A l’occasion du Festival d’Annecy, nous avons pu échanger avec Guillaume Hellouin, co-fondateur et ancien dirigeant de TeamTO, société de production et studio d’animation lancée en 2005. Il n’est cependant plus impliqué dans T

Hi, friends! Welcome to Installer No. 87, your guide to the best and Verge-iest stuff in the world. (If you’re new here, welcome, happy It’s Officially Too Hot Now Week, and also you can read all the old editions at the Installer homepage.) This week, I’ve been reading about Sabrina Carpenter and Khaby Lame and intimacy coordinators, finally making a dent in Barbarians at the Gate, watching all the Ben Schwartz and Friends I can find on YouTube, planning my days with the new Finalist beta, recklessly installing all the Apple developer betas after WWDC, thoroughly enjoying Dakota Johnson’s current press tour, and trying to clear all my inboxes before I go on parental leave. It’s… going.I also have for you a much-awaited new browser, a surprise update to a great photo editor, a neat trailer for a meh-looking movie, a classic Steve Jobs speech, and much more. Slightly shorter issue this week, sorry; there’s just a lot going on, but I didn’t want to leave y’all hanging entirely. Oh, and: we’ll be off next week, for Juneteenth, vacation, and general summer chaos reasons. We’ll be back in full force after that, though! Let’s get into it.(As always, the best part of Installer is your ideas and tips. What do you want to know more about? What awesome tricks do you know that everyone else should? What app should everyone be using? Tell me everything: installer@theverge.com. And if you know someone else who might enjoy Installer, forward it to them and tell them to subscribe here.)The DropDia. I know there are a lot of Arc fans here in the Installerverse, and I know you, like me, will have a lot of feelings about the company’s new and extremely AI-focused browser. Personally, I don’t see leaving Arc anytime soon, but there are some really fascinating ideas (and nice design touches) in Dia already. Snapseed 3.0. I completely forgot Snapseed even existed, and now here’s a really nice update with a bunch of new editing tools and a nice new redesign! As straightforward photo editors go, this is one of the better ones. The new version is only on iOS right now, but I assume it’s heading to Android shortly.“I Tried To Make Something In America.” I was first turned onto the story of the Smarter Scrubber by a great Search Engine episode, and this is a great companion to the story about what it really takes to bring manufacturing back to the US. And why it’s hard to justify.. That link, and the trailer, will only do anything for you if you have a newer iPhone. But even if you don’t care about the movie, the trailer — which actually buzzes in sync with the car’s rumbles and revs — is just really, really cool. Android 16. You can’t get the cool, colorful new look just yet or the desktop mode I am extremely excited about — there’s a lot of good stuff in Android 16 but most of it is coming later. Still, Live Updates look good, and there’s some helpful accessibility stuff, as well.The Infinite Machine Olto. I am such a sucker for any kind of futuristic-looking electric scooter, and this one really hits the sweet spot. Part moped, part e-bike, all Blade Runner vibes. If it wasn’t $3,500, then I would’ve probably ordered one already.The Fujifilm X-E5. I kept wondering why Fujifilm didn’t just make, like, a hundred different great-looking cameras at every imaginable price because everyone wants a camera this cool. Well, here we are! It’s a spin on the X100VI but with interchangeable lenses and a few power-user features. All my photographer friends are going to want this.Call Her Alex. I confess I’m no Call Her Daddy diehard, but I found this two-part doc on Alex Cooper really interesting. Cooper’s story is all about understanding people, the internet, and what it means to feel connected now. It’s all very low-stakes and somehow also existential? It’s only two parts, you should watch it.“Steve Jobs - 2005 Stanford Commencement Address.” For the 20th anniversary of Jobs’ famous (and genuinely fabulous) speech, the Steve Jobs Archive put together a big package of stories, notes, and other materials around the speech. Plus, a newly high-def version of the video. This one’s always worth the 15 minutes.Dune: Awakening. Dune has ascended to the rare territory of “I will check out anything from this franchise, ever, no questions asked.” This game is big on open-world survival and ornithopters, too, so it’s even more my kind of thing. And it’s apparently punishingly difficult in spots.CrowdsourcedHere’s what the Installer community is into this week. I want to know what you’re into right now as well! Email installer@theverge.com or message me on Signal — @davidpierce.11 — with your recommendations for anything and everything, and we’ll feature some of our favorites here every week. For even more great recommendations, check out the replies to this post on Threads and this post on Bluesky.“I had tried the paper planner in the leather Paper Republic journal but since have moved onto the Remarkable Paper Pro color e-ink device which takes everything you like about paper but makes it editable and color coded. Combine this with a Remarkable planner in PDF format off of Etsy and you are golden.” — Jason“I started reading a manga series from content creator Cory Kenshin called Monsters We Make. So far, I love it. Already preordered Vol. 2.” — Rob“I recently went down the third party controller rabbit hole after my trusty adapted Xbox One controller finally kicked the bucket, and I wanted something I could use across my PC, phone, handheld, Switch, etc. I’ve been playing with the GameSir Cyclone 2 for a few weeks, and it feels really deluxe. The thumbsticks are impossibly smooth and accurate thanks to its TMR joysticks. The face buttons took a second for my brain to adjust to; the short travel distance initially registered as mushy, but once I stopped trying to pound the buttons like I was at the arcade, I found the subtle mechanical click super satisfying.” — Sam“The Apple TV Plus miniseries Long Way Home. It’s Ewan McGregor and Charley Boorman’s fourth Long Way series. This time they are touring some European countries on vintage bikes that they fixed, and it’s such a light-hearted show from two really down to earth humans. Connecting with other people in different cultures and seeing their journey is such a treat!” — Esmael“Podcast recommendation: Devil and the Deep Blue Sea by Christianity Today. A deep dive into the Satanic Panic of the 80’s and 90’s.” — Drew“Splatoon 3 (the free Switch 2 update) and the new How to Train Your Dragon.” — Aaron“I can’t put Mario Kart World down. When I get tired of the intense Knockout Tour mode I go to Free Roam and try to knock out P-Switch challenges, some of which are really tough! I’m obsessed.” — Dave“Fable, a cool app for finding books with virtual book clubs. It’s the closest to a more cozy online bookstore with more honest reviews. I just wish you could click on the author’s name to see their other books.” — Astrid“This is the Summer Games Fest week (formerly E3, RIP) and there are a TON of game demos to try out on Steam. One that has caught my attention / play time the most is Wildgate. It’s a team based spaceship shooter where ship crews battle and try to escape with a powerful artifact.” — Sean“Battlefront 2 is back for some reason. Still looks great.” — IanSigning offI have long been fascinated by weather forecasting. I recommend Andrew Blum’s book, The Weather Machine, to people all the time, as a way to understand both how we learned to predict the weather and why it’s a literally culture-changing thing to be able to do so. And if you want to make yourself so, so angry, there’s a whole chunk of Michael Lewis’s book, The Fifth Risk, about how a bunch of companies managed to basically privatize forecasts… based on government data. The weather is a huge business, an extremely powerful political force, and even more important to our way of life than we realize. And we’re really good at predicting the weather!I’ve also been hearing for years that weather forecasting is a perfect use for AI. It’s all about vast quantities of historical data, tiny fluctuations in readings, and finding patterns that often don’t want to be found. So, of course, as soon as I read my colleague Justine Calma’s story about a new Google project called Weather Lab, I spent the next hour poking through the data to see how well DeepMind managed to predict and track recent storms. It’s deeply wonky stuff, but it’s cool to see Big Tech trying to figure out Mother Nature — and almost getting it right. Almost.See you next week!See More:

Who knows where branding will go in the future? However, for many of us working in the creative industries, it's our job to know. So it's something we need to start talking about, and Frontify Futures wants to be the platform where that conversation unfolds. This ambitious new thought leadership initiative from Frontify brings together an extraordinary coalition of voices—CMOs who've scaled global brands, creative leaders reimagining possibilities, strategy directors pioneering new approaches, and cultural forecasters mapping emerging opportunities—to explore how effectiveness, innovation, and scale will shape tomorrow's brand-building landscape. But Frontify Futures isn't just another content platform. Excitingly, from a design perspective, it's also a living experiment in what brand identity can become when technology meets craft, when systems embrace chaos, and when the future itself becomes a design material. Endless variation What makes Frontify Futures' typography unique isn't just its custom foundation: it's how that foundation enables endless variation and evolution. This was primarily achieved, reveals developer and digital art director Daniel Powell, by building bespoke tools for the project. "Rather than rely solely on streamlined tools built for speed and production, we started building our own," he explains. "The first was a node-based design tool that takes our custom Frame and Hairline fonts as a base and uses them as the foundations for our type generator. With it, we can generate unique type variations for each content strand—each article, even—and create both static and animated type, exportable as video or rendered live in the browser." Each of these tools included what Daniel calls a "chaos element: a small but intentional glitch in the system. A microstatement about the nature of the future: that it can be anticipated but never fully known. It's our way of keeping gesture alive inside the system." One of the clearest examples of this is the colour palette generator. "It samples from a dynamic photo grid tied to a rotating colour wheel that completes one full revolution per year," Daniel explains. "But here's the twist: wind speed and direction in St. Gallen, Switzerland—Frontify's HQ—nudges the wheel unpredictably off-centre. It's a subtle, living mechanic; each article contains a log of the wind data in its code as a kind of Easter Egg." Another favourite of Daniel's—yet to be released—is an expanded version of Conway's Game of Life. "It's been running continuously for over a month now, evolving patterns used in one of the content strand headers," he reveals. "The designer becomes a kind of photographer, capturing moments from a petri dish of generative motion." Core Philosophy In developing this unique identity, two phrases stood out to Daniel as guiding lights from the outset. The first was, 'We will show, not tell.' "This became the foundation for how we approached the identity," recalls Daniel. "It had to feel like a playground: open, experimental, and fluid. Not overly precious or prescriptive. A system the Frontify team could truly own, shape, and evolve. A platform, not a final product. A foundation, just as the future is always built on the past." The second guiding phrase, pulled directly from Frontify's rebrand materials, felt like "a call to action," says Daniel. "'Gestural and geometric. Human and machine. Art and science.' It's a tension that feels especially relevant in the creative industries today. As technology accelerates, we ask ourselves: how do we still hold onto our craft? What does it mean to be expressive in an increasingly systemised world?" Stripped back and skeletal typography The identity that Daniel and his team created reflects these themes through typography that literally embodies the platform's core philosophy. It really started from this idea of the past being built upon the 'foundations' of the past," he explains. "At the time Frontify Futures was being created, Frontify itself was going through a rebrand. With that, they'd started using a new variable typeface called Cranny, a custom cut of Azurio by Narrow Type." Daniel's team took Cranny and "pushed it into a stripped-back and almost skeletal take". The result was Crany-Frame and Crany-Hairline. "These fonts then served as our base scaffolding," he continues. "They were never seen in design, but instead, we applied decoration them to produce new typefaces for each content strand, giving the identity the space to grow and allow new ideas and shapes to form." As Daniel saw it, the demands on the typeface were pretty simple. "It needed to set an atmosphere. We needed it needed to feel alive. We wanted it to be something shifting and repositioning. And so, while we have a bunch of static cuts of each base style, we rarely use them; the typefaces you see on the website and social only exist at the moment as a string of parameters to create a general style that we use to create live animating versions of the font generated on the fly." In addition to setting the atmosphere, it needed to be extremely flexible and feature live inputs, as a significant part of the branding is about the unpredictability of the future. "So Daniel's team built in those aforementioned "chaos moments where everything from user interaction to live windspeeds can affect the font." Design Process The process of creating the typefaces is a fascinating one. "We started by working with the custom cut of Azurio (Cranny) from Narrow Type. We then redrew it to take inspiration from how a frame and a hairline could be produced from this original cut. From there, we built a type generation tool that uses them as a base. "It's a custom node-based system that lets us really get in there and play with the overlays for everything from grid-sizing, shapes and timing for the animation," he outlines. "We used this tool to design the variants for different content strands. We weren't just designing letterforms; we were designing a comprehensive toolset that could evolve in tandem with the content. "That became a big part of the process: designing systems that designers could actually use, not just look at; again, it was a wider conversation and concept around the future and how designers and machines can work together." In short, the evolution of the typeface system reflects the platform's broader commitment to continuous growth and adaptation." The whole idea was to make something open enough to keep building on," Daniel stresses. "We've already got tools in place to generate new weights, shapes and animated variants, and the tool itself still has a ton of unused functionality. "I can see that growing as new content strands emerge; we'll keep adapting the type with them," he adds. "It's less about version numbers and more about ongoing movement. The system's alive; that's the point. A provocation for the industry In this context, the Frontify Futures identity represents more than smart visual branding; it's also a manifesto for how creative systems might evolve in an age of increasing automation and systematisation. By building unpredictability into their tools, embracing the tension between human craft and machine precision, and creating systems that grow and adapt rather than merely scale, Daniel and the Frontify team have created something that feels genuinely forward-looking. For creatives grappling with similar questions about the future of their craft, Frontify Futures offers both inspiration and practical demonstration. It shows how brands can remain human while embracing technological capability, how systems can be both consistent and surprising, and how the future itself can become a creative medium. This clever approach suggests that the future of branding lies not in choosing between human creativity and systematic efficiency but in finding new ways to make them work together, creating something neither could achieve alone.

The Secure Government Email (SGE) Common Implementation Framework New Zealand’s government is introducing a comprehensive email security framework designed to protect official communications from phishing and domain spoofing. This new framework, which will be mandatory for all government agencies by October 2025, establishes clear technical standards to enhance email security and retire the outdated SEEMail service.  Key Takeaways All NZ government agencies must comply with new email security requirements by October 2025. The new framework strengthens trust and security in government communications by preventing spoofing and phishing. The framework mandates TLS 1.2+, SPF, DKIM, DMARC with p=reject, MTA-STS, and DLP controls. EasyDMARC simplifies compliance with our guided setup, monitoring, and automated reporting. Start a Free Trial What is the Secure Government Email Common Implementation Framework? The Secure Government Email (SGE) Common Implementation Framework is a new government-led initiative in New Zealand designed to standardize email security across all government agencies. Its main goal is to secure external email communication, reduce domain spoofing in phishing attacks, and replace the legacy SEEMail service. Why is New Zealand Implementing New Government Email Security Standards? The framework was developed by New Zealand’s Department of Internal Affairs (DIA) as part of its role in managing ICT Common Capabilities. It leverages modern email security controls via the Domain Name System (DNS) to enable the retirement of the legacy SEEMail service and provide: Encryption for transmission security Digital signing for message integrity Basic non-repudiation (by allowing only authorized senders) Domain spoofing protection These improvements apply to all emails, not just those routed through SEEMail, offering broader protection across agency communications. What Email Security Technologies Are Required by the New NZ SGE Framework? The SGE Framework outlines the following key technologies that agencies must implement: TLS 1.2 or higher with implicit TLS enforced TLS-RPT (TLS Reporting) SPF (Sender Policy Framework) DKIM (DomainKeys Identified Mail) DMARC (Domain-based Message Authentication, Reporting, and Conformance) with reporting MTA-STS (Mail Transfer Agent Strict Transport Security) Data Loss Prevention controls These technologies work together to ensure encrypted email transmission, validate sender identity, prevent unauthorized use of domains, and reduce the risk of sensitive data leaks. Get in touch When Do NZ Government Agencies Need to Comply with this Framework? All New Zealand government agencies are expected to fully implement the Secure Government Email (SGE) Common Implementation Framework by October 2025. Agencies should begin their planning and deployment now to ensure full compliance by the deadline. The All of Government Secure Email Common Implementation Framework v1.0 What are the Mandated Requirements for Domains? Below are the exact requirements for all email-enabled domains under the new framework. ControlExact RequirementTLSMinimum TLS 1.2. TLS 1.1, 1.0, SSL, or clear-text not permitted.TLS-RPTAll email-sending domains must have TLS reporting enabled.SPFMust exist and end with -all.DKIMAll outbound email from every sending service must be DKIM-signed at the final hop.DMARCPolicy of p=reject on all email-enabled domains. adkim=s is recommended when not bulk-sending.MTA-STSEnabled and set to enforce.Implicit TLSMust be configured and enforced for every connection.Data Loss PreventionEnforce in line with the New Zealand Information Security Manual (NZISM) and Protective Security Requirements (PSR). Compliance Monitoring and Reporting The All of Government Service Delivery (AoGSD) team will be monitoring compliance with the framework. Monitoring will initially cover SPF, DMARC, and MTA-STS settings and will be expanded to include DKIM. Changes to these settings will be monitored, enabling reporting on email security compliance across all government agencies. Ongoing monitoring will highlight changes to domains, ensure new domains are set up with security in place, and monitor the implementation of future email security technologies.  Should compliance changes occur, such as an agency’s SPF record being changed from -all to ~all, this will be captured so that the AoGSD Security Team can investigate. They will then communicate directly with the agency to determine if an issue exists or if an error has occurred, reviewing each case individually. Deployment Checklist for NZ Government Compliance Enforce TLS 1.2 minimum, implicit TLS, MTA-STS & TLS-RPT SPF with -all DKIM on all outbound email DMARC p=reject  adkim=s where suitable For non-email/parked domains: SPF -all, empty DKIM, DMARC reject strict Compliance dashboard Inbound DMARC evaluation enforced DLP aligned with NZISM Start a Free Trial How EasyDMARC Can Help Government Agencies Comply EasyDMARC provides a comprehensive email security solution that simplifies the deployment and ongoing management of DNS-based email security protocols like SPF, DKIM, and DMARC with reporting. Our platform offers automated checks, real-time monitoring, and a guided setup to help government organizations quickly reach compliance. 1. TLS-RPT / MTA-STS audit EasyDMARC enables you to enable the Managed MTA-STS and TLS-RPT option with a single click. We provide the required DNS records and continuously monitor them for issues, delivering reports on TLS negotiation problems. This helps agencies ensure secure email transmission and quickly detect delivery or encryption failures. Note: In this screenshot, you can see how to deploy MTA-STS and TLS Reporting by adding just three CNAME records provided by EasyDMARC. It’s recommended to start in “testing” mode, evaluate the TLS-RPT reports, and then gradually switch your MTA-STS policy to “enforce”. The process is simple and takes just a few clicks. As shown above, EasyDMARC parses incoming TLS reports into a centralized dashboard, giving you clear visibility into delivery and encryption issues across all sending sources. 2. SPF with “-all”In the EasyDARC platform, you can run the SPF Record Generator to create a compliant record. Publish your v=spf1 record with “-all” to enforce a hard fail for unauthorized senders and prevent spoofed emails from passing SPF checks. This strengthens your domain’s protection against impersonation. Note: It is highly recommended to start adjusting your SPF record only after you begin receiving DMARC reports and identifying your legitimate email sources. As we’ll explain in more detail below, both SPF and DKIM should be adjusted after you gain visibility through reports. Making changes without proper visibility can lead to false positives, misconfigurations, and potential loss of legitimate emails. That’s why the first step should always be setting DMARC to p=none, receiving reports, analyzing them, and then gradually fixing any SPF or DKIM issues. 3. DKIM on all outbound email DKIM must be configured for all email sources sending emails on behalf of your domain. This is critical, as DKIM plays a bigger role than SPF when it comes to building domain reputation, surviving auto-forwarding, mailing lists, and other edge cases. As mentioned above, DMARC reports provide visibility into your email sources, allowing you to implement DKIM accordingly (see first screenshot). If you’re using third-party services like Google Workspace, Microsoft 365, or Mimecast, you’ll need to retrieve the public DKIM key from your provider’s admin interface (see second screenshot). EasyDMARC maintains a backend directory of over 1,400 email sources. We also give you detailed guidance on how to configure SPF and DKIM correctly for major ESPs.  Note: At the end of this article, you’ll find configuration links for well-known ESPs like Google Workspace, Microsoft 365, Zoho Mail, Amazon SES, and SendGrid – helping you avoid common misconfigurations and get aligned with SGE requirements. If you’re using a dedicated MTA (e.g., Postfix), DKIM must be implemented manually. EasyDMARC’s DKIM Record Generator lets you generate both public and private keys for your server. The private key is stored on your MTA, while the public key must be published in your DNS (see third and fourth screenshots). 4. DMARC p=reject rollout As mentioned in previous points, DMARC reporting is the first and most important step on your DMARC enforcement journey. Always start with a p=none policy and configure RUA reports to be sent to EasyDMARC. Use the report insights to identify and fix SPF and DKIM alignment issues, then gradually move to p=quarantine and finally p=reject once all legitimate email sources have been authenticated.  This phased approach ensures full protection against domain spoofing without risking legitimate email delivery. 5. adkim Strict Alignment Check This strict alignment check is not always applicable, especially if you’re using third-party bulk ESPs, such as Sendgrid, that require you to set DKIM on a subdomain level. You can set adkim=s in your DMARC TXT record, or simply enable strict mode in EasyDMARC’s Managed DMARC settings. This ensures that only emails with a DKIM signature that exactly match your domain pass alignment, adding an extra layer of protection against domain spoofing. But only do this if you are NOT a bulk sender. 6. Securing Non-Email Enabled Domains The purpose of deploying email security to non-email-enabled domains, or parked domains, is to prevent messages being spoofed from that domain. This requirement remains even if the root-level domain has SP=reject set within its DMARC record. Under this new framework, you must bulk import and mark parked domains as “Parked.” Crucially, this requires adjusting SPF settings to an empty record, setting DMARC to p=reject, and ensuring an empty DKIM record is in place: • SPF record: “v=spf1 -all”. • Wildcard DKIM record with empty public key.• DMARC record: “v=DMARC1;p=reject;adkim=s;aspf=s;rua=mailto:…”. EasyDMARC allows you to add and label parked domains for free. This is important because it helps you monitor any activity from these domains and ensure they remain protected with a strict DMARC policy of p=reject. 7. Compliance Dashboard Use EasyDMARC’s Domain Scanner to assess the security posture of each domain with a clear compliance score and risk level. The dashboard highlights configuration gaps and guides remediation steps, helping government agencies stay on track toward full compliance with the SGE Framework. 8. Inbound DMARC Evaluation Enforced You don’t need to apply any changes if you’re using Google Workspace, Microsoft 365, or other major mailbox providers. Most of them already enforce DMARC evaluation on incoming emails. However, some legacy Microsoft 365 setups may still quarantine emails that fail DMARC checks, even when the sending domain has a p=reject policy, instead of rejecting them. This behavior can be adjusted directly from your Microsoft Defender portal. Read more about this in our step-by-step guide on how to set up SPF, DKIM, and DMARC from Microsoft Defender. If you’re using a third-party mail provider that doesn’t enforce having a DMARC policy for incoming emails, which is rare, you’ll need to contact their support to request a configuration change. 9. Data Loss Prevention Aligned with NZISM The New Zealand Information Security Manual (NZISM) is the New Zealand Government’s manual on information assurance and information systems security. It includes guidance on data loss prevention (DLP), which must be followed to be aligned with the SEG. Need Help Setting up SPF and DKIM for your Email Provider? Setting up SPF and DKIM for different ESPs often requires specific configurations. Some providers require you to publish SPF and DKIM on a subdomain, while others only require DKIM, or have different formatting rules. We’ve simplified all these steps to help you avoid misconfigurations that could delay your DMARC enforcement, or worse, block legitimate emails from reaching your recipients. Below you’ll find comprehensive setup guides for Google Workspace, Microsoft 365, Zoho Mail, Amazon SES, and SendGrid. You can also explore our full blog section that covers setup instructions for many other well-known ESPs. Remember, all this information is reflected in your DMARC aggregate reports. These reports give you live visibility into your outgoing email ecosystem, helping you analyze and fix any issues specific to a given provider. Here are our step-by-step guides for the most common platforms: Google Workspace Microsoft 365 These guides will help ensure your DNS records are configured correctly as part of the Secure Government Email (SGE) Framework rollout. Meet New Government Email Security Standards With EasyDMARC New Zealand’s SEG Framework sets a clear path for government agencies to enhance their email security by October 2025. With EasyDMARC, you can meet these technical requirements efficiently and with confidence. From protocol setup to continuous monitoring and compliance tracking, EasyDMARC streamlines the entire process, ensuring strong protection against spoofing, phishing, and data loss while simplifying your transition from SEEMail.

Ivy Grant, SVP of Strategy & Operations, Twilio June 13, 20255 Min Readpeshkova via alamy stockAsk technologists and enterprise leaders what they hope AI will deliver, and most will land on some iteration of the "T" word: transformation. No surprise, AI and its “cooler than you” cousin, generative AI (GenAI), have been hyped nonstop for the past 24 months. But therein lies the problem. Many organizations are rushing to implement AI without a grasp on the return on investment (ROI), leading to high spend and low impact. Without anchoring AI to clear friction points and acceleration opportunities, companies invite fatigue, anxiety and competitive risk. Two-thirds of C-suite execs say GenAI has created tension and division within their organizations; nearly half say it’s “tearing their company apart.” Most (71%) report adoption challenges; more than a third call it a massive disappointment. While AI's potential is irrefutable, companies need to reject the narrative of AI as a standalone strategy or transformational savior. Its true power is as a catalyst to amplify what already works and surface what could. Here are three principles to make that happen. 1. Start with friction, not function Many enterprises struggle with where to start when integrating AI. My advice: Start where the pain is greatest. Identify the processes that create the most friction and work backward from there. AI is a tool, not a solution. By mapping real pain points to AI use cases, you can hone investments to the ripest fruit rather than simply where it hangs at the lowest. Related:For example, one of our top sources of customer pain was troubleshooting undeliverable messages, which forced users to sift through error code documentation. To solve this, an AI assistant was introduced to detect anomalies, explain causes in natural language, and guide customers toward resolution. We achieved a 97% real-time resolution rate through a blend of conversational AI and live support. Most companies have long-standing friction points that support teams routinely explain. Or that you’ve developed organizational calluses over; problems considered “just the cost of doing business.” GenAI allows leaders to revisit these areas and reimagine what’s possible. 2. The need for (dual) speed We hear stories of leaders pushing an “all or nothing” version of AI transformation: Use AI to cut functional headcount or die. Rather than leading with a “stick” through wholesale transformation mandates or threats to budgets, we must recognize AI implementation as a fundamental culture change. Just as you wouldn't expect to transform your company culture overnight by edict, it's unreasonable to expect something different from your AI transformation. Related:Some leaders have a tendency to move faster than the innovation ability or comfort level of their people. Most functional leads aren’t obstinate in their slow adoption of AI tools, their long-held beliefs to run a process or to assess risks. We hired these leaders for their decades of experience in “what good looks like” and deep expertise in incremental improvements; then we expect them to suddenly define a futuristic vision that challenges their own beliefs. As executive leaders, we must give grace, space and plenty of “carrots” -- incentives, training, and support resources -- to help them reimagine complex workflows with AI. And, we must recognize that AI has the ability to make progress in ways that may not immediately create cost efficiencies, such as for operational improvements that require data cleansing, deep analytics, forecasting, dynamic pricing, and signal sensing. These aren’t the sexy parts of AI, but they’re the types of issues that require superhuman intelligence and complex problem-solving that AI was made for. 3. A flywheel of acceleration The other transformation that AI should support is creating faster and broader “test and learn” cycles. AI implementation is not a linear process with start here and end there. Organizations that want to leverage AI as a competitive advantage should establish use cases where AI can break down company silos and act as a catalyst to identify the next opportunity. That identifies the next as a flywheel of acceleration. This flywheel builds on accumulated learnings, making small successes into larger wins while avoiding costly AI disasters from rushed implementation. Related:For example, at Twilio we are building a customer intelligence platform that analyzes thousands of conversations to identify patterns and drive insights. If we see multiple customers mention a competitor's pricing, it could signal a take-out campaign. What once took weeks to recognize and escalate can now be done in near real-time and used for highly coordinated activations across marketing, product, sales, and other teams. With every AI acceleration win, we uncover more places to improve hand-offs, activation speed, and business decision-making. That flywheel of innovation is how true AI transformation begins to drive impactful business outcomes. Ideas to Fuel Your AI Strategy Organizations can accelerate their AI implementations through these simple shifts in approach: Revisit your long-standing friction points, both customer-facing and internal, across your organization -- particularly explore the ones you thought were “the cost of doing business” Don’t just look for where AI can reduce manual processes, but find the highly complex problems and start experimenting Support your functional experts with AI-driven training, resources, tools, and incentives to help them challenge their long-held beliefs about what works for the future Treat AI implementation as a cultural change that requires time, experimentation, learning, and carrots (not just sticks) Recognize that transformation starts with a flywheel of acceleration, where each new experiment can lead to the next big discovery The most impactful AI implementations don’t rush transformation; they strategically accelerate core capabilities and unlock new ones to drive measurable change. About the AuthorIvy GrantSVP of Strategy & Operations, Twilio Ivy Grant is Senior Vice President of Strategy & Operations at Twilio where she leads strategic planning, enterprise analytics, M&A Integration and is responsible for driving transformational initiatives that enable Twilio to continuously improve its operations. Prior to Twilio, Ivy’s career has balanced senior roles in strategy consulting at McKinsey & Company, Edelman and PwC with customer-centric operational roles at Walmart, Polo Ralph Lauren and tech startup Eversight Labs. She loves solo international travel, hugging exotic animals and boxing. Ivy has an MBA from NYU’s Stern School of Business and a BS in Applied Economics from Cornell University. See more from Ivy GrantReportsMore ReportsNever Miss a Beat: Get a snapshot of the issues affecting the IT industry straight to your inbox.SIGN-UPYou May Also Like

As President Donald Trump kicked off a birthday military parade on the streets of Washington, DC, what’s estimated as roughly 2,000 events were held across the US and beyond — protesting Trump and Elon Musk’s evisceration of government services, an unprecedented crackdown by Immigration and Customs Enforcement (ICE), and countless other actions from the administration in its first five months. Held under the title “No Kings” (with, as you’ll see, one conspicuous exception), they’re the latest in several mass protests, following April’s Hands Off events and a wave of Tesla Takedown demonstrations in March.As The Verge’s Tina Nguyen went to downtown DC, we also sent reporters to No Kings demonstrations spanning the country, plus a “No Tyrants” event in the UK. How would they unfold after promises of “very heavy force” against protesters in the capital, after the deployment of thousands of military troops in a move a judge has bluntly called illegal, and after promises to “liberate” the city of Los Angeles from its “burdensome leadership” by local elected officials? What about the overnight killing of a Minnesota Democratic state representative and her husband, and the shooting of a Democratic state senator and his wife?The answer, at the events we attended, was fairly calmly — even against a backdrop of chaos.Downtown Los Angeles, CaliforniaAn inflatable baby Donald Trump, dressed in a diaper, hovered over throngs of people rallying outside of Los Angeles City Hall. Demonstrators outnumbered clumps of California National Guard members in fatigues posted up along sidewalks. “Go home to your families, we don’t need you in our streets,” one young person wearing a long braid down her back tells them while marching past. “Trump come catch these hands foo!” the back of her sign reads. I can’t see what the front says, but I can tell there’s an empty bag of Cheetos pasted to it.The big baby joins the march, floating through the streets of Downtown LA over demonstrators. A flatbed truck rolls ahead of it, the band — maybe LA’s own Ozomatli? — singing “We don’t like Trump” to the tune of “We Want The Funk.” Ducking inside Grand Central Market from the march, I talk to Puck and Twinkle Toes — two demonstrators in line for the public restrooms. Twinkle Toes tells me she’s part of an activist clown collective called Imp and Circumstance, wearing pink and white clown makeup and a striped pink and white bow wrapped around a loose hair bun atop her head. She’s here exercising her right to free speech, she says. Demonstrators in Los Angeles marched alongside an inflatable Donald Trump baby dressed in a diaper.“The more people that are out here, the more we know that this is not okay. That we don’t want an autocrat. We want democracy,” Puck tells me, adding that the Pride March in Hollywood last weekend was “nothing but love and sunshine” despite protests and burning driverless cars making headlines in downtown. “The news tries to make you think all of LA is rioting. It’s not.” Puck says.Back out on the streets, a young man quickly writes “Fuck ICE” on a black wall with white spray paint before a group of older demonstrators wearing floppy hats shushes him away — warning him that tagging will only attract more law enforcement.Further along, another older man with tufts of white hair sticking out under his Lakers cap walks stiffly and slowly along under the summer sun. A Mexican flag draped across his shoulders, he crosses Hope Street. A young man wearing a Nike cap makes his way over to ask if he wants water; the old man accepts a bottle and keeps walking without stopping. The march has looped around downtown, and is coming to an end back at City Hall. As I make my way to my bus stop, a line of police vehicles — sirens blasting — whizzes past me, back toward the crowd still gathering around City Hall.The Los Angeles Police Department issued a dispersal order for parts of downtown Los Angeles later in the afternoon, citing people “throwing rocks, bricks, bottles and other objects.” Law enforcement reportedly cleared crowds using gas, and the LAPD authorized the use of “less lethal” force.— Justine CalmaPortland, OregonFour different “No Kings” protests in the greater Portland area on Saturday drew massive crowds of tens of thousands across the city. Various activists, government officials, and representatives for politicians spoke at the rallies, which also featured music and live performances. (One advertised free drag shows.) Protesters of all ages came with dogs, strollers, flags, banners, and hand-made signs. At the downtown waterfront, some tourist boats appeared to still be departing, but the bike rental stand (which also sells ice cream) was closed for the day with a hand-lettered explanation reading “No crowns, no thrones, no kings” and “Americans against oligarchy.” Women appearing to be organizers passed out free American flags; many attendees came with their own American flags modified to fly upside down. Most protesters brought signs expressing a wide range of sentiments on the theme of “No Kings.” Some signs were surprisingly verbose (“If the founders wanted a unitary executive (a king) we’d all still be British”) while others were more succinct (“Sic semper tyrannis”). Others opted for simple images, such as a picture of a crown crossed out, or — less frequently — a guillotine. Image: Sarah JeongThe waterfront park area was filled with people from the shoreline to the curb of the nearest street, where protesters held up signs to passing cars that honked in approval. The honking of a passing fire truck sent the crowd into an uproarious cheer. Portland is about a thousand miles from the border with Mexico, but the flag of its distant neighbor nation has emerged as protest iconography in solidarity with Los Angeles. The rainbow pride flag was flown as often as the Mexican flag. Military veterans were scattered throughout the crowd, some identifying themselves as having seen action in conflicts spanning from Vietnam to Afghanistan. Emanuel, an Air Force veteran, told me that he had turned out in defense of the constitution and due process, saying, “Nobody has any rights if one person doesn’t have any rights.” Image: Sarah JeongAnger was directed at ICE and the mass deportations all throughout the day, in signage, in chants, and in rally speeches. The previous night, about 150 people protested at a local ICE facility — coincidentally located by the Tesla dealership — a mile south of downtown, near a highway exit. The ICE facility protests, which have been continuous for some days, have been steadily building up. A couple of “No Kings” signs were present on Friday. (The following day, a handful of “Chinga la migra” signs would show up at the “No Kings” protests). Demonstrators stood on the curb urging passing cars to “Honk if you hate fascists,” successfully eliciting car horns every few seconds, including some from a pristine white Tesla. Federal law enforcement in camo and helmets, their faces obscured, maced and shot at protesters with pepper balls, targeting them through the gates and sniping at them from the rooftop of the building. A handful of protesters — many wearing gas masks and respirators — formed phalanx formations in the driveway, wielding umbrellas and handmade shields. On Saturday, a speaker at one of the “No Kings” rallies advertised the occupation of the ICE facility, saying, “We’re a sanctuary city.” The crowd — replete with American flags both upside down and right side up — cheered. — Sarah JeongNew Port Richey, FloridaNearly every intersection on Pasco County’s State Road 54 looks the same: a cross-section of strip malls, each anchored by a Walmart or Target or Publix, surrounded by a mix of restaurants, nail salons, and gas stations. It’s not an environment that is particularly conducive to protests, but hundreds of people turned out in humid, 90-plus degree weather anyway. The overall size of the crowd is hard to determine, but it’s larger than I — and other attendees — anticipated, given the local demographics. (Trump won 61 percent of the vote in Pasco County in 2024.) New Port Richey, FL. Image: Gaby Del ValleEveryone is on the sidewalk; an organizer with a megaphone tells people to use crosswalks if they’re going to attempt to brave the six-lane highway. Two days earlier, Governor Ron DeSantis said Floridians could legally run over protesters on the street if they feel “threatened.” New Port Richey, FL. Image: Gaby Del ValleSo far, most drivers seem friendly. There are lots of supportive honks. One woman rolls down her window and thanks the protesters. “I love you! I wish I could be with you, but I have to work today!” she yells as she drives away. Not everyone is amenable. A man in a MAGA hat marches through the crowd waving a “thin green line” flag and yelling “long live the king!” as people in the crowd call him a traitor. A pickup truck drives by blasting “Ice Ice Baby,” waving another pro-law enforcement flag. The protesters have flags, too: American flags large and small, some upside down; Mexican; Ukrainian; Palestinian; Canadian; different configurations of pride and trans flags. Their signs, like their flags, illustrate their diverse reasons for attending: opposition to Trump’s “big beautiful” funding bill, DOGE’s budget cuts, and ICE arrests; support for immigrants, government workers, and Palestinians. One woman wears an inflatable chicken suit. Her friend pulls an effigy of Trump — dressed to look both like an eighteenth-century monarch, a taco, and a chicken — alongside her.New Port Richey, FL. Image: Gaby Del ValleMost of the demonstrators are on the older side, but there are people of all ages in attendance. “I thought it was going to be maybe 20 people with a couple of signs,” Abby, 24, says, adding that she’s pleasantly surprised at both the turnout and the fact that most of the protesters are of retirement age. Abe, 20, tells me this is his first protest. Holding a sign that says “ICE = GESTAPO,” he tells me he came out to support a friend who is Mexican. Three teenagers walk by with signs expressing support for immigrants: “While Trump destroys America, we built it.” “Trump: 3 felonies. My parents: 0.” As I drive away, I notice nine counter-protesters off to the side, around the corner from the main event. They wave their own flags, but the demonstrators seemingly pay them no mind.— Gaby Del ValleHistoric Filipinotown, Los AngelesWearing a camo baseball cap — “Desert Storm Veteran” emblazoned on the front — Joe Arciaga greets a crowd of about 100 people in Los Angeles’ Historic Filipinotown around 9:00AM.“Good morning everyone, are you ready for some beautiful trouble?” Arciaga says into the megaphone, an American flag bandana wrapped around his wrist. The faces of Filipino labor leaders Philip Vera Cruz and Larry Itliong, who organized farm workers alongside Cesar Chavez, peer over his shoulders from a mural that lines the length of Unidad Park where Arciaga and a group called Lakas Collective helped organize this neighborhood No Kings rally. “I’m a Desert Storm veteran, and I’m a father of three and a grandfather of three, and I want to work for a future where democracy is upheld, due process, civil rights, the preservation of the rule of law — That’s all I want. I’m not a billionaire, I’m just a regular Joe, right?”, he tells The Verge.Joe Arciaga speaks to people at a rally in Historic Filipinotown, Los Angeles. Image: Justine Calma“I am mad as hell,” he says, when I ask him about the Army 250th anniversary parade Donald Trump has organized in Washington, DC coinciding with the president’s birthday. “The guy does not deserve to be honored, he’s a draft dodger, right?” Arciaga says. He’s “livid” that the President and DOGE have fired veterans working for federal agencies and slashed VA staff.Arciaga organizes the crowd into two lines that file out of the park to stand along Beverly Blvd., one of the main drags through LA. Arciaga has deputized a handful of attendees with security or medical experience with whistles to serve as “marshals” tasked with flagging and de-escalating any potentially risky situation that might arise. Johneric Concordia, one of the co-founders of the popular The Park’s Finest barbecue joint in the neighborhood, is MCing out on Beverly Blvd. He and Arciaga direct people onto the sidewalks and off the asphalt as honking cars zip by. In between chants of “No hate! No fear! Immigrants are welcome here!” and rap songs from LA artist Bambu that Concordia plays from a speaker, Concordia hypes up the organizers. “Who’s cool? Joe’s cool?” He spits into the microphone connected to his speaker. “Who’s streets? Our streets!” the crowd cheers. An hour later, a man sitting at a red light in a black Prius rolls down his window. “Go home!” he yells from the intersection. “Take your Mexican flag and go home!”The crowd mostly ignores him. One attendee on the corner holds up his “No Kings” sign to the Prius without turning his head to look at him. A few minutes later, a jogger in a blue t-shirt raises his fist as he passes the crowd. “Fuck yeah guys,” he says to cheers.By 10AM, the neighborhood event is coming to a close. Demonstrators start to trickle away, some fanning out to other rallies planned across LA today. Concordia is heading out too, microphone and speaker still in hand, “If you’re headed to downtown, watch out for suspicious crew cuts!” — Justine CalmaSan Francisco, California1/10Most of the crowd trickled out after 2pm, which was the scheduled end time of the protest, but hundreds stayed in the area. Image: Vjeran PavicLondon, UKLondon’s protest was a little different than most: it was almost entirely bereft of “No Kings” signs, thanks to the fact that about two miles away much larger crowds were gathered to celebrate the official birthday of one King Charles III. “We don’t have anything against King Charles,” Alyssa, a member of organizers Indivisible London, told me. And so, “out of respect for our host country as immigrants,” they instead set up shop in front of the US embassy with a tweaked message: “No kings, no crowns” became “no tyrants, no clowns.” London, UK. Image: Dominic PrestonOf the hundreds gathered, not everyone got the memo, with a few painted signs decrying kings and crowns regardless, and one brave Brit brandishing a bit of cardboard with a simple message: “Our king is better than yours!”London, UK. Image: Dominic PrestonStill, most of the crowd were on board, with red noses, clown suits, and Pennywise masks dotted throughout, plus costumes ranging from tacos to Roman emperors. “I think tyrants is the better word, and that’s why I dressed up as Caesar, because he was the original,” says Anna, a Long Island native who’s lived in London for three years. “Nobody likes a tyrant. Nobody. And they don’t do well, historically, but they destroy a lot.”For 90 minutes or so the crowd — predominantly American, judging by the accents around me — leaned into the circus theme. Speakers shared the stage with performers, from a comic singalong of anti-Trump protest songs to a protracted pantomime in which a woman in a banana costume exhorted the crowd to pelt a Donald Trump impersonator with fresh peels. London, UK. Image: Dominic PrestonDuring a break in festivities, Alyssa told the crowd, “The most threatening sound to an oligarch is laughter.”— Dominic PrestonProspect Park, Brooklyn, New YorkThe No Kings protest at Brooklyn’s Grand Army Plaza was a calmer affair. Instead of gathering under the picturesque memorial arch, protesters were largely sequestered to a corner right outside Prospect Park, with some streets blocked off by police. The weekly farmers market was in full swing, meaning people cradling bundles of rhubarb were swerving in and out of protest signs that read things like, “Hating Donald Trump is Brat” and “Is it time to get out the pitch forks?” Like during the Hands Off protest in April, New York got rain on Saturday.Prospect Park, Brooklyn. Image: Mia SatoThe area where protesters were gathered made it difficult to count the crowd, but there were hundreds — perhaps a few thousand — people that streamed in and out. At one point, some protesters began marching down the street alongside Prospect Park, while others stayed at Grand Army Plaza to chant, cheer, and hold signs up at oncoming vehicles. With its proximity to the public library, the park, and densely populated neighborhoods, the massive intersection is a high-foot traffic area. Cars blared their horns as they passed, American flags waving in the chilly afternoon breeze.Jane, a Brooklyn resident who stood on the curb opposite the protesters, said she isn’t typically someone who comes out to actions like this: before the No Kings event, she had only ever been to one protest, the Women’s March. (Jane asked that The Verge use her first name only.) Prospect Park, Brooklyn. Image: Mia Sato“I’m deeply concerned about our country,” Jane said, pausing as a long stream of trucks and cars honked continuously in support of the protesters in the background. “I think Trump is behaving as an authoritarian. We’ve seen in Russia, in Hungary, in Hong Kong, that the slide from freedom to not freedom is very fast and very quick if people do not make their voices heard,” Jane said. “I’m concerned that that’s what’s happening in the United States.” Jane also cited cuts to Medicaid and funding for academic research as well as tariffs as being “unacceptable.”Prospect Park, Brooklyn. Image: Mia SatoThe event was peaceful — there were lots of kids present — and people were in good spirits despite the rain. Protest signs ran the gamut from general anti-Trump slogans (“I trust light tampons more than this administration”) to New York City-specific causes like “Andrew Cuomo can’t read” (there is a contenious mayoral election this month). One sign read, “Fix your hearts or die,” an iconic line from the late director, David Lynch’s, Twin Peaks: The Return. And of course, amid nationwide immigration raids that have been escalated by the involvement of the federal government, ICE was top of mind: one sign simply read, “Melt ICE,” and another protester held a large “NO ICE IN NYC” sign. Though it was smaller and more contained than other events, the protest didn’t lack conviction: attendees of all ages stood in the cold rain, chanting and blowing into vuvuzela, banging the lids of pots and pans. At one point a man stood on the median on the street, leading the group in chants of “No justice, no peace.” Cars laid on the horn as they drove by.— Mia SatoAkron, OhioIt’s been raining pretty hard the last few days in Akron, OH, so much that I didn’t think there’d be a large turnout for our chapter of the No Kings protest. But I was emphatically proven wrong as the crowds I saw dwarfed the Tesla Takedown protests last month. Officially, the protest was to take place in front of the John F. Seiberling Federal Building on Main Street in Downtown Akron. But the concentration of people spilled over from that small space down Main Street and up Market Street. All told, though there were no official counts, I estimate somewhere between 500 to 900 people in this blue enclave in Northeast Ohio.The mood was exuberant, buoyed by supporters who honked their horns as they passed. The chorus of horns was nonstop, and when a sanitation truck honked as it went by, cheers got louder. The chants the crowds were singing took on a local flare. Ohio is the home of the Ohio State Buckeyes and anywhere you go, shout “O-H” and you’ll invariably get an “I-O” response. The crowds used that convention to make their own chant, “OH-IO, Donald Trump has got to go.”There was no police presence here and the crowd was very good at policing itself. Ostensibly out of concern for the incidents where people have rammed their cars into protestor crowds, the people here have taken up crossing guard duties, aiding folks who wish to cross Main or Market Streets. Toward the end of my time at the protest, I saw an older gentleman wearing Kent State gear and holding a sign that read, “Remember another time the National Guard was called in?” His sign featured a drawing of the famous photo from the event in which four Kent State students during a protest of the Vietnam War were killed by National Guard troops. I caught up with him to ask him some questions and he told me his name was Chuck Ayers, a professional cartoonist, and was present at the shooting. Akron, OH. Image: Ash Parrish“When I saw the National Guard in front of the federal building in LA,” he told me, “It was just another flashback.”He did not tell me this at the time, but Ayers is a nationally recognized cartoonist, noted for co-creating the comic strip Crankshaft. He’s lived in Ohio his entire life and of course, drew that sign himself. As he was telling me about how seeing news of the National Guard being deployed in LA, I could see him strain to hold back his emotions. He said it still hurts to see this 55 years later, but that he was heartened to see so many people standing here in community and solidarity. He also said that given his pain and trauma he almost didn’t come. When I asked why he showed up when it so obviously causes him pain he said simply, “Because I have to.”— Ash ParrishOneonta, New YorkOn a northward drive to Oneonta — population roughly 15,000, the largest city in New York’s mainly rural Otsego County — one of the most prominent landmarks is a sprawling barn splashed in huge, painted block letters with TRUMP 2024. (The final digits have been faithfully updated every election since 2016.) It’s Trump country, but not uniformly Trumpy country, as evidenced by what I estimated as a hundreds-strong crowd gathered in a field just below Main Street that came together with a friendly county-fair atmosphere. Kids sat on their parents’ shoulders; American flags fluttered next to signs with slogans like SHADE NEVER MADE ANYONE LESS GAY, and attendees grumbled persistently about the event’s feeble sound system, set up on the bed of a pickup truck. It was the kind of conspicuously patriotic, far-from-urban protest that the Trump administration has all but insisted doesn’t exist.Image: Adi RobertsonBeyond a general condemnation of Trump, protest signs repped the same issues being denounced across the country. The wars in Gaza and Ukraine made an appearance, as did Elon Musk and Tesla. A couple of people called out funding cuts for organizations like NPR, one neatly lettered sign reminded us that WEATHER FORECASTING SAVES LIVES, another warned “Keep your nasty little hands off Social Security,” and a lot — unsurprisingly, given the past week’s events — attacked mass deportations and ICE. An attendee who identified himself as Bill, standing behind a placard that blocked most of him from sight, laid out his anger at the administration’s gutting of the Environmental Protection Agency. “I think if it was not for protests, there would be no change,” he told me.The event itself, supported by a coalition including the local chapter of Indivisible, highlighted topics like reproductive justice and LGBTQ rights alongside issues for groups often stereotyped as Republican blocs — there was a speech about Department of Veterans Affairs cuts and a representative from the local Office for the Aging (whose words were mostly lost to the sound system’s whims). Rules for a march around the modest downtown were laid out: no blocking pedestrians or vehicles, and for the sake of families doing weekend shopping, watch the language. “Fuck!” one person yelled indistinctly from the audience. “No, no,” the event’s emcee chided gently. The philosophy, as she put it, was one of persuasion. “We want to build the resistance, not make people angry at us.”Image: Adi RobertsonBut even in a place that will almost certainly never see a National Guard deployment or the ire of a Truth Social post, the Trump administration’s brutal deportation program had just hit close to home. Only hours before the protest commenced, ICE agents were recorded handcuffing a man and removing him in an unmarked black car — detaining what was reportedly a legal resident seeking asylum from Venezuela. The mayor of Oneonta, Mark Drnek, relayed the news to the crowd. “ICE! We see you!” boomed Drnek from the truckbed. “We recognize you for what you are, and we understand, and we reject your vile purpose.”The crowd cheered furiously. The stars and stripes waved.- Adi RobertsonSee More: Policy

Switch 2 sells almost 1m units in Japan, making it country's biggest console launch Nintendo's latest hardware has sold three times more units than the original Switch in its first week Image credit: Nintendo News by Sophie McEvoy Staff Writer Published on June 13, 2025 Hardware sales for the Nintendo Switch 2 have reached almost one million units in Japan, making it the country's biggest console launch to date. As reported by VGC, data from Famitsu showed 947,931 consoles have been sold within the first week of the Switch 2's release. In comparison, the original Switch sold 330,637 units according to the Game Data Archive. Looking at other console launches in Japan, PlayStation 2 previously held the record having sold over 630,000 units followed by the Game Boy Advance at 611,000 and the Nintendo DS at 468,000. Earlier this week, Nintendo announced that the Switch 2 sold 3.5 million units worldwide, its highest selling hardware within the first four days of release. The original Switch sold 2.7 million within the same timeframe. The Japanese publisher forecasts Switch 2 sales of 15 million by March 2026, while Ampere Analysis predicts that over 13 million people will buy the console in 2025.

The Inefficiency of Static Chain-of-Thought Reasoning in LRMs Recent LRMs achieve top performance by using detailed CoT reasoning to solve complex tasks. However, many simple tasks they handle could be solved by smaller models with fewer tokens, making such elaborate reasoning unnecessary. This echoes human thinking, where we use fast, intuitive responses for easy problems and slower, analytical thinking for complex ones. While LRMs mimic slow, logical reasoning, they generate significantly longer outputs, thereby increasing computational cost. Current methods for reducing reasoning steps lack flexibility, limiting models to a single fixed reasoning style. There is a growing need for adaptive reasoning that adjusts effort according to task difficulty.  Limitations of Existing Training-Based and Training-Free Approaches Recent research on improving reasoning efficiency in LRMs can be categorized into two main areas: training-based and training-free methods. Training strategies often use reinforcement learning or fine-tuning to limit token usage or adjust reasoning depth, but they tend to follow fixed patterns without flexibility. Training-free approaches utilize prompt engineering or pattern detection to shorten outputs during inference; however, they also lack adaptability. More recent work focuses on variable-length reasoning, where models adjust reasoning depth based on task complexity. Others study “overthinking,” where models over-reason unnecessarily. However, few methods enable dynamic switching between quick and thorough reasoning—something this paper addresses directly.  Introducing OThink-R1: Dynamic Fast/Slow Reasoning Framework Researchers from Zhejiang University and OPPO have developed OThink-R1, a new approach that enables LRMs to switch between fast and slow thinking smartly, much like humans do. By analyzing reasoning patterns, they identified which steps are essential and which are redundant. With help from another model acting as a judge, they trained LRMs to adapt their reasoning style based on task complexity. Their method reduces unnecessary reasoning by over 23% without losing accuracy. Using a loss function and fine-tuned datasets, OThink-R1 outperforms previous models in both efficiency and performance on various math and question-answering tasks.  System Architecture: Reasoning Pruning and Dual-Reference Optimization The OThink-R1 framework helps LRMs dynamically switch between fast and slow thinking. First, it identifies when LRMs include unnecessary reasoning, like overexplaining or double-checking, versus when detailed steps are truly essential. Using this, it builds a curated training dataset by pruning redundant reasoning and retaining valuable logic. Then, during fine-tuning, a special loss function balances both reasoning styles. This dual-reference loss compares the model’s outputs with both fast and slow thinking variants, encouraging flexibility. As a result, OThink-R1 can adaptively choose the most efficient reasoning path for each problem while preserving accuracy and logical depth.  Empirical Evaluation and Comparative Performance The OThink-R1 model was tested on simpler QA and math tasks to evaluate its ability to switch between fast and slow reasoning. Using datasets like OpenBookQA, CommonsenseQA, ASDIV, and GSM8K, the model demonstrated strong performance, generating fewer tokens while maintaining or improving accuracy. Compared to baselines such as NoThinking and DualFormer, OThink-R1 demonstrated a better balance between efficiency and effectiveness. Ablation studies confirmed the importance of pruning, KL constraints, and LLM-Judge in achieving optimal results. A case study illustrated that unnecessary reasoning can lead to overthinking and reduced accuracy, highlighting OThink-R1’s strength in adaptive reasoning.  Conclusion: Towards Scalable and Efficient Hybrid Reasoning Systems In conclusion, OThink-R1 is a large reasoning model that adaptively switches between fast and slow thinking modes to improve both efficiency and performance. It addresses the issue of unnecessarily complex reasoning in large models by analyzing and classifying reasoning steps as either essential or redundant. By pruning the redundant ones while maintaining logical accuracy, OThink-R1 reduces unnecessary computation. It also introduces a dual-reference KL-divergence loss to strengthen hybrid reasoning. Tested on math and QA tasks, it cuts down reasoning redundancy by 23% without sacrificing accuracy, showing promise for building more adaptive, scalable, and efficient AI reasoning systems in the future.  Check out the Paper and GitHub Page. All credit for this research goes to the researchers of this project. Also, feel free to follow us on Twitter and don’t forget to join our 100k+ ML SubReddit and Subscribe to our Newsletter. Sana HassanSana Hassan, a consulting intern at Marktechpost and dual-degree student at IIT Madras, is passionate about applying technology and AI to address real-world challenges. With a keen interest in solving practical problems, he brings a fresh perspective to the intersection of AI and real-life solutions.Sana Hassanhttps://www.marktechpost.com/author/sana-hassan/Building AI-Powered Applications Using the Plan → Files → Code Workflow in TinyDevSana Hassanhttps://www.marktechpost.com/author/sana-hassan/MemOS: A Memory-Centric Operating System for Evolving and Adaptive Large Language ModelsSana Hassanhttps://www.marktechpost.com/author/sana-hassan/Google AI Unveils a Hybrid AI-Physics Model for Accurate Regional Climate Risk Forecasts with Better Uncertainty AssessmentSana Hassanhttps://www.marktechpost.com/author/sana-hassan/Run Multiple AI Coding Agents in Parallel with Container-Use from Dagger