Appointment Booking WordPress Plugin Free Download. Amelia is a Next-generation Appointment Booking WordPress plugin Built alongside the Newest Technology by an Award-winning Team. 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Comments]]></description> <media:thumbnail url="https://blog.zortax.de/images/a-critique-of-gpui/scaling-linear-dark.png"/> <category><![CDATA[Technology]]></category> <link>https://en.mycoding.id/a-critique-of-gpui-76220</link> <content:encoded><![CDATA[<div><div><p>Recently, there has been a trend of additional desktop GUI apps being built using native rust GUI frameworks. And there are now equal fine known speck apps getting authoritative rewrites: Discord announced their app is being rewritten using GPUI. Meanwhile, a lot of the LLM-clones being published appear to choose egui. In this post, I desire to explain why I am not certain those frameworks are a good basis to build on.</p> <p>To put it plainly: I accept the two GPUI&rsquo;s and egui&rsquo;s province models are dead ends for complex desktop applications. Both are notable projects, and they have their place. Zed genuinely feels accelerated and nice to use, and I use egui myself for debug interfaces in bevy games. But I don&rsquo;t think those frameworks should be the default choice for native desktop apps.</p> <p>I desire to create two arguments:</p> <ul> <li>Every UI architecture ends up needing to cognize what changed and who depends on it, or achievement characteristics volition not scale. A example whose state model cannot say so makes the use say it by hand, at the disbursal of whatever made that framework&rsquo;s API semantics appealing in the archetypal place.</li> <li>Once you acknowledge you desire that precision, components that run once, with signals and reactive holes, are the simplest API for it.</li> </ul> <p><em>Disclosure: I ported GPUI&rsquo;s current Linux renderer to wgpu, I built the benchmark harness used below, and I activity on <a href="https://en.mycoding.id/category/technology" target="_blank">zgui</a>, a signal-based Rust example that appears in the charts.</em></p> <h2 id="the-only-question-that-matters">The lone inquiry that matters<a href="https://en.mycoding.id/category/technology" target="_blank" aria-label="Link to this section"><svg xmlns="http://www.w3.org/2000/svg" viewbox="0 0 24 24" width="24" height="24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" aria-hidden="true"><path d="M10 13a5 5 0 0 0 7.54.54l3-3a5 5 0 0 0-7.07-7.07l-1.72 1.71"></path><path d="M14 11a5 5 0 0 0-7.54-.54l-3 3a5 5 0 0 0 7.07 7.07l1.71-1.71"></path></svg></a></h2> <p>Raph Levien quotes Ron Minsky: &ldquo;hidden inner of all UI example is some kind of incrementalization framework.&rdquo; A UI is a function of state, and state changes a small at a time. But if that function becomes expensive, you might desire to commencement looking for ways to get a faster way to update pixels on the display from an incremental province change. So all example has to answer one question: whenever one value changes, what runs?</p> <div><table readabilitydatatable="1"><thead><tr><th>Model</th><th>What a compose runs</th><th>Who finds the change</th></tr></thead><tbody> <tr><td>Immediate (egui)</td><td>All UI code, next frame</td><td>Nobody</td></tr> <tr><td>Elm (Iced)</td><td>All of view, afterward a diff</td><td>The diff</td></tr> <tr><td>Views (GPUI)</td><td>Every perspective without a cache</td><td>You, alongside notify</td></tr> <tr><td>Signals, re-run (Freya, Compose)</td><td>Components that peruse it</td><td>The framework</td></tr> <tr><td>Signals, run formerly (Floem, Solid, zgui)</td><td>Closures that peruse it</td><td>The framework</td></tr> </tbody></table> </div> <p>I comprehend why group akin the archetypal three. No province to synchronize, one place anywhere province lives, a render function that is plain Rust, no macros or separate compiler. I&rsquo;m gonna create the disagreement that these approaches don&rsquo;t scale, and fixing the underlying issue defeats what makes these models simple and uncomplicated to logic about.</p> <h2 id="gpui-notify-is-zonejs">GPUI: notify is zone.js<a href="https://en.mycoding.id/category/technology" target="_blank" aria-label="Link to this section"><svg xmlns="http://www.w3.org/2000/svg" viewbox="0 0 24 24" width="24" height="24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" aria-hidden="true"><path d="M10 13a5 5 0 0 0 7.54.54l3-3a5 5 0 0 0-7.07-7.07l-1.72 1.71"></path><path d="M14 11a5 5 0 0 0-7.54-.54l-3 3a5 5 0 0 0 7.07 7.07l1.71-1.71"></path></svg></a></h2> <p>GPUI calls itself &ldquo;a hybrid contiguous and retained mode&rdquo; framework. It retains province in entities. The UI is defined in render functions, changing state must trigger a rerun.</p> <div data-lang="rust"><pre><span><span><span>impl</span> </span><span>Render <span>for</span></span><span> <span>Sidebar</span> </span><span><span><span>{</span> <span><span><span>fn</span> </span><span>render</span></span><span><span><span>(</span> <span>&amp;</span><span>mut</span> <span>self</span>, <span>_</span>: <span>&amp;</span><span>mut</span> Window, <span>cx</span><span>:</span> <span>&amp;</span><span>mut</span> <span>Context<span>&lt;</span><span>Self</span><span>&gt;</span></span>, </span><span><span><span>)</span></span></span></span><span> <span><span>-&gt;</span> impl IntoElement</span> </span><span><span><span>{</span> <span>let</span> inbox <span>=</span> <span>self</span><span>.</span>inbox<span>.</span><span>read</span><span><span>(</span>cx</span><span><span>)</span></span><span>;</span> <span>div</span><span><span>(</span></span><span><span>)</span></span> <span>.</span><span>child</span><span><span>(</span><span>format!</span><span><span>(</span></span><span><span><span>"</span><span>{}</span> unread<span>"</span></span></span><span><span>,</span> inbox<span>.</span><span>unread</span><span><span>(</span></span><span><span>)</span></span><span>)</span></span></span><span><span>)</span></span> <span>.</span><span>children</span><span><span>(</span>inbox<span>.</span>threads<span>.</span><span>iter</span><span><span>(</span></span><span><span>)</span></span><span>.</span><span>map</span><span><span>(</span><span><span><span>|</span></span></span><span><span><span>t</span><span>|</span></span> </span><span>t<span>.</span>title<span>.</span><span>clone</span><span><span>(</span></span><span><span>)</span></span></span></span><span><span>)</span></span></span><span><span>)</span></span> </span><span><span>}</span></span></span> </span><span><span>}</span></span></span></span></pre></div> <p>It is average Rust. You can use if, for and local variables, and there aren&rsquo;t any weird wrappers. State changes necessitate an definitive notification:</p> <div data-lang="rust"><pre><span><span>self</span><span>.</span>threads<span><span>[</span>i<span>]</span></span><span>.</span>unread <span>=</span> <span>false</span><span>;</span> cx<span>.</span><span>notify</span><span><span>(</span></span><span><span>)</span></span><span>;</span></span></pre></div> <p>notify carries the being id. Since Rust doesn&rsquo;t have a compose obstacle on &amp;mut, GPUI cannot see which site changed (or whether item changed at all). The Angular squad wrote this concerning zone.js in 2023: it &ldquo;is lone capable of notifying us whenever item <em>might</em> have happened&rdquo;, and &ldquo;This method has not scaled well.&rdquo; notify is additional exact than a zone, since it names an entity, but ultimately it makes the identical benevolent of statement. Below that id, GPUI knows nothing, so it re-renders all perspective that is not rearward a valid .cached() boundary. And in practice, GPUI frequently rerender all view, because .cached() is rarely used by use authors, and imposes certain restrictions on layout semantics.</p> <p>GPUI has a position of being &ldquo;fast&rdquo;. And during constants power be relatively low, asymptotically, it is leaving a lot on the table. So I ran a few benchmarks, that specifically test how much a sparse province alter in a ample UI really costs.</p> <p>At 3,000 live rows alongside a cached perspective per row, changing one tag takes 8.4 ms. A hover, a keystroke and penning a value equal to the old one all disbursal about the same, since the disbursal follows the tree and not the change. It grows by about 3 ms per 1,000 live rows. Write the rows as plain elements, as in the code above, and the identical tag takes 92 ms. A hand-written equality defender takes the equal compose from 7.9 ms to 0.9 &micro;s (demonstrating how much is remaining for each call location to find).</p> <figure><img src="https://blog.zortax.de/images/a-critique-of-gpui/scaling-linear.png" alt="On a linear axis, the disbursal per row is the slope" loading="lazy" decoding="async"><img src="https://blog.zortax.de/images/a-critique-of-gpui/scaling-linear-dark.png" alt="On a linear axis, the disbursal per row is the slope" loading="lazy" decoding="async"></figure> <p>This doesn&rsquo;t average that all GPUI app is slow, but it shows the bounds of the state model. Especially alongside additional costly layout, you <em>do hit</em> this wall in practice. Zed power awareness fast, but the fact is that Zed is a relatively simple app, UI wise. The app&rsquo;s chrome contains a few buttons, in a simple layout, a sidebar and a content editor, and the content publishing company is implemented as a custom element, entirely bypassing GPUI&rsquo;s layout and perspective semantics. By their own account, a opening &ldquo;has tens of nodes and a few thousand elements&rdquo;.</p> <h2 id="making-gpui-precise-defeats-gpui">Making GPUI exact defeats GPUI<a href="https://en.mycoding.id/category/technology" target="_blank" aria-label="Link to this section"><svg xmlns="http://www.w3.org/2000/svg" viewbox="0 0 24 24" width="24" height="24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" aria-hidden="true"><path d="M10 13a5 5 0 0 0 7.54.54l3-3a5 5 0 0 0-7.07-7.07l-1.72 1.71"></path><path d="M14 11a5 5 0 0 0-7.54-.54l-3 3a5 5 0 0 0 7.07 7.07l1.71-1.71"></path></svg></a></h2> <p>The apparent fix is to keep more. Zed has experimental branches for this, and Longbridge&rsquo;s gpui-fast is a fork that keeps all view&rsquo;s subtree between frames. It works, inside a limit: the smallest item either one can reuse is a view. So to update one tag without rebuilding the sidebar, the label have to be a view:</p> <div data-lang="rust"><pre><span><span><span>pub</span> <span>struct</span> </span><span><span>UnreadBadge</span> </span><span><span><span>{</span> <span>unread</span><span>:</span> <span>usize</span>, <span>_watch</span><span>:</span> Subscription </span><span><span>}</span></span></span> <span><span>impl</span> </span><span><span>UnreadBadge</span> </span><span><span><span>{</span> <span><span><span>pub</span> <span>fn</span> </span><span>new</span></span><span><span><span>(</span><span>inbox</span><span>:</span> <span>Entity<span>&lt;</span>Inbox<span>&gt;</span></span>, <span>cx</span><span>:</span> <span>&amp;</span><span>mut</span> <span>Context<span>&lt;</span><span>Self</span><span>&gt;</span></span></span><span><span><span>)</span></span></span></span><span> <span><span>-&gt;</span> <span>Self</span></span> </span><span><span><span>{</span> <span>let</span> unread <span>=</span> inbox<span>.</span><span>read</span><span><span>(</span>cx</span><span><span>)</span></span><span>.</span><span>unread</span><span><span>(</span></span><span><span>)</span></span><span>;</span> <span>let</span> _watch <span>=</span> cx<span>.</span><span>observe</span><span><span>(</span><span>&amp;</span>inbox<span>,</span> <span><span><span>|</span></span></span><span><span><span>this</span><span>,</span> <span>inbox</span><span>,</span> <span>cx</span><span>|</span></span> </span><span><span><span>{</span> <span>let</span> unread <span>=</span> inbox<span>.</span><span>read</span><span><span>(</span>cx</span><span><span>)</span></span><span>.</span><span>unread</span><span><span>(</span></span><span><span>)</span></span><span>;</span> <span>if</span> unread <span>!=</span> this<span>.</span>unread <span><span>{</span> this<span>.</span>unread <span>=</span> unread<span>;</span> cx<span>.</span><span>notify</span><span><span>(</span></span><span><span>)</span></span><span>;</span> </span><span><span>}</span></span> </span><span><span>}</span></span></span></span><span><span>)</span></span><span>;</span> <span>Self</span> <span><span>{</span> unread<span>,</span> _watch </span><span><span>}</span></span> </span><span><span>}</span></span></span> </span><span><span>}</span></span></span> <span><span>impl</span> </span><span>Render <span>for</span></span><span> <span>UnreadBadge</span> </span><span><span><span>{</span> <span><span><span>fn</span> </span><span>render</span></span><span><span><span>(</span> <span>&amp;</span><span>mut</span> <span>self</span>, <span>_</span>: <span>&amp;</span><span>mut</span> Window, <span>_</span>: <span>&amp;</span><span>mut</span> <span>Context<span>&lt;</span><span>Self</span><span>&gt;</span></span>, </span><span><span><span>)</span></span></span></span><span> <span><span>-&gt;</span> impl IntoElement</span> </span><span><span><span>{</span> <span>format!</span><span><span>(</span></span><span><span><span>"</span><span>{}</span> unread<span>"</span></span></span><span><span>,</span> <span>self</span><span>.</span>unread<span>)</span></span> </span><span><span>}</span></span></span> </span><span><span>}</span></span></span></span></pre></div> <p>Its owner afterward has to create it and keep the handle:</p> <div data-lang="rust"><pre><span><span>let</span> sign <span>=</span> cx<span>.</span><span>new</span><span><span>(</span><span><span><span>|</span></span></span><span><span><span>cx</span><span>|</span></span> </span><span><span>UnreadBadge<span>::</span></span>new<span><span>(</span>inbox<span>.</span><span>clone</span><span><span>(</span></span><span><span>)</span></span><span>,</span> cx</span><span><span>)</span></span></span></span><span><span>)</span></span><span>;</span></span></pre></div> <p>That is an entity, a Render impl, a subscription, a stored copy of the value, a hand-written defender and an owner, all to province that one tag depends on one count. In a indication example it is this:</p> <div data-lang="rust"><pre><span><span>let</span> unread <span>=</span> <span>Memo<span>::</span></span>new<span><span>(</span><span>move</span> <span>|</span><span>_</span><span>|</span> <span><span>{</span> threads<span>.</span><span>with</span><span><span>(</span><span><span><span>|</span></span></span><span><span><span>ts</span><span>|</span></span> </span><span>ts<span>.</span><span>iter</span><span><span>(</span></span><span><span>)</span></span><span>.</span><span>filter</span><span><span>(</span><span><span><span>|</span></span></span><span><span><span>t</span><span>|</span></span> </span><span>t<span>.</span>unread<span>.</span><span>get</span><span><span>(</span></span><span><span>)</span></span></span></span><span><span>)</span></span><span>.</span><span>count</span><span><span>(</span></span><span><span>)</span></span></span></span><span><span>)</span></span> </span><span><span>}</span></span></span><span><span>)</span></span><span>;</span> <span>Label<span>::</span></span>derived<span><span>(</span><span>move</span> <span>||</span> <span>format!</span><span><span>(</span></span><span><span><span>"</span><span>{}</span> unread<span>"</span></span></span><span><span>,</span> unread<span>.</span><span>get</span><span><span>(</span></span><span><span>)</span></span><span>)</span></span></span><span><span>)</span></span></span></pre></div> <p>The remainder of GPUI&rsquo;s API plant against this too. Render takes no props, so parents shove values into kid entities during their own render. RenderOnce components, which is what buttons and rows are, diagram inner their parent&rsquo;s view and are no border at all. List rows are closures, so a row perspective means managing a keyed map of entities by hand.</p> <p>And it lone helps anywhere province happens to row up alongside views. I reran gpui-fast&rsquo;s own 60-panel benchmark, drew all example once, and afterward moved the state:</p> <figure><img src="https://blog.zortax.de/images/a-critique-of-gpui/retention.png" alt="Retention pays lone anywhere province already matches the views" loading="lazy" decoding="async"><img src="https://blog.zortax.de/images/a-critique-of-gpui/retention-dark.png" alt="Retention pays lone anywhere province already matches the views" loading="lazy" decoding="async"></figure> <p>With province owned by all panel, one alter saves 83%. With a shared model, retention makes the identical example 11% slower. The opening and the edit are identical. In genuine Zed, the Zed squad measured preservation &ldquo;1&ndash;3% slower than off on average workloads&rdquo;, established that &ldquo;Most of the real-Zed win&rdquo; came from other work, and warned that &ldquo;microbenchmark wins didn&rsquo;t foretell real-Zed results&rdquo;. gpui-fast is genuine advancement and expenses small to adopt: it takes the 3,000-row tag from 8.4 to 3.4 ms. But that example renders three views and lays out one element, and motionless spends 3.4 ms, since the example is motionless a walk complete the entire tree.</p> <p>The web has already walked this road. Redux&rsquo;s manner guide says &ldquo;Prefer having more UI components subscribed to the Redux shop and study data at a more granular level&rdquo;. MobX says to &ldquo;create many of small observer components&rdquo;. Both inform you to create a border per projection, manually, because the example can&rsquo;t infer it.</p> <p>This is the part I discover hardest to get past. People choose GPUI since render is a plain function of state. A UI anywhere all projection is a separately owned entity alongside a subscription and a defender is no longer that. It is a indication graph built by hand from much heavier parts, anywhere a missed border is silent. Zed&rsquo;s own design note says &ldquo;Missing notifications are use bugs&rdquo;. Keep the pleasant API and you get view-sized updates. Take the precision and you endure the pleasant API. A signals crate on top would not alter the trade, since its smallest descend is motionless a view. Reaching one node alongside no render operating needs writes the example can see and nodes that outlive a frame, and that method a new province example and a new component contract.</p> <h2 id="elm-deceptively-simple-at-small-scales">Elm: deceptively uncomplicated at small scales<a href="https://en.mycoding.id/category/technology" target="_blank" aria-label="Link to this section"><svg xmlns="http://www.w3.org/2000/svg" viewbox="0 0 24 24" width="24" height="24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" aria-hidden="true"><path d="M10 13a5 5 0 0 0 7.54.54l3-3a5 5 0 0 0-7.07-7.07l-1.72 1.71"></path><path d="M14 11a5 5 0 0 0-7.54-.54l-3 3a5 5 0 0 0 7.07 7.07l1.71-1.71"></path></svg></a></h2> <p>At the size it is normally shown, the Elm architecture is a deceptively simple UI model: one province value, one update, one view, and all alter has a name. While ample applications do use it successully, I do desire to make the item that this clarity belongs to the small case, and in a complex application signals and stores are arguably easier to logic about.</p> <p>Take the identical unread count. It have to be correct following all message, so either view recomputes it on all update or update maintains it:</p> <div data-lang="rust"><pre><span><span>match</span> communication <span><span>{</span> <span>InboxMessage<span>::</span></span>MarkRead<span><span>(</span>i</span><span><span>)</span></span> <span>=&gt;</span> <span><span>{</span> <span>if</span> <span>self</span><span>.</span>threads<span><span>[</span>i<span>]</span></span><span>.</span>unread <span><span>{</span> <span>self</span><span>.</span>threads<span><span>[</span>i<span>]</span></span><span>.</span>unread <span>=</span> <span>false</span><span>;</span> <span>self</span><span>.</span>unread <span>-=</span> <span>1</span><span>;</span> </span><span><span>}</span></span> </span><span><span>}</span></span> <span>InboxMessage<span>::</span></span>Delete<span><span>(</span>i</span><span><span>)</span></span> <span>=&gt;</span> <span><span>{</span> <span>if</span> <span>self</span><span>.</span>threads<span>.</span><span>remove</span><span><span>(</span>i</span><span><span>)</span></span><span>.</span>unread <span><span>{</span> <span>self</span><span>.</span>unread <span>-=</span> <span>1</span><span>;</span> </span><span><span>}</span></span> </span><span><span>}</span></span> <span>InboxMessage<span>::</span></span>Arrived<span><span>(</span>thread</span><span><span>)</span></span> <span>=&gt;</span> <span><span>{</span> <span>self</span><span>.</span>unread <span>+=</span> thread<span>.</span>unread <span>as</span> <span>usize</span><span>;</span> <span>self</span><span>.</span>threads<span>.</span><span>push</span><span><span>(</span>thread</span><span><span>)</span></span><span>;</span> </span><span><span>}</span></span> </span><span><span>}</span></span></span></pre></div> <p>The definition of unread is now nowhere in particular. It is dispersed across every arm that touches a thread, and all new communication has to recall it. The compiler checks that the equivalent is exhaustive, but it does not inspect the arithmetic. The memo complete has one definition, and a new author cannot forget it.</p> <p>The identical item happens alongside location. Where does a hover province or a half-typed draft live? Single origin of fact says in the model, alongside a communication type routed downward and an outcome routed rear up. Elm&rsquo;s guide: &ldquo;Actively trying to make components is a formula for catastrophe in Elm.&rdquo;. Iced recommends returning an Action to the parent. Iced&rsquo;s maintainer says components in this architecture continually end &ldquo;with pain&rdquo;, and additionally makes the finest case for the discipline: avoiding them &ldquo;forces you to think difficult concerning your data model&rdquo;. Okay, I conjecture that&rsquo;s a fair argument. But cosmic-files has 136 top-level communication variants and 73 additional for a tab, affirmative a Tab::update that returns commands for the genitor to interpret. Everything in that is explicit, and none of it is simple.</p> <p>The architecture additionally has the identical matter GPUI has. The update implementation tells you what a communication writes, it cannot inform you what peruse the field. Anything inner the perspective might. Elm&rsquo;s architecture doesn&rsquo;t answer &ldquo;what changed?&rdquo;, it answers &ldquo;what happened?&rdquo;. Session export power be helpful in some scenarios, but it is not helpful for scalable achievement characteristics.</p> <p>This is what I peruse in the web&rsquo;s history. Redux is the best-known related of this design, and its docs peruse akin a site report. Treat a part of your store &ldquo;as if it were a database&rdquo;. Selectors &ldquo;will be re-run following every dispatched action&rdquo;. The center bundle is &ldquo;obsolete&rdquo;, replaced by a toolkit made to eliminate boilerplate. Outside React, the mainstream has moved to tracked reads. Angular, Vue, Svelte and Solid build on signals or something equivalent, Preact offers them, and Svelte&rsquo;s squad put it this way: &ldquo;we&rsquo;ve come to the realisation that Knockout was correct all along.&rdquo; Inside React, Jotai and MobX bring tracking in as libraries, and Legend-State equal offers a &ldquo;render once&rdquo; style. Most applications are motionless on React, and React&rsquo;s team disagrees, which I arrive rear to below. So the convergence is on the province model, outside one ample exception.</p> <p>Performance follows the identical line. Since Iced rebuilds all of perspective after every lot of messages, one tag at 3,000 rows builds 39,023 widgets and takes 7.3 ms. Lazy on all row lone gets that to 5.7 ms, since view still has to sojourn all row to hash its key. The authoritative lazy example keys on a version: u8 that four update arms bump by hand. That is a dirty flag alongside a nicer name. In fairness, cosmic-files and Halloy use no lazy at all, and on a virtualized catalog Iced is among the fastest frameworks I measured, at 0.19 ms. A bounded display rebuilds cheaply. But asymptotic complexity is clear. And akin to GPUI, the API semantics merely can&rsquo;t express the necessary information.</p> <p>There is really precedence for this: Vizia shows what happens whenever you add precision to this model. It moved from lenses to signals in March 2026 and kept its Model and event dispatch. This is its counter, shortened:</p> <div data-lang="rust"><pre><span><span><span>pub</span> <span>enum</span> <span>AppEvent</span> <span><span>{</span> Increment<span>,</span> </span><span><span>}</span></span></span> <span><span>impl</span> </span><span>Model <span>for</span></span><span> <span>AppData</span> </span><span><span><span>{</span> <span><span><span>fn</span> </span><span>event</span></span><span><span><span>(</span><span>&amp;</span><span>mut</span> <span>self</span>, <span>_</span>: <span>&amp;</span><span>mut</span> EventContext, <span>event</span><span>:</span> <span>&amp;</span><span>mut</span> Event</span><span><span><span>)</span></span></span></span><span> </span><span><span><span>{</span> event<span>.</span><span>map</span><span><span>(</span><span><span><span>|</span></span></span><span><span><span>app_event</span><span>,</span> _<span>|</span></span> </span><span><span>match</span> app_event <span><span>{</span> <span>AppEvent<span>::</span></span>Increment <span>=&gt;</span> <span>self</span><span>.</span>count<span>.</span><span>update</span><span><span>(</span><span><span><span>|</span></span></span><span><span><span>count</span><span>|</span></span> </span><span><span>*</span>count <span>+=</span> <span>1</span></span></span><span><span>)</span></span><span>,</span> </span><span><span>}</span></span></span></span><span><span>)</span></span><span>;</span> </span><span><span>}</span></span></span> </span><span><span>}</span></span></span></span></pre></div> <div data-lang="rust"><pre><span><span>let</span> figure <span>=</span> <span>Signal<span>::</span></span>new<span><span>(</span><span>0</span></span><span><span>)</span></span><span>;</span> AppData <span><span>{</span> figure </span><span><span>}</span></span><span>.</span><span>build</span><span><span>(</span>cx</span><span><span>)</span></span><span>;</span> <span>Button<span>::</span></span>new<span><span>(</span>cx<span>,</span> <span><span><span>|</span></span></span><span><span><span>cx</span><span>|</span></span> </span><span><span>Label<span>::</span></span>new<span><span>(</span>cx<span>,</span> <span><span>"</span>Increment<span>"</span></span></span><span><span>)</span></span></span></span><span><span>)</span></span> <span>.</span><span>on_press</span><span><span>(</span><span><span><span>|</span></span></span><span><span><span>cx</span><span>|</span></span> </span><span>cx<span>.</span><span>emit</span><span><span>(</span><span>AppEvent<span>::</span></span>Increment</span><span><span>)</span></span></span></span><span><span>)</span></span><span>;</span> <span>Label<span>::</span></span>new<span><span>(</span>cx<span>,</span> count</span><span><span>)</span></span><span>.</span><span>width</span><span><span>(</span>Pixels<span><span>(</span><span>50.</span><span>0</span></span><span><span>)</span></span></span><span><span>)</span></span><span>.</span><span>live</span><span><span>(</span><span>Live<span>::</span></span>Polite</span><span><span>)</span></span><span>;</span></span></pre></div> <p>The tag says the indication directly, and the identical closure that builds the button created it. The enum, the dispatch and the handler be to transport one call to update. Vizia was never strict Elm, since its views are built once, and signals were a sensible move: it got per-field writes. But appearance at what remains of Elm&rsquo;s reasons. State is a chart of mutable cells, Model is a bag of handles, and event is a &amp;mut oneself flank effect. You now have two systems for saying that item changed. So my exception to adding signals to the Elm architecture really is the identical as alongside GPUI: they work, and they eliminate what you came for.</p> <p>egui&rsquo;s throw is the finest in the field: &ldquo;You don&rsquo;t have to concern concerning app state and GUI province being out-of-sync&rdquo;. For a tool, this is difficult to beat:</p> <div data-lang="rust"><pre><span><span>for</span> row <span>in</span> rows <span><span>{</span> ui<span>.</span><span>horizontal</span><span><span>(</span><span><span><span>|</span></span></span><span><span><span>ui</span><span>|</span></span> </span><span><span><span>{</span> ui<span>.</span><span>label</span><span><span>(</span><span>&amp;</span>row<span>.</span>name</span><span><span>)</span></span><span>;</span> ui<span>.</span><span>label</span><span><span>(</span>row<span>.</span>price<span>.</span><span>to_string</span><span><span>(</span></span><span><span>)</span></span></span><span><span>)</span></span><span>;</span> <span>if</span> ui<span>.</span><span>button</span><span><span>(</span><span><span>"</span>+<span>"</span></span></span><span><span>)</span></span><span>.</span><span>clicked</span><span><span>(</span></span><span><span>)</span></span> <span><span>{</span> row<span>.</span>price <span>+=</span> <span>1</span><span>;</span> </span><span><span>}</span></span> </span><span><span>}</span></span></span></span><span><span>)</span></span><span>;</span> </span><span><span>}</span></span></span></pre></div> <p>The cost is that a example expenses the size of the UI, autonomous of what changed. At 3,000 rows all small edit takes concerning 32 ms, or concerning 19 ms with accessibility off. egui&rsquo;s author is candid concerning the trade: contiguous manner is &ldquo;easier to use, but small powerful&rdquo;.</p> <p>As the use grows, the first attention goes. The layout paradox is &ldquo;a fundamental shortcoming&rdquo;. Long lists need show_rows, which takes one fixed row height. Rerun, the largest egui use I cognize of, clamps queries by &ldquo;inspecting egui province from the former frame&rdquo;. Anything costly goes behind a cache keyed on your data. A cache that has to concur alongside your data is the synchronization issue contiguous manner set out to remove, now in application code, one example late.</p> <h2 id="one-engine-different-wiring">One engine, distinct wiring<a href="https://en.mycoding.id/category/technology" target="_blank" aria-label="Link to this section"><svg xmlns="http://www.w3.org/2000/svg" viewbox="0 0 24 24" width="24" height="24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" aria-hidden="true"><path d="M10 13a5 5 0 0 0 7.54.54l3-3a5 5 0 0 0-7.07-7.07l-1.72 1.71"></path><path d="M14 11a5 5 0 0 0-7.54-.54l-3 3a5 5 0 0 0 7.07 7.07l1.71-1.71"></path></svg></a></h2> <p>The harness can display this directly, since several frameworks can be wired coarsely and finely on the identical engine:</p> <p>I benchmarked several of the engines in two ways, formerly in the most fine grained way they can be used, and formerly in a coarser way. The results display how much there is to acquire alongside fine-grained reactivity.</p> <figure><img src="https://blog.zortax.de/images/a-critique-of-gpui/granularity.png" alt="Tracking pays, unless the perspective function motionless has to run" loading="lazy" decoding="async"><img src="https://blog.zortax.de/images/a-critique-of-gpui/granularity-dark.png" alt="Tracking pays, unless the perspective function motionless has to run" loading="lazy" decoding="async"></figure> <p>Two things remain out. Iced&rsquo;s aspect is small since the perspective function still runs. And Floem&rsquo;s coarse case is value a look: all division says one global revision signal, which is notify in indication clothing. It is the slowest result on the chart. So signals do not rescue coarse state. The React squad established the same item from the another side: on a benchmark alongside &ldquo;one elephantine input&rdquo;, a signals-style runtime disappointed, and Joe Savona concluded the data example &ldquo;is just as important, perchance additional so&rdquo; than the algorithm. The province has to be shaped akin the reads. That is why I call this a province example problem. A good API should create it uncomplicated to align the data example alongside its UI projection.</p> <h2 id="why-run-once">Why run once<a href="https://en.mycoding.id/category/technology" target="_blank" aria-label="Link to this section"><svg xmlns="http://www.w3.org/2000/svg" viewbox="0 0 24 24" width="24" height="24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" aria-hidden="true"><path d="M10 13a5 5 0 0 0 7.54.54l3-3a5 5 0 0 0-7.07-7.07l-1.72 1.71"></path><path d="M14 11a5 5 0 0 0-7.54-.54l-3 3a5 5 0 0 0 7.07 7.07l1.71-1.71"></path></svg></a></h2> <p>Suppose you obtain all of that. You desire the example to track reads, and you want province shaped to match. What is the simplest API?</p> <div data-lang="rust"><pre><span><span><span><span>pub</span> <span>fn</span> </span><span>sidebar</span></span><span><span><span>(</span><span>threads</span><span>:</span> <span>RwSignal<span>&lt;</span><span><span>Vec</span><span>&lt;</span>Thread<span>&gt;</span></span><span>&gt;</span></span></span><span><span><span>)</span></span></span></span><span> <span><span>-&gt;</span> impl IntoView</span> </span><span><span><span>{</span> <span>let</span> unread <span>=</span> <span>Memo<span>::</span></span>new<span><span>(</span><span>move</span> <span>|</span><span>_</span><span>|</span> <span><span>{</span> threads<span>.</span><span>with</span><span><span>(</span><span><span><span>|</span></span></span><span><span><span>ts</span><span>|</span></span> </span><span>ts<span>.</span><span>iter</span><span><span>(</span></span><span><span>)</span></span><span>.</span><span>filter</span><span><span>(</span><span><span><span>|</span></span></span><span><span><span>t</span><span>|</span></span> </span><span>t<span>.</span>unread<span>.</span><span>get</span><span><span>(</span></span><span><span>)</span></span></span></span><span><span>)</span></span><span>.</span><span>count</span><span><span>(</span></span><span><span>)</span></span></span></span><span><span>)</span></span> </span><span><span>}</span></span></span><span><span>)</span></span><span>;</span> <span>Stack<span>::</span></span>vertical<span><span>(</span><span><span>(</span> <span>Label<span>::</span></span>derived<span><span>(</span><span>move</span> <span>||</span> <span>format!</span><span><span>(</span></span><span><span><span>"</span><span>{}</span> unread<span>"</span></span></span><span><span>,</span> unread<span>.</span><span>get</span><span><span>(</span></span><span><span>)</span></span><span>)</span></span></span><span><span>)</span></span><span>,</span> <span>dyn_stack</span><span><span>(</span><span>move</span> <span>||</span> threads<span>.</span><span>get</span><span><span>(</span></span><span><span>)</span></span><span>,</span> <span><span><span>|</span></span></span><span><span><span>t</span><span>|</span></span> </span><span>t<span>.</span>id<span>,</span> thread_row</span></span><span><span>)</span></span><span>,</span> </span><span><span>)</span></span></span><span><span>)</span></span> </span><span><span>}</span></span></span></span></pre></div> <p>That is the entire thing. The build runs once. The closures you hand to the framework run again whenever item they peruse changes. A local changeable is a local variable. There are no hook rules, no dependency arrays, no stale closures and no PartialEq on props. Nothing reconstructs a row&rsquo;s identity, because the row is motionless there.</p> <p>Compare signals alongside re-running components, which is Freya&rsquo;s model. It works well: one keystroke at 3,000 rows expenses 1.2 ms. But appearance at a counter:</p> <div data-lang="rust"><pre><span><span><span>#</span><span>[</span><span>derive</span><span><span><span>(</span></span></span><span><span>PartialEq</span></span><span><span><span>)</span></span></span><span>]</span></span> <span><span>struct</span> </span><span><span>Counter</span></span><span>;</span> <span><span>impl</span> </span><span>Component <span>for</span></span><span> <span>Counter</span> </span><span><span><span>{</span> <span><span><span>fn</span> </span><span>render</span></span><span><span><span>(</span><span>&amp;</span><span>self</span></span><span><span><span>)</span></span></span></span><span> <span><span>-&gt;</span> impl IntoElement</span> </span><span><span><span>{</span> <span>let</span> <span>mut</span> figure <span>=</span> <span>use_state</span><span><span>(</span><span><span><span>|</span></span></span><span><span><span>|</span></span> </span><span><span>0</span></span></span><span><span>)</span></span><span>;</span> </span><span><span>}</span></span></span> </span><span><span>}</span></span></span></span></pre></div> <p>use_state exists since that row runs again. You now clasp the two models: read tracking decides which range re-runs, and afterward re-render semantics use inside it, alongside hooks, prop equality and a diff. Finer updates need smaller components, which is GPUI&rsquo;s issue at a much lesser price. What the re-running build buys is ordinary authority flow, and that is the grave objection.</p> <p>Dan Abramov makes a compelling argument. Run-once puts your rendering logic in closures, so top-level authority stream stops working, and you collection code around values and not about logic. &ldquo;The attractiveness of React is that making things &lsquo;computed&rsquo; is an optimization, not a requirement.&rdquo; He is correct concerning it. This compiles, but the archetypal row never updates:</p> <div data-lang="rust"><pre><span><span>Label<span>::</span></span>new<span><span>(</span>count<span>.</span><span>get</span><span><span>(</span></span><span><span>)</span></span></span><span><span>)</span></span><span>,</span> <span>Label<span>::</span></span>derived<span><span>(</span><span>move</span> <span>||</span> count<span>.</span><span>get</span><span><span>(</span></span><span><span>)</span></span></span><span><span>)</span></span><span>,</span> </span></pre></div> <p>A reactive if has to rotate into a dyn_container, and a for a dyn_stack. Solid 2.0 had to add dev warnings for top-level reads.</p> <p>But the identical comment contains the logic I district the another way. He says Solid&rsquo;s regrouping is &ldquo;Similar to how you have to restructure your code about the values whenever you optimize it alongside useMemo.&rdquo; Exactly. If your use never needs that, React&rsquo;s example may be simpler. If it does, you pay for the regrouping either way, and the lone choice is when: from the start, or later under a profiler. Ryan Carniato&rsquo;s answer is the one I concur with: &ldquo;In Solid you always compose as if the data is derived so you don&rsquo;t refactor to optimize.&rdquo; Once you cognize you desire this precision, run-once is the API that stops pretending otherwise. The nonaccomplishment modes additionally favor it. A forgotten gap goes stale on the archetypal update, in the location you wrote it. A forgotten notify depends on what alternatively happened to redraw.</p> <p>To be absolutely honest, the ecosystem&rsquo;s wider convergence is on peruse tracking in general, and not on run-once specifically. Angular considered per-binding updates and chose per-view, in writing, and it lands inside concerning 1 ms of Solid on a partial update. Apple and Google, who authority their languages, kept re-running bodies alongside @Observable and Compose. A gap is itself a re-run scope, so what differs is how big the default range is. Two things I desire to note on this though:</p> <ul> <li>First, those systems pay for their larger scopes alongside a compiler. Compose has a compiler plugin, Angular compiles templates, and React&rsquo;s compiler is the serious competitor to everything here: it keeps React&rsquo;s API and removes many needless re-renders, alongside loads up to 12% better. For Rust, I doubtful that most group that favor contiguous manner or elm (or any GPUI is) would not like the idea of an additional compiler. A proc macro lone sees tokens, not types, and render is an arbitrary function, so there is no continue that can split it into scopes. What Rust can province cheaply is a closure.</li> <li>Second, their own direction keeps describing the identical problem: &ldquo;Defer says as long as possible&rdquo; for Compose, and &ldquo;Unnecessary perspective build updates can really add up&rdquo; for SwiftUI. A example that runs the build formerly removes that category at component level.</li> </ul> <p>View-level rerun and fine-grained signals can have the identical performance ceiling. But signals advance fine-grained province projections and memoization from the beginning, for view-level rerun its an definitive choice that often leads to additional boilerplate.</p> <h2 id="signals-do-not-automatically-make-your-app-fast">Signals do not automatically create your app fast<a href="https://en.mycoding.id/category/technology" target="_blank" aria-label="Link to this section"><svg xmlns="http://www.w3.org/2000/svg" viewbox="0 0 24 24" width="24" height="24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" aria-hidden="true"><path d="M10 13a5 5 0 0 0 7.54.54l3-3a5 5 0 0 0-7.07-7.07l-1.72 1.71"></path><path d="M14 11a5 5 0 0 0-7.54-.54l-3 3a5 5 0 0 0 7.07 7.07l1.71-1.71"></path></svg></a></h2> <p>Fine-grained reactivity does not create an app accelerated on its own.</p> <figure><img src="https://blog.zortax.de/images/a-critique-of-gpui/models.png" alt="Signals solitary do not flatten the curve" loading="lazy" decoding="async"><img src="https://blog.zortax.de/images/a-critique-of-gpui/models-dark.png" alt="Signals solitary do not flatten the curve" loading="lazy" decoding="async"></figure> <p>Floem&rsquo;s reactivity does exactly what it promises. Changing a tag runs 5 effects and spends 0.01 ms in reactive work, afterward concerning 14 ms in layout, because Taffy does not cognize that one leaf moved. (Floem additionally has a known bug anywhere that edit never repaints, so treat this as a floor.) Vizia runs 4 bindings, then walks all 120,091 entities, for 46 ms. Slint writes an equal value in 4 &micro;s, and takes 172 ms for a label, in a continue that walks concerning 30,000 items. Freya produces 5 mutations, afterward visits 57,050 layout nodes to recompute 14. GPUI beats most of them on this edit.</p> <p>This is the difference the disagreement depends on. All of those linear expenses are in the motor respectively. Nothing in the application&rsquo;s code requires them, so they can be fixed rearward the identical API without changing an application. zgui shows how far that goes: 0.69 ms for the tag at 3,000 rows and concerning 0.26 ms per 1,000 rows, about 12 times flatter than GPUI. It is motionless not flat, and it is my example and was tuned on this harness, so obtain these numbers alongside a grain of salt. In Iced and egui the linear disbursal is in the contract: the API says your code runs. No motor activity can eliminate that, and app code has to change. GPUI likely sits location in between, which is why gpui-fast can improve the circumstance to several extent.</p> <p>At this point, I wan&rsquo;t to portion a additional detailed benchmark matrix. Read the re-running columns downward the archetypal five rows and they barely move, since they do not depend on the edit. The indication columns move a lot, since the underlying implementations differ.</p> <figure><img src="https://blog.zortax.de/images/a-critique-of-gpui/comparison.png" alt="Re-running makes most edits disbursal the same. Signals do not" loading="lazy" decoding="async"><img src="https://blog.zortax.de/images/a-critique-of-gpui/comparison-dark.png" alt="Re-running makes most edits disbursal the same. Signals do not" loading="lazy" decoding="async"></figure> <p>The base of that grid is additionally anywhere the disbursal signals have becomes visible.</p> <ul> <li><strong>Creation.</strong> Filtering at 3,000 live rows takes 56 ms in Iced, 67 in egui and 123 in GPUI, against 371 in zgui, 835 in Floem and 982 in Freya. On a virtualized catalog it is 1.0 ms in Iced and 7.2 in zgui. &ldquo;Setting up the dependency chart is not free.&rdquo;</li> <li><strong>Memory.</strong> Resident recollection use for ample scenes is mostly higher the more a example retains.</li> <li><strong>Effects.</strong> Facebook moved distant from two-way binding since &ldquo;cascading updates&rdquo; became difficult to predict. That former is true, and Angular&rsquo;s docs still say &ldquo;Effects have to be the final API you attain for.&rdquo; Modern graphs are glitch-free. Careless effects are motionless difficult to logic concerning and quickly outcome in feedback loops or akin stuff.</li> <li><strong>Rust.</strong> Signals depend on arena handles and move closures. Levien thinks such patterns &ldquo;adapt poorly to Rust&rdquo;. I think they modify fine enough, and GPUI&rsquo;s entities are arena handles too, but, admittedly, it is not a liberated lunch.</li> </ul> <h2 id="conclusion">Conclusion<a href="https://en.mycoding.id/category/technology" target="_blank" aria-label="Link to this section"><svg xmlns="http://www.w3.org/2000/svg" viewbox="0 0 24 24" width="24" height="24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" aria-hidden="true"><path d="M10 13a5 5 0 0 0 7.54.54l3-3a5 5 0 0 0-7.07-7.07l-1.72 1.71"></path><path d="M14 11a5 5 0 0 0-7.54-.54l-3 3a5 5 0 0 0 7.07 7.07l1.71-1.71"></path></svg></a></h2> <p>GPUI makes a complete example realitively cheap, and that makes it likely <em>good enough</em> for many use-cases. It is certainly adequate for an publishing company whose expensive exterior is handled by hand. For a ample use it leaves a choice: keep the API group akin and pay per view, or get precision by writing a indication chart out of entities. Elm and contiguous manner have the identical problem. Each is clearest in the small, and all loses the item it was chosen for as precision becomes necessary, and, from my individual experience, that happens faster than group expect.</p> <p>Tracked says are anywhere most of the site has ended up, any it started from. If that is anywhere we are going, I think we should commencement there, and make the component a function that runs once.</p> <h2 id="method">Method<a href="https://en.mycoding.id/category/technology" target="_blank" aria-label="Link to this section"><svg xmlns="http://www.w3.org/2000/svg" viewbox="0 0 24 24" width="24" height="24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" aria-hidden="true"><path d="M10 13a5 5 0 0 0 7.54.54l3-3a5 5 0 0 0-7.07-7.07l-1.72 1.71"></path><path d="M14 11a5 5 0 0 0-7.54-.54l-3 3a5 5 0 0 0 7.07 7.07l1.71-1.71"></path></svg></a></h2> <ul> <li>Numbers are medians of use and resolve from my unpublished harness, on one machine: i9-13900K, RTX 3080 Ti, Vulkan, Linux. Windows, compositor and input are not included. Frameworks&rsquo; maintainers have not reviewed the adapters.</li> <li>GPUI is at ddc9eda925 and gpui-fast at 86a8228229. zgui is at 082337db. These were through September and November 2026, as the finest of three passes.</li> <li>Cells marked &dagger; in the grid unsuccessful their correctness oracle: Floem&rsquo;s tag and keystroke edits, as noted above, and Slint&rsquo;s font size. Every another charted cell passed.</li> <li>The 60-panel results are gpui-fast&rsquo;s retained_bench alongside my additions, in test mode, so no GPU activity is included. Retention off there is motionless gpui-fast.</li> <li>Figures from Zed&rsquo;s scheme are its authors&rsquo;, from experimental branches.</li> <li>Rust examples were type-checked against the vendored frameworks. Vizia&rsquo;s and Freya&rsquo;s arrive from their own sources, shortened.</li> </ul> <h2 id="references">References<a href="https://en.mycoding.id/category/technology" target="_blank" aria-label="Link to this section"><svg xmlns="http://www.w3.org/2000/svg" viewbox="0 0 24 24" width="24" height="24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" aria-hidden="true"><path d="M10 13a5 5 0 0 0 7.54.54l3-3a5 5 0 0 0-7.07-7.07l-1.72 1.71"></path><path d="M14 11a5 5 0 0 0-7.54-.54l-3 3a5 5 0 0 0 7.07 7.07l1.71-1.71"></path></svg></a></h2> </div></div>]]></content:encoded> <guid isPermaLink="true">https://en.mycoding.id/a-critique-of-gpui-76220</guid> <pubDate>Mon, 09 Nov 2026 04:51:10 +0700</pubDate> <author><![CDATA[support@mycoding.id (Mira Azkia)]]></author> </item> <item> <title><![CDATA[The Qlobe: Rotating Quine (2010)]]></title> <description><![CDATA[The Qlobe: Rotating Quine (2010). Comments]]></description> <media:thumbnail url="https://en.mycoding.id/site/assets/img/og-image.png"/> <category><![CDATA[Technology]]></category> <link>https://en.mycoding.id/the-qlobe-rotating-quine-2010-76217</link> <content:encoded><![CDATA[<div id="post-body-6314550434067746526" itemprop="description articleBody"> <p>My Quines are sometimes specialized for Japanese. But to act RubyConf, I should compose "global" Quines.</p> <pre>v=0000;eval$s=%q~d=%!^Lcf&lt;LK8, _@7gj*LJ=c5nM)Tp1g0%Xv.,S[&lt;&gt;YoP 4ZojjV)O&gt;qIH1/n[|2yE[&gt;:ieC "%.#% :::##" 97N-A&amp;Kj_K_&gt;&lt;wS5rtWk@*a+Y5 yH?b[F^e7C/56j|pmRe+:)B "##% ::##########" O98(Zh)'Iof*nm.,$C5Nyt= PPu01Avw^&lt;IiQ=5$'D-y? "##: ###############" g6`YT+qLw9k^ch|K'),tc 6ygIL8xI#LNz3v}T=4W "# #. .####:#######" lL27FZ0ij)7TQCI)P7u }RT5-iJbbG5P-DHB&lt;. " ##### # :############" R,YvZ_rnv6ky-G+4U' $*are@b4U351Q-ug5 " #######################" 00x8RR%`Om7VDp4M5 PFixrPvl&amp;&lt;p[]1IJ " ############:#### %#####" EGgDt8Lm#;bc4zS^ y]0`_PstfUxOC(q " .#############:##% .## ." /,}.YOIFj(k&amp;q_V zcaAi?]^lCVYp!; " %% .################. #. " ;s="v=%04o;ev"% (;v=(v-($*+[45, ":####: :##############% : " ])[n=0].to_i;)% 360)+"al$s=%q#{ "%######. ######### " ;;"%c"%126+$s&lt;&lt; 126}";d.gsub!(/ "##########. #######% " |\s|".*"/,"");; require"zlib"|| "########### :######. " ;d=d.unpack"C*" d.map{|c|n=(n|| ":#########: .######: . " )*90+(c-2)%91}; e=["%x"%n].pack " :#######% :###### #: " &amp;&amp;"H*";e=Zlib:: Inflate.inflate( " ######% .####% :: " &amp;&amp;e).unpack("b*" )[0];22.times{|y| " ####% %### " ;w=(Math.sqrt(1-( (y*2.0-21)/22)**(; " .###: .#% " ;2))*23).floor;(w* 2-1).times{|x|u=(e+ " %## " )[y*z=360,z]*2;u=u[ 90*x/w+v+90,90/w];s[( " #. " ;y*80)+120-w+x]=(""&lt;&lt; 32&lt;&lt;".:%#")[4*u.count(( " . " ;"0"))/u.size]}};;puts\ s+";_ The Qlobe#{" "*18+ ( "# :#######" ;"Copyright(C).Yusuke End\ oh, 2010")}";exit~;_ The Qlobe Copyright(C).Yusuke Endoh, 2010 </pre> <p>This quine turns 45 degrees whenever executed; thus, it volition arrive about whenever executed eight times (see below). You can create it any-degree rotate by giving an entire figure as an command-line argument.</p> <pre>v=0416;eval$s=%q~d=%!^Lcf&lt;LK8, _@7gj*LJ=c5nM)Tp1g0%Xv.,S[&lt;&gt;YoP 4ZojjV)O&gt;qIH1/n[|2yE[&gt;:ieC ".#####%.#% " 97N-A&amp;Kj_K_&gt;&lt;wS5rtWk@*a+Y5 yH?b[F^e7C/56j|pmRe+:)B " .#####%##% :" O98(Zh)'Iof*nm.,$C5Nyt= PPu01Avw^&lt;IiQ=5$'D-y? " #####%###: #" g6`YT+qLw9k^ch|K'),tc 6ygIL8xI#LNz3v}T=4W " %######## #." lL27FZ0ij)7TQCI)P7u }RT5-iJbbG5P-DHB&lt;. " :####### ###" R,YvZ_rnv6ky-G+4U' $*are@b4U351Q-ug5 " ###: : ####" 00x8RR%`Om7VDp4M5 PFixrPvl&amp;&lt;p[]1IJ " %#... #####" EGgDt8Lm#;bc4zS^ y]0`_PstfUxOC(q " %### .#####" /,}.YOIFj(k&amp;q_V zcaAi?]^lCVYp!; " :. %% .#####" ;s="v=%04o;ev"% (;v=(v-($*+[45, " :####: :####" ])[n=0].to_i;)% 360)+"al$s=%q#{ " %######. " ;;"%c"%126+$s&lt;&lt; 126}";d.gsub!(/ " ##########. " |\s|".*"/,"");; require"zlib"|| " ########### " ;d=d.unpack"C*" d.map{|c|n=(n|| " :#########: " )*90+(c-2)%91}; e=["%x"%n].pack " :#######% " &amp;&amp;"H*";e=Zlib:: Inflate.inflate( " ######% " &amp;&amp;e).unpack("b*" )[0];22.times{|y| " ####% " ;w=(Math.sqrt(1-( (y*2.0-21)/22)**(; " .###: " ;2))*23).floor;(w* 2-1).times{|x|u=(e+ " %## " )[y*z=360,z]*2;u=u[ 90*x/w+v+90,90/w];s[( " #. " ;y*80)+120-w+x]=(""&lt;&lt; 32&lt;&lt;".:%#")[4*u.count(( " . " ;"0"))/u.size]}};;puts\ s+";_ The Qlobe#{" "*18+ ( " .##### :#" ;"Copyright(C).Yusuke End\ oh, 2010")}";exit~;_ The Qlobe Copyright(C).Yusuke Endoh, 2010 v=0341;eval$s=%q~d=%!^Lcf&lt;LK8, _@7gj*LJ=c5nM)Tp1g0%Xv.,S[&lt;&gt;YoP 4ZojjV)O&gt;qIH1/n[|2yE[&gt;:ieC "#% .#####%." 97N-A&amp;Kj_K_&gt;&lt;wS5rtWk@*a+Y5 yH?b[F^e7C/56j|pmRe+:)B " : %#####%##. " O98(Zh)'Iof*nm.,$C5Nyt= PPu01Avw^&lt;IiQ=5$'D-y? " #####%###: " g6`YT+qLw9k^ch|K'),tc 6ygIL8xI#LNz3v}T=4W " %######## " lL27FZ0ij)7TQCI)P7u }RT5-iJbbG5P-DHB&lt;. " :####### " R,YvZ_rnv6ky-G+4U' $*are@b4U351Q-ug5 " :### : " 00x8RR%`Om7VDp4M5 PFixrPvl&amp;&lt;p[]1IJ " %#... " EGgDt8Lm#;bc4zS^ y]0`_PstfUxOC(q " .###: " /,}.YOIFj(k&amp;q_V zcaAi?]^lCVYp!; " :. %% " ;s="v=%04o;ev"% (;v=(v-($*+[45, " :####: " ])[n=0].to_i;)% 360)+"al$s=%q#{ " %######. " ;;"%c"%126+$s&lt;&lt; 126}";d.gsub!(/ " ##########" |\s|".*"/,"");; require"zlib"|| "% ##########" ;d=d.unpack"C*" d.map{|c|n=(n|| " :#########" )*90+(c-2)%91}; e=["%x"%n].pack " ########" &amp;&amp;"H*";e=Zlib:: Inflate.inflate( "#. ######%" &amp;&amp;e).unpack("b*" )[0];22.times{|y| "## :####. " ;w=(Math.sqrt(1-( (y*2.0-21)/22)**(; "#. .###: " ;2))*23).floor;(w* 2-1).times{|x|u=(e+ "% . %## " )[y*z=360,z]*2;u=u[ 90*x/w+v+90,90/w];s[( " . #. " ;y*80)+120-w+x]=(""&lt;&lt; 32&lt;&lt;".:%#")[4*u.count(( " : " ;"0"))/u.size]}};;puts\ s+";_ The Qlobe#{" "*18+ ( "#. .##### " ;"Copyright(C).Yusuke End\ oh, 2010")}";exit~;_ The Qlobe Copyright(C).Yusuke Endoh, 2010 v=0264;eval$s=%q~d=%!^Lcf&lt;LK8, _@7gj*LJ=c5nM)Tp1g0%Xv.,S[&lt;&gt;YoP 4ZojjV)O&gt;qIH1/n[|2yE[&gt;:ieC "####% .####" 97N-A&amp;Kj_K_&gt;&lt;wS5rtWk@*a+Y5 yH?b[F^e7C/56j|pmRe+:)B "##### : .#####" O98(Zh)'Iof*nm.,$C5Nyt= PPu01Avw^&lt;IiQ=5$'D-y? "######. #####%" g6`YT+qLw9k^ch|K'),tc 6ygIL8xI#LNz3v}T=4W "####: . %######" lL27FZ0ij)7TQCI)P7u }RT5-iJbbG5P-DHB&lt;. "#### . :######" R,YvZ_rnv6ky-G+4U' $*are@b4U351Q-ug5 "####% ###: " 00x8RR%`Om7VDp4M5 PFixrPvl&amp;&lt;p[]1IJ "### %#..." EGgDt8Lm#;bc4zS^ y]0`_PstfUxOC(q "## .. %###" /,}.YOIFj(k&amp;q_V zcaAi?]^lCVYp!; ":#. . :" ;s="v=%04o;ev"% (;v=(v-($*+[45, ": : : " ])[n=0].to_i;)% 360)+"al$s=%q#{ "% %#: " ;;"%c"%126+$s&lt;&lt; 126}";d.gsub!(/ "#::#.: %#% " |\s|".*"/,"");; require"zlib"|| " : :#% " ;d=d.unpack"C*" d.map{|c|n=(n|| " :% : " )*90+(c-2)%91}; e=["%x"%n].pack " %###%% " &amp;&amp;"H*";e=Zlib:: Inflate.inflate( " ########. " &amp;&amp;e).unpack("b*" )[0];22.times{|y| " ########. " ;w=(Math.sqrt(1-( (y*2.0-21)/22)**(; " ##:%###. " ;2))*23).floor;(w* 2-1).times{|x|u=(e+ " %% . " )[y*z=360,z]*2;u=u[ 90*x/w+v+90,90/w];s[( " . " ;y*80)+120-w+x]=(""&lt;&lt; 32&lt;&lt;".:%#")[4*u.count(( " " ;"0"))/u.size]}};;puts\ s+";_ The Qlobe#{" "*18+ ( "####. .###" ;"Copyright(C).Yusuke End\ oh, 2010")}";exit~;_ The Qlobe Copyright(C).Yusuke Endoh, 2010 v=0207;eval$s=%q~d=%!^Lcf&lt;LK8, _@7gj*LJ=c5nM)Tp1g0%Xv.,S[&lt;&gt;YoP 4ZojjV)O&gt;qIH1/n[|2yE[&gt;:ieC "#######% .#" 97N-A&amp;Kj_K_&gt;&lt;wS5rtWk@*a+Y5 yH?b[F^e7C/56j|pmRe+:)B "##########: : " O98(Zh)'Iof*nm.,$C5Nyt= PPu01Avw^&lt;IiQ=5$'D-y? "#############. " g6`YT+qLw9k^ch|K'),tc 6ygIL8xI#LNz3v}T=4W "############: . " lL27FZ0ij)7TQCI)P7u }RT5-iJbbG5P-DHB&lt;. "############# . " R,YvZ_rnv6ky-G+4U' $*are@b4U351Q-ug5 "############## " 00x8RR%`Om7VDp4M5 PFixrPvl&amp;&lt;p[]1IJ "# %######### " EGgDt8Lm#;bc4zS^ y]0`_PstfUxOC(q " %#: %##: : " /,}.YOIFj(k&amp;q_V zcaAi?]^lCVYp!; " #. .:#. . " ;s="v=%04o;ev"% (;v=(v-($*+[45, " : : : : " ])[n=0].to_i;)% 360)+"al$s=%q#{ " :% %#: " ;;"%c"%126+$s&lt;&lt; 126}";d.gsub!(/ " #::#.: %#% " |\s|".*"/,"");; require"zlib"|| " : :#% " ;d=d.unpack"C*" d.map{|c|n=(n|| " :% : " )*90+(c-2)%91}; e=["%x"%n].pack " .###%# " &amp;&amp;"H*";e=Zlib:: Inflate.inflate( " ########. " &amp;&amp;e).unpack("b*" )[0];22.times{|y| " :######## " ;w=(Math.sqrt(1-( (y*2.0-21)/22)**(; " ##:%###. " ;2))*23).floor;(w* 2-1).times{|x|u=(e+ " %% . " )[y*z=360,z]*2;u=u[ 90*x/w+v+90,90/w];s[( " . " ;y*80)+120-w+x]=(""&lt;&lt; 32&lt;&lt;".:%#")[4*u.count(( " " ;"0"))/u.size]}};;puts\ s+";_ The Qlobe#{" "*18+ ( "#######. ." ;"Copyright(C).Yusuke End\ oh, 2010")}";exit~;_ The Qlobe Copyright(C).Yusuke Endoh, 2010 v=0132;eval$s=%q~d=%!^Lcf&lt;LK8, _@7gj*LJ=c5nM)Tp1g0%Xv.,S[&lt;&gt;YoP 4ZojjV)O&gt;qIH1/n[|2yE[&gt;:ieC ":::#######%" 97N-A&amp;Kj_K_&gt;&lt;wS5rtWk@*a+Y5 yH?b[F^e7C/56j|pmRe+:)B "################ : " O98(Zh)'Iof*nm.,$C5Nyt= PPu01Avw^&lt;IiQ=5$'D-y? "####################. " g6`YT+qLw9k^ch|K'),tc 6ygIL8xI#LNz3v}T=4W " .####:############: . " lL27FZ0ij)7TQCI)P7u }RT5-iJbbG5P-DHB&lt;. "# # :################# . " R,YvZ_rnv6ky-G+4U' $*are@b4U351Q-ug5 "#######################% " 00x8RR%`Om7VDp4M5 PFixrPvl&amp;&lt;p[]1IJ "######:#### %######### " EGgDt8Lm#;bc4zS^ y]0`_PstfUxOC(q "#######:##% .## .### .. " /,}.YOIFj(k&amp;q_V zcaAi?]^lCVYp!; "##########. #. .:#. . " ;s="v=%04o;ev"% (;v=(v-($*+[45, "#########% : : : : " ])[n=0].to_i;)% 360)+"al$s=%q#{ "######### :% %#: " ;;"%c"%126+$s&lt;&lt; 126}";d.gsub!(/ "#######% #::#.: %#% " |\s|".*"/,"");; require"zlib"|| ":######. : :#% " ;d=d.unpack"C*" d.map{|c|n=(n|| ".######: . :% : " )*90+(c-2)%91}; e=["%x"%n].pack ":###### #: %###%% " &amp;&amp;"H*";e=Zlib:: Inflate.inflate( ".####% :: ########. " &amp;&amp;e).unpack("b*" )[0];22.times{|y| " %### ########. " ;w=(Math.sqrt(1-( (y*2.0-21)/22)**(; " .#% ##:%###. " ;2))*23).floor;(w* 2-1).times{|x|u=(e+ " %% . " )[y*z=360,z]*2;u=u[ 90*x/w+v+90,90/w];s[( " . " ;y*80)+120-w+x]=(""&lt;&lt; 32&lt;&lt;".:%#")[4*u.count(( " " ;"0"))/u.size]}};;puts\ s+";_ The Qlobe#{" "*18+ ( "##########." ;"Copyright(C).Yusuke End\ oh, 2010")}";exit~;_ The Qlobe Copyright(C).Yusuke Endoh, 2010 v=0055;eval$s=%q~d=%!^Lcf&lt;LK8, _@7gj*LJ=c5nM)Tp1g0%Xv.,S[&lt;&gt;YoP 4ZojjV)O&gt;qIH1/n[|2yE[&gt;:ieC "% :::#####" 97N-A&amp;Kj_K_&gt;&lt;wS5rtWk@*a+Y5 yH?b[F^e7C/56j|pmRe+:)B " .:################" O98(Zh)'Iof*nm.,$C5Nyt= PPu01Avw^&lt;IiQ=5$'D-y? " ######################" g6`YT+qLw9k^ch|K'),tc 6ygIL8xI#LNz3v}T=4W " #. .####:############: " lL27FZ0ij)7TQCI)P7u }RT5-iJbbG5P-DHB&lt;. " ##### # :################# . " R,YvZ_rnv6ky-G+4U' $*are@b4U351Q-ug5 " :############################ " 00x8RR%`Om7VDp4M5 PFixrPvl&amp;&lt;p[]1IJ " ############:#### %######### " EGgDt8Lm#;bc4zS^ y]0`_PstfUxOC(q " %############:### %#: %##: : " /,}.YOIFj(k&amp;q_V zcaAi?]^lCVYp!; " .################. #. .:#. . " ;s="v=%04o;ev"% (;v=(v-($*+[45, " :##############% : : : : " ])[n=0].to_i;)% 360)+"al$s=%q#{ " ######### :% %#: " ;;"%c"%126+$s&lt;&lt; 126}";d.gsub!(/ " #######% #::#.: %#" |\s|".*"/,"");; require"zlib"|| " :######. : :" ;d=d.unpack"C*" d.map{|c|n=(n|| " .######: . :% " )*90+(c-2)%91}; e=["%x"%n].pack " ######%:# .###%" &amp;&amp;"H*";e=Zlib:: Inflate.inflate( " .####% :: ######" &amp;&amp;e).unpack("b*" )[0];22.times{|y| " .###: :#####" ;w=(Math.sqrt(1-( (y*2.0-21)/22)**(; " .#% ##:%#" ;2))*23).floor;(w* 2-1).times{|x|u=(e+ " " )[y*z=360,z]*2;u=u[ 90*x/w+v+90,90/w];s[( " " ;y*80)+120-w+x]=(""&lt;&lt; 32&lt;&lt;".:%#")[4*u.count(( " " ;"0"))/u.size]}};;puts\ s+";_ The Qlobe#{" "*18+ ( ":##########" ;"Copyright(C).Yusuke End\ oh, 2010")}";exit~;_ The Qlobe Copyright(C).Yusuke Endoh, 2010 v=0000;eval$s=%q~d=%!^Lcf&lt;LK8, _@7gj*LJ=c5nM)Tp1g0%Xv.,S[&lt;&gt;YoP 4ZojjV)O&gt;qIH1/n[|2yE[&gt;:ieC "%.#% :::##" 97N-A&amp;Kj_K_&gt;&lt;wS5rtWk@*a+Y5 yH?b[F^e7C/56j|pmRe+:)B "##% ::##########" O98(Zh)'Iof*nm.,$C5Nyt= PPu01Avw^&lt;IiQ=5$'D-y? "##: ###############" g6`YT+qLw9k^ch|K'),tc 6ygIL8xI#LNz3v}T=4W "# #. .####:#######" lL27FZ0ij)7TQCI)P7u }RT5-iJbbG5P-DHB&lt;. " ##### # :############" R,YvZ_rnv6ky-G+4U' $*are@b4U351Q-ug5 " #######################" 00x8RR%`Om7VDp4M5 PFixrPvl&amp;&lt;p[]1IJ " ############:#### %#####" EGgDt8Lm#;bc4zS^ y]0`_PstfUxOC(q " .#############:##% .## ." /,}.YOIFj(k&amp;q_V zcaAi?]^lCVYp!; " %% .################. #. " ;s="v=%04o;ev"% (;v=(v-($*+[45, ":####: :##############% : " ])[n=0].to_i;)% 360)+"al$s=%q#{ "%######. ######### " ;;"%c"%126+$s&lt;&lt; 126}";d.gsub!(/ "##########. #######% " |\s|".*"/,"");; require"zlib"|| "########### :######. " ;d=d.unpack"C*" d.map{|c|n=(n|| ":#########: .######: . " )*90+(c-2)%91}; e=["%x"%n].pack " :#######% :###### #: " &amp;&amp;"H*";e=Zlib:: Inflate.inflate( " ######% .####% :: " &amp;&amp;e).unpack("b*" )[0];22.times{|y| " ####% %### " ;w=(Math.sqrt(1-( (y*2.0-21)/22)**(; " .###: .#% " ;2))*23).floor;(w* 2-1).times{|x|u=(e+ " %## " )[y*z=360,z]*2;u=u[ 90*x/w+v+90,90/w];s[( " #. " ;y*80)+120-w+x]=(""&lt;&lt; 32&lt;&lt;".:%#")[4*u.count(( " . " ;"0"))/u.size]}};;puts\ s+";_ The Qlobe#{" "*18+ ( "# :#######" ;"Copyright(C).Yusuke End\ oh, 2010")}";exit~;_ The Qlobe Copyright(C).Yusuke Endoh, 2010 </pre> <p>translated from <a href="https://en.mycoding.id/category/technology" target="_blank">mamememo in Japanese (2010-09-05)</a>.</p> </div>]]></content:encoded> <guid isPermaLink="true">https://en.mycoding.id/the-qlobe-rotating-quine-2010-76217</guid> <pubDate>Mon, 09 Nov 2026 04:15:17 +0700</pubDate> <author><![CDATA[support@mycoding.id (Doris Putra)]]></author> </item> <item> <title><![CDATA[Trump reacts to the Jensen Huang affair: 'He probably has an excuse for it']]></title> <description><![CDATA[Trump reacts to the Jensen Huang affair: 'He probably has an excuse for it'. Trump stated Huang has done an 'amazing job' for the nation and should remain Nvidia's CEO.]]></description> <media:thumbnail url="https://i.insider.com/6af1303d80d4b24f183476bc?width=1200&amp;format=jpeg"/> <category><![CDATA[Business]]></category> <link>https://en.mycoding.id/trump-reacts-to-the-jensen-huang-affair-he-probably-has-an-excuse-for-it-76216</link> <content:encoded><![CDATA[<div e-name="post-hero" data-component-type="post-hero" data-load-strategy="exclude"> <figure data-type="img" e-name="image-figure-image" data-media-container="image" itemscope itemtype="https://schema.org/ImageObject"> <div> <p><img src="https://i.insider.com/6af12fec8f37e8e0b5bab35e?width=2000&amp;format=jpeg&amp;auto=webp" srcset="https://i.insider.com/6af12fec8f37e8e0b5bab35e?width=400&amp;format=jpeg&amp;auto=webp 400w, https://i.insider.com/6af12fec8f37e8e0b5bab35e?width=500&amp;format=jpeg&amp;auto=webp 500w, https://i.insider.com/6af12fec8f37e8e0b5bab35e?width=700&amp;format=jpeg&amp;auto=webp 700w, https://i.insider.com/6af12fec8f37e8e0b5bab35e?width=1000&amp;format=jpeg&amp;auto=webp 1000w, https://i.insider.com/6af12fec8f37e8e0b5bab35e?width=1300&amp;format=jpeg&amp;auto=webp 1300w, https://i.insider.com/6af12fec8f37e8e0b5bab35e?width=2000&amp;format=jpeg&amp;auto=webp 2000w" sizes=" 1280px) 900px" alt="US President Donald Trump speaks to the media upon arriving on Air Force One at Palm Beach International Airport in West Palm Beach, Florida on November 6, 2026." decoding="sync"> </p></div> <span> <span> <svg aria-hidden="true" focusable="false" xmlns="http://www.w3.org/2000/svg" width="1em" height="1em" viewbox="0 0 24 24"> <path fill="currentColor" fill-rule="evenodd" d="m4.56 18.5 7.486-7.72 7.394 7.626 2.56-2.64L12.046 5.5 2 15.86l2.56 2.64Z"></path> </svg> <figcaption e-name="image-caption"> <span>Trump stated that Jensen Huang should remain on as Nvidia's CEO.</span> <span> <span e-name="image-source" itemprop="creditText">Alex Wroblewski / AFP via Getty Images</span> </span> </figcaption> </span> </span> </figure> </div> <div data-component-type="image-modal" data-load-strategy="lazy"> <p>President Donald Trump backed Nvidia CEO Jensen Huang on Sunday following Huang stated he had been <a href="https://en.mycoding.id/category/business" target="_blank" data-track-click='&quot;bi_value_unassigned&quot;}' rel="">unfaithful to his wife</a> alongside a female US intellect reportedly suspects was a <a href="https://en.mycoding.id/category/business" target="_blank" data-track-click='&quot;bi_value_unassigned&quot;}' rel="">Chinese spy</a>.</p><p>"I think he's an honest guy," Trump told reporters on Sunday. "I think he likely has an excuse for it. You have to comprehend it."</p><p>Trump stated that in reply to a inquiry concerning whether he wishes he had acted on US intellect concerning the matter earlier.</p><p>Trump stated he has not spoken to Huang concerning the matter, but added that Huang has done an "amazing job" for the US and should remain Nvidia's CEO.</p><p>In a memo to Nvidia workforce on Sunday, Huang stated that he had been unfaithful to his spouse and that his actions had hurt his family. He added that Nvidia's commission was launching an inquiry into whether he was targeted by a abroad intellect agency.</p><p>Late final month, The New York Times reported that US intellect agencies had concluded that Huang was the mark of a Chinese spy plot. The outlet reported that Alice Huang, a Chinese endeavor administrator and Nvidia part buyer who is not connected to the Nvidia CEO, had developed a near association alongside him and had passed data to Beijing. She had been recruited to search data and possibly shove for additional advanced Nvidia chips to be made accessible in China, The Times reported. </p><p>Huang earlier stated he had a "<a href="https://en.mycoding.id/category/business" target="_blank" data-track-click='&quot;bi_value_unassigned&quot;}' rel="">normal" endeavor relationship</a> alongside the woman.</p><p>Nvidia did not immediately react to a petition for comment.</p><p>On Sunday, <a href="https://en.mycoding.id/category/business" target="_blank" data-track-click='&quot;bi_value_unassigned&quot;}' rel="">Nvidia's commission </a>said it had no logic to accept that national safety or business secrets had been compromised, but stated its enquiry would analyze the accessible information. It added that Huang was cooperating alongside the investigation.</p> <p>Huang has rotate into an increasingly influential sound in Washington's conversation complete chip-export restrictions on China. He has taken the stance that strict limits on US part revenue could backfire by accelerating the growth of Chinese competitors.</p> </div> <h2>Read next</h2> <div data-recommendations-content data-track-click-shared='&quot;Read next&quot;}'> <div e-name="read-next-list" data-recommendations-list> <span> <p><img src="image/svg+xml,%3Csvg%20xmlns=&#039;http://www.w3.org/2000/svg&#039;%20viewBox=&#039;0%200%201%201&#039;%3E%3C/svg%3E" data-src="/public/assets/logos/placeholder.png" alt=""> </p> </span> <h3> <span>Business Insider tells the innovative stories you desire to know</span> </h3> <span> <p><img src="image/svg+xml,%3Csvg%20xmlns=&#039;http://www.w3.org/2000/svg&#039;%20viewBox=&#039;0%200%201%201&#039;%3E%3C/svg%3E" data-src="/public/assets/logos/placeholder.png" alt=""> </p> </span> <h3> <span>Business Insider tells the innovative stories you desire to know</span> </h3> <span> <p><img src="image/svg+xml,%3Csvg%20xmlns=&#039;http://www.w3.org/2000/svg&#039;%20viewBox=&#039;0%200%201%201&#039;%3E%3C/svg%3E" data-src="/public/assets/logos/placeholder.png" alt=""> </p> </span> <h3> <span>Business Insider tells the innovative stories you desire to know</span> </h3> <span> <p><img src="image/svg+xml,%3Csvg%20xmlns=&#039;http://www.w3.org/2000/svg&#039;%20viewBox=&#039;0%200%201%201&#039;%3E%3C/svg%3E" data-src="/public/assets/logos/placeholder.png" alt=""> </p> </span> <h3> <span>Business Insider tells the innovative stories you desire to know</span> </h3> </div> </div> <a e-name="read-next-image-link" data-recommendations-image-link data-recommendations-link tabindex="-1"> <p><img alt=""> </p> </a> <h3> <a e-name="read-next-title-link" data-recommendations-link data-recommendations-title></a> </h3> <div data-component-type="post-bottom-authors" data-load-strategy="exclude" data-track-view='&quot;module_in_view&quot;}' data-track-click-shared='&quot;navigation&quot;}'> <div data-track-view='&quot;module_in_view&quot;}'> <div> <p><span>Shuby is a elder newsman at Business Insider's Singapore bureau, anywhere she writes concerning tech, alongside a concentration on AI training and vibe-coding startups.She earlier interned for Bloomberg News and CNBC. 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We can keep sources anonymous.</span> </p> </div> </div> </div>]]></content:encoded> <guid isPermaLink="true">https://en.mycoding.id/trump-reacts-to-the-jensen-huang-affair-he-probably-has-an-excuse-for-it-76216</guid> <pubDate>Mon, 09 Nov 2026 04:12:32 +0700</pubDate> <author><![CDATA[support@mycoding.id (Shubhangi Goel)]]></author> </item> <item> <title><![CDATA[Aimogen Pro v2.9.5 – All-in-One AI Content Writer, Editor, ChatBot & Automation Toolkit WordPress Plugin]]></title> <description><![CDATA[Aimogen Pro v2.9.5 – All-in-One AI Content Writer, Editor, ChatBot & Automation Toolkit WordPress Plugin. Aimogen Pro v2.9.5 – All-in-One AI Content Writer, Editor, ChatBot &amp; Automation Toolkit WordPress Plugin Free Download. The Fastest, the Best-rated, and the...]]></description> <media:thumbnail url="https://en.mycoding.id/site/assets/img/og-image.png"/> <category><![CDATA[Digital Products]]></category> <link>https://en.mycoding.id/aimogen-pro-v2-9-5-all-in-one-ai-content-writer-editor-chatbot-automation-toolkit-wordpress-plugin-76232</link> <content:encoded><![CDATA[<div class="entry-content admission clearfix"><p class="wp-block-paragraph">Aimogen Pro v2.9.5 – All-in-One AI Content Writer, Editor, ChatBot &amp; Automation Toolkit WordPress Plugin Free Download. 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Comments]]></description> <media:thumbnail url="https://en.mycoding.id/site/assets/img/og-image.png"/> <category><![CDATA[Technology]]></category> <link>https://en.mycoding.id/a-bit-about-email-76218</link> <content:encoded><![CDATA[<div> <b title="Publication">2026-11-06</b> &mdash; <b title="Last edit">2026-11-08</b> Before you torch and pitchfork me, I'm conscious most of this is simplified and doesn't go into border cases, equal although the net is composed entirely of border cases. Otherwise, I'd be penning a entire book. <p> First, several terminology; A representative email volition former through many distinct components on the way to the recipient: </p> <pre> 1. Sender's MUA [Via SMTP on harbor 465] 2. Sending MSA 3. Sending MTA [Via SMTP on harbor 25] 4. Receiving MTA 5. Receiving LDA and communication store [Via IMAP] 7. Receiver's MUA </pre> <p> (These aren't all necessarily distinct machines or equal distinct programs, but it is helpful to name all step.) </p><p> The communication person delegate (MUA) runs on the user's device and is what they use to dispatch or peruse messages. Let's say they dispatch something: that communication volition be uploaded to to the submission delegate (MSA) which checks the user's password before handing off to the communication transfer delegate (MTA). </p><p> The transfer agent's job is to conversation to another communication servers and get the communication to the receiving side's MTA. Once received, it's stated to the local shipment delegate (LDA) to be stored until the recipient checks their email. The name "LDA" is non-standard, but I use it to evade having four distinct abbreviations differing by a sole letter. </p><p> <em>The logic for this structure</em> is that whenever the scheme was being designed (around 1980), most organizations could lone oversee a sole server. Maintenance was a complete period job and updates frequently required multiple days of downtime. A well-connected device power have dedicated single-digits megabit/second nexus that worked fractional the time. </p><p> This forced the MTA and MUA distinction: if the recipient's server isn't up whenever the email is set, the sending MTA volition preserve the communication and re-attempt shipment later. This way, abbreviated outages don't logic bounced mail. Since the communication client is an interactive program the person runs, a distinct communication shop is needed to keep the email until it can be read. </p><p> Most MTAs are configured to continue retrying a communication for five days, normally alongside exponential backoff: mine volition delay 5 minutes following the archetypal failure, and addition the duration to one hr in prolonged outages. </p><p> The MSA and LDA have continually existed in several capacity, but have gotten a lot additional complicated when group started accessing email from their own computers alternatively or remotely logging onto a server. </p><h2><em>SMTP</em></h2> <p> Most communication happens complete the Simple Mail Transfer Protocol, including MTA-MTA delivery. To narrow it downward a bit, I'll feign do be an MTA sending email to blog@maurycyz.com. </p><p> The archetypal stage is to appearance up the receiving MTA for that domain: </p> <pre> # dig MX maurycyz.com [snip] maurycyz.com. 300 IN MX 1 smallcrow.com. [snip] # dig A smallcrow.com [snip] smallcrow.com. 300 IN A 65.109.172.162 [snip] </pre> <p> Email is old adequate to have it's own dedicated DNS document alternatively of using subdomain hacks or TXT abuse. The figure is a precedence (smaller is higher), which is used if multiple hosts are specified: a big email provider volition have multiple servers to justify timely delivery. </p><p> SMTP is a comparatively straightforward content based protocol. The one capture is that most communication servers volition necessitate a CRLF as a data terminator. This can frequently be sent alongside ctrl-m, but using a tool that automatically inserts cartridge-return bytes is easier: </p> <pre> # telnet telnet&gt; set crlf Will dispatch wagon returns as telnet &lt;CR&gt;&lt;LF&gt;. telnet&gt; open smallcrow.com 25 Trying 65.109.172.162... Connected to smallcrow.com. Escape character is '^]'. 220 smallcrow.com ESMTP Postfix HELO nowhere 250 smallcrow.com MAIL FROM:&lt;me@nowhere&gt; 250 2.1.0 Ok RCPT TO:&lt;blog@maurycyz.com&gt; 250 2.1.5 Ok DATA 354 End data alongside &lt;CR&gt;&lt;LF&gt;.&lt;CR&gt;&lt;LF&gt; From: &lt;me@nowhere&gt; To: &lt;blog@maurycyz.com&gt; Hello, world. . 250 2.0.0 Ok: queued as C870D7CD93 QUIT 221 2.0.0 Bye </pre> <p> Each row sent is a command, to which the distant server responds alongside a three numeral figure followed by a individual readable explaintaion. 200 responses average it worked, 300 is "carry on...", 400 indicates impermanent errors which inform the sender to try again later, 500 errors signify that the email have to be returned as un-deliverable. </p><p> (If this seems akin to HTTP, that's no coincidence. A lot of the web, including its header syntax, was lifted from SMTP) </p><p> The archetypal command is continually HELO (or EHLO), followed the sending MTA's hostname. This is normally not the identical hostname that's in an email address, but many providers necessitate it to equivalent the sender's IP address. . The next two, MAIL FROM and RCPT TO define the location to provision to, and the location for any nonaccomplishment notifications. Bounce messages are normally generated one stage up from anywhere the error occurred: in most cases the receiving MTA has a issue and sends an error code to the sending MTA, but by that period MSA has already disconnect, forcing an emailed notification. Those notification themselves use an bare MAIL FROM to evade infinite loops. </p><p> Once the location has been stated and accepted, a DATA command is sent, followed by the genuine message. This, at a minimum, contains the "From" and "To" headers alongside alongside several text. The communication is terminated alongside a solitary duration to which the server replies to signify that the communication was sucessfuly handed off. </p><p> <em>Final hop MTAs</em> should onward the email to the LDA before sending rear a position code. This ensures that they never obtain a communication which they can't deliver, which would outcome in a error notification. This "backscatter" communication interacts seriously alongside spammers that forge MAIL FROM: it turns their evidently bogus communication into one that is apt to be delivered and logic a nusance. </p><p> There is no necessity for the addresses inner the email to equivalent the ones in MAIL FROM and RCPT TO (also known as the envelope). The most average logic of this is a communication that has been forwarded. For example, a mailing catalog volition set the letter cover destination to equivalent all member's email, but keep the first "From" and "To" headers intact so that replies activity correctly. The letter cover from volition normally be changed to item to location the catalog director volition inspect for error notifications. </p><p> Now, it's not that intermediate systems don't modify the headers: Most stages volition add a "received" header to document anywhere they got the message. </p><p> <em>While required for MTA to MTA communication</em>, SMTP is used throughout the entire system. The communication client submits email using a distinct port, but complete the identical protocol. Communication between inner components (i.e. MTA to LDA) frequently uses the closely connected Local Mail Transfer Protocol: the chief difference is the assumption that the receiver doesn't have a communication queue and volition either provision the communication immediately or come back an error. </p><p> Submission normally uses TLS to harbor 465, alongside the supplement of a password (in base64): </p><pre> AUTH PLAIN 334 AGh1bnRlcgBodW50ZXIy 235 2.7.0 Authentication successful </pre> <p> The one item that's considerably distinct is the MUA's fetch, which operates on a "pull" basis. I won't go into the syntax here, but it's not terribly complicated. </p><p> ... but if you really try sending an email to, say, gmail, according to what I've written so far, it won't work. Some of that is because of them enforcing things akin the Message-Id header: a distinctive identifier used to de-duplicate communication in cases anywhere the receiving MTA accepts an email but the association drops before the sender is informed concerning this. This causes the sender to try again later, which duplicating the message. </p><p> However, a big part of it is... </p><h2><em>Authentication</em></h2> <p> Base SMTP trusts that all sender is be fine behaved: anyone can dispatch email as anyone else. In fact, many hosts were configured to obtain and relay communication from anyone as a conveyance for whenever someone's customary server was down. </p><p> The first resolution to bad behavior was to get the culprit kicked off the internet... but that cut distinct quickly formerly the network grew and companies began getting involved: the archetypal documented case of spam email was sent in 1978 and sold 13 myriad dollars in computers. While authentication doesn't forestall spam, it makes it imaginable to display out unwanted senders. </p><p> Verifying sender addresses is not imaginable using the MX record, since there is no justify the identical presenter is used for receiving and sending mail. The simplest resolution is to publish the sending location in a seperate DNS record: </p><pre> @ TXT v=spf1 ip4:65.109.172.162 ip6:2a01:4f9:c011:841a:b01d::1 -all ; Roughly: ; authorize from 65.109.172.162 ; authorize from 2a01:4f9:c011:841a:b01d::1 ; refuse otherwise </pre> <p> However, that's not fairly adequate for the email empire. Big-tech additionally wants the email build to be signed alongside a cryptographic key published via a (DKIM) DNS record. This requires adding a stage to sending mails, normally as a plugin for the MTA. </p><p> While I rag on big-tech a lot, but this is really a sensible policy: SPF can lone verify the MAIL FROM, since forwarding the email volition chance the origin IP address. DKIM signatures are attached to the communication and can be used to verify the first sender (the "From" address) of a message, which is what's really shown to the person in most cases. </p><p> <em>However</em>, the two of these don't really forestall spam, since spammers can fair set up a few TXT records. Big-tech additionally requires the sender's HELO hostname to be accordant alongside their IP address, via the two onward and reverse DNS. This helps forestall compromised devices from spewing out junk: a astute TV is improbable to have a meaningful PTR record, and if it does, that hostname won't determine rear to it's address. </p><p> ... unfortunately this guideline additionally makes it unattainable to immediately dispatch communication from most residential net connections unless you own the location block. Of course, the resolution is to pay a big-tech business prosperity to relay your emails. If you don't akin this, discover a communication provider alongside additional permissive rules: the lone logic big-tech is capable to keep their racket operating that five or so companies authority 99% of email. </p><h2><em>The message</em></h2> <p> This is anywhere SMTP stops being so simple. Let's appearance at the simplest imaginable email formerly it's been delivered: </p><pre> Return-Path: &lt;alex@there&gt; Delivered-To: bob@here Received: from here by current alongside LMTP id bs05E10S7Go4VQMAHrglgg (envelope-from &lt;alex@there&gt;) for &lt;bob@here&gt;; Thu, 05 Nov 2026 05:21:33 +0000 DKIM-Filter: OpenDKIM Filter v2.11.0 current B05E67CD18 Received-SPF: None (mailfrom) identity=mailfrom; client-ip=313.33.33.337; helo=there; envelope-from=alex@there; receiver=here Received: from there (unknown [313.33.333.337]) by current (Postfix) alongside SMTP id B05E67CD18 for &lt;bob@here&gt;; Thu, 05 Nov 2026 05:20:42 +0000 (UTC) From: alex@there To: bob@here Hello, World! </pre> <p> The format of the headers is superficially akin to HTTP headers, except that no row should exceed 78 bytes. (without the CRLF row terminator) Overlong headers are damaged up and newly created lines are prefixed alongside whitespace to signify that they are a continuation of the final header. </p><p> Mail application mostly preppends headers to the commencement of a message, so it's helpful to peruse them backwards. "From" and "to" are fairly oneself explanatory. Next, the "received" header contains a note from the receiving MTA: it includes the source's HELO name, IP address, RCPT TO and a timestamp. </p><p> The MTA afterward performed SPF and DKIM checks, which came up empty: There's no signature and the MAIL FROM hostname is not publically resolvable. </p><p> The LDA added another "received" header, although it's not extremely helpful. More importantly, it tacked on the "return-path" alongside the first MAIL FROM location and recorded the mailbox the communication was delivered to. </p><p> <em>However, the build isn't continually plain text.</em> This is an email that includes formatting: </p><pre> [...] MIME-Version: 1.0 Content-Type: multipart/alternative; boundary=----IX71FHL6PHA0538LS1WKT2W9SF7S8X Content-Transfer-Encoding: 7bit ------IX71FHL6PHA0538LS1WKT2W9SF7S8X Content-Type: text/plain; charset=utf-8 Content-Transfer-Encoding: quoted-printable Hello, World! I can do bold text! ------IX71FHL6PHA0538LS1WKT2W9SF7S8X Content-Type: text/html; charset=utf-8 Content-Transfer-Encoding: quoted-printable &lt;!DOCTYPE html&gt;&lt;html&gt;&lt;body&gt;&lt;div dir=3D"auto"&gt;Hello, world! I can do &lt;b&gt;bold&amp;lt= /b&gt; text&lt;/div&gt;&lt;/body&gt;&lt;/html&gt; ------IX71FHL6PHA0538LS1WKT2W9SF7S8X-- </pre> <p> That's right, it's a web page! </p><p> However, since not all email clients can comprehend HTML, the communication additionally includes a plain content version. This is done using MIME's "multipart" encoding, in this case, multipart/alternative, which indicates all the versions are functionally equivalent. </p><p> MIME's type figure has been stuck at 1.0 since 1996. </p><p> The delimiter is a randomly chosen string, which allows multiple multiparts to be nested inner without escaping. Each division of the communication has it's own headers, in this case, indicating that it's sent in the quoted-printable encoding. This allows the email communication to merge any bytes without exposing the MTA to scary things akin non-seven-bit ASCII: remember, the SMTP is 45 years old. </p><p> In quoted-printable, equal signs are used as the escape character: if followed by two hex digits, it decodes to that byte. If followed by a newline, the two characters are removed. This is used to interrupt lengthy lines that could alternatively logic trouble. </p><p> In this email, "=3D" becomes a literal equal sign and the two lines are joined together. If you've always seen an email alongside stray equals or missing one or two characters ~ all 80 bytes, damaged quoted-printable decoding is normally the culprit. </p><p> The second "content-transfer-encoding" is base64, which is used for binary records akin attached images: </p><pre> MIME-Version: 1.0 Content-Type: multipart/mixed; boundary="5ZTNvId/H+rlk7Fr" Content-Disposition: inline --5ZTNvId/H+rlk7Fr Content-Type: text/plain; charset=us-ascii Content-Disposition: inline Check out this file: --5ZTNvId/H+rlk7Fr Content-Type: application/octet-stream Content-Disposition: attachment; filename="file.bin" Content-Transfer-Encoding: base64 J7mtSdbQItOAi345nwaNkkTXrnDIRPA0DSwhbSAOwm2C/KoHjQIotY9lnJRMBRk9InQaHOxL bb7DGd9EN6uRpjvCbox9xblAh3CxH7sl+YAkYcKw1V100RpBwMhgaXfUJBB3oRkLffgRwEyK v9qFBLp9zZ+SiRJoRWbA4aZLexPhHZ35vFROVKYtiAeMlD1s15v3kPZvEADam0e45BoSaqmp 1S3z3b5wBIFHJUxQULD589MKaFx2Z2A+91pl/pbZWmZkzt55D/hZ05kjUUbXUnDnTYAQE2Gk WnN+SnrQvfEO+Tz7AdrbLD1q2DgwWW+k0cVJLKjdwRxesGhAkQCZfHVrno6R4iXjTbInIbQv hXzQiV840iUiUhk282WADd1ffJ0sot2Waf7XHLIE1lZVFQ3iGofYbw8pZlg3sb35AnIWPZKv fbC6Yh95RV23R4K2NHeBX1rpl4bSSiftnD2RbsBzv7cgw/6M/Lj3O40NFGAaUC+J7TpAaXdi tvlPsNQhMo8QRf/ub7WK42cPUlz1fKq1k1pzGN96YOsE5azMfF4vLANtbtbVmLIp2WmgBk0P 9IGMWy/xIAe0cOh+bqzru2+ojJGgx9uX4VSTP9BaTOwkVX5+rQfpp1qJodtHiO8sHw6Pg+Mg WcpqQPC7118ccuT44cVpIRkwOSoJzsW++WM= --5ZTNvId/H+rlk7Fr-- </pre> <p> This is why size limits are frequently disappointing: the email volition be 33% larger than the attached file. More productive encodings (raw binary data) are supported by several MTAs, but may have to be converted to base64 location downward the path... which would interrupt DKIM signing. </p><p> <em>Generally</em>: </p><ul> <li>No encoding ("7-bit") can be used if the communication has abbreviated lines and fits in low-bit ASCII. However, "7-bit" is mostly seen as a null encoding for already encoded multipart containers.</li> <li>Quoted-printable if the communication is mostly text, but has item that risks breaking ancient software.</li> <li>Base64 for binary data.</li> </ul> <h2><em>About TLS</em></h2> <p> The SSL/TLS used by communication clients is efficiently the identical as for a browser: the communication provider must go to a certificate authority, demonstrate their character and get a certificate.. Algorithms and ciphers are impaired at the least clue they may be insecure. </p><p> However, MTAs operates on "trusted" networks... although it's small that an attacker can't get admission to net traffic, but that if they could, it would be imaginable for them to continue an ACME difficulty and obtain out a trusted certificate. </p><p> As a result, the goal is mostly to defend against passive eavesdropping: most sysadmins don't annoy dealing alongside a CA and use self-signed certificates. (it's not akin CAs have a fine track record: <a href="https://en.mycoding.id/category/technology" target="_blank">4</a>) </p><p> Another weird item concerning email is that MTAs don't use a distinct TLS port. All connections on harbor 25 commencement as plaintext, afterward the sender issues a STARTTLS command and hands complete the association to a SSL/TLS library. It's slightly janky, but it allows servers to attempt to use encryption and cleanly autumn rear if it's not supported. </p><p> Such an method isn't awesome for submissions, since a autumn rear would leak the password... and baddies on shared networks or nosy residential ISPs can band out the STARTTLS command. For this case, it's finest to default use the dedicated SSL submission port: 465. </p><p> (This harbor really has a bit of a history, alongside it being deprecated in favor of STARTTLS before being re-endorsed formerly we realized using optional SSL for passwords was a bad idea.) </p><h2><em>So what??</em></h2> <p> Unless you compose email connected application or run infrastructure, most of this data is deeply useless. However, there are a few things you power desire to remember. </p><p> <em>The underlying protocols authorize five days for delivery</em>, and it can sometimes obtain longer. Since users anticipate shipment in seconds and most emails are at smallest slightly period sensitive, some MTAs are configured to dispatch out postpone notification if a communication is taking a while. </p><p> You may desire to discover out if yours does this before assuming the recipient is ignoring you. </p><p> <em>Emails are digital postcards</em>. </p><p> A communication volition be stored and forwarded by multiple systems in plaintext. Anyone on the network way may be capable to peruse your email: SSL/TLS is not universally supported and can trivially be stripped out by energetic attackers. </p><p> This is an inherent part of email: there's no way to tack-on powerful encryption without breaking existing clients. If you need a justify of privacy, you must encrypt the communication before sending, and the recipient must decrypt it themselves. Be careful alongside built-in tools akin PGP: these mostly create it way too uncomplicated to accidentally hit "reply-all" without encrypting, in supplement to another flaws akin exposing the topic line. </p> PGP stuff <p> Since publication, multiple group have written to me explaining how obfuscating the topic row (or alert if the person fills it out) is completly unreasonable to anticipate from a for a self-proclaimed privacy tool. At smallest in my eyes, "encrypted messaging" method encrypted, not 90% encrypted and 10% plaintext. </p> <p> The deficiency of deniablity and onward secrecy can be excused as limitiations of email's store-and-forward architecture... but default plaintext and making no attempt to encrypt certain the topic row or attachments is a formula for disaster: at smallest alongside vanilla email, group cognize it is not encrypted. </p> <p> "Encrypted" email providers are mostly snake oil. While the communication shop can encrypt messages and a tradition MUA could decrypt them, the MTA must have admission to plaintext. As a result, it provides minimal to no safety against most assault vectors notwithstanding the "millitary class encryption". The lone way to fix email would be to get everyone to concur to toggle to an end-to-end encrypted protocol... but the entire item of email is worldwide compatability: encrypted messaging can exist, but encrypted email is contradictory. </p><p> The finest anticipation is to discover a communication provider that can be trusted not to snoop messages. That is to say, not an Advertising business (google) or one that's been pushing difficult for LLMs (microsoft / apple): both of these businesses create powerful incentives to peruse your messages. Although you'll motionless have to anticipation whoever you are communicating alongside isn't beign snooped on by their provider. </p><p> <em>Worse, DKIM signatures</em> act as a lifelong evidence that an email came from your provider's servers, equal if a communication is years old and has no apparent sequence of custody. This makes leaked, hacked, or snooped emails ideal blackmail material: since the bad performer can trivially demonstrate they haven't been fabricated. </p><p> This property, called non-repudiation, is mostly not desirable for messaging systems. Avoiding signing not an choice if you desire to interoperate alongside big-tech, but it is imaginable to regularly rotate and publish personal keys. Before they key is published, the signature can be trusted to verify it is legitimate. However, formerly the key has been published, the signature can been forged by anyone and is rendered retroactively untrustworthy. </p><p> Since authentication is checked during shipment by the MTA and LDA, this doesn't power how the email volition be handled. However, it volition mold doubt on the authenticity of leaked messages since the signature could have been forged alongside minimal effort. </p><p> While key rotation is average practice, most communication providers don't publish their old personal keys, so the signature is motionless trustworthy (modulo the assistance being hacked). I would advise against emailing item you wouldn't be comfortable study out in public. </p> <ul> <li><a href="https://en.mycoding.id/category/technology" target="_blank">https://www.rfc-editor.org/info/rfc821/</a>: Original SMTP</li> <li><a href="https://en.mycoding.id/category/technology" target="_blank">https://www.rfc-editor.org/info/rfc2045/</a>: MIME extended communication format</li> <li><a href="https://en.mycoding.id/category/technology" target="_blank">https://www.rfc-editor.org/info/rfc7208/</a>: SPF Authentication</li> <li><a href="https://en.mycoding.id/category/technology" target="_blank">https://www.rfc-editor.org/info/rfc6376/</a>: DKIM signing</li> </ul> </div>]]></content:encoded> <guid isPermaLink="true">https://en.mycoding.id/a-bit-about-email-76218</guid> <pubDate>Mon, 09 Nov 2026 03:46:21 +0700</pubDate> <author><![CDATA[support@mycoding.id (Doris Putra)]]></author> </item> </channel> </rss>