The core value of AI search tools is that they are fundamentally changing how we interact with information. Traditional search engines provide an "index," requiring users to click links, read, filter, and synthesize answers for themselves. AI search, however, attempts to bypass these intermediate steps by directly understanding complex user intent, integrating web information, and generating a relatively complete, ready-to-use "answer."

This "answer-driven" experience is iterating rapidly, and many excellent products with different approaches have emerged. Each has its own focus and is suited for different needs.

<a href="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2F8kc7158wwcidsqta00en.png" class="article-body-image-wrapper"><img src="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2F8kc7158wwcidsqta00en.png" alt=" " width="800" height="395"></a>

Perplexity AI: The Rigorous Answer Engine

Perplexity AI is perhaps the product that best represents the "answer engine" model today. Its interface is extremely minimalist, centered entirely around the question-and-answer workflow. Perplexity's real strength lies in its rigorous handling of sources. In its generated answers, it clearly cites every piece of information with superscript numbers linking directly to the source URL.

This feature makes it ideal for scenarios requiring fact-checking and source verification, such as writing reports, academic research, or in-depth reading. Furthermore, Perplexity offers a "Focus" feature, allowing users to narrow the search scope to specific domains like "Academic," "Writing," or "YouTube" to get more precise, vertical answers.

Microsoft Copilot: The Deeply Integrated All-in-One Assistant

Microsoft's Copilot (formerly Bing Chat) is the prime example of a tech giant deeply integrating AI with <a href="https://promptchoose.edu520.com/ai-tools/zh-telegram-search/" rel="noopener noreferrer">search</a>. Backed by the Microsoft ecosystem, it combines advanced GPT models (like GPT-4) with Bing's real-time search capabilities. Copilot's advantage lies not just in its "timeliness" but in its deep "ecosystem integration."

It is seamlessly built into the Edge sidebar, the Windows operating system, and standalone apps, making it nearly ubiquitous. Copilot is more than just a search engine; it functions more like an "all-in-one" comprehensive assistant. Beyond text-based Q&amp;A, it can handle complex image analysis ("What does this chart mean?") and high-quality image generation (based on DALL-E 3), making it a partner that can assist with both creative and executive tasks.

Google Search's AI Overviews

As the giant in traditional <a href="https://promptchoose.edu520.com/ai-tools/telegram-search/" rel="noopener noreferrer">search</a>, Google hasn't launched a standalone "AI search" product. Instead, it has chosen to fully integrate its AI capabilities into the existing search experience. This is what users now frequently see at the top of the results page: "AI Overviews."

This represents an "enhancement" rather than a "revolutionary" strategy. AI Overviews attempt to provide a highly summarized answer before the user even skims the list of blue links, which is especially useful for how-to guides or factual queries. This approach preserves the user's habit of clicking links while adding an AI-generated answer as a supplement, striking a balance to improve efficiency without drastically changing user habits.

Phind: The Professional Choice for Developers

Phind is an <a href="https://promptchoose.edu520.com/" rel="noopener noreferrer">AI</a> search engine that has deeply specialized in a vertical field: programming. It is specifically optimized for the needs of developers and technical professionals, and its performance on coding questions far exceeds that of general-purpose AI search tools.

When a user searches for a technical problem, debugs a bug, or queries API usage for a specific library, Phind not only provides an accurate explanation but also generates high-quality, usable code snippets. It understands technical context and can synthesize solutions by combining the latest technical documentation, Stack Overflow discussions, and GitHub repositories. For programmers, it acts like an experienced "pair programming" partner, greatly increasing problem-solving efficiency.

Arc Search: Innovating the Mobile Search Experience

Arc Search, from The Browser Company, is a mobile (currently iOS-focused) search app that offers a bold innovation in user experience. Its core feature is "Browse for me."

When a user types a query, Arc Search doesn't just show a list of results. Instead, it "browses" and reads multiple relevant web pages for the user, then digests, summarizes, and organizes all the information. Finally, it generates a custom, richly formatted "webpage" built just for that query. This process is like having a personal assistant do all the initial research for you. This experience is particularly well-suited for mobile, as it completely solves the pain point of constantly switching between tabs on a small screen to compare information.

Consensus: The Evidence-Based Tool for Academic Research

Consensus is another vertically-focused AI search tool, aimed primarily at academic researchers, students, journalists, and anyone who needs "scientific evidence." Unlike Phind's focus on coding, the Consensus database is composed entirely of scientific papers and academic literature.

Its specialty is its ability to accurately extract "research conclusions" from a vast library of papers in response to a direct question. For example, you can ask, "Is [a specific diet] effective for health?" and Consensus will search relevant papers and summarize the scientific community's findings and mainstream conclusions. It helps users cut through the noise of commercial marketing and personal blogs to get straight to evidence-based answers.

<a href="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2F54keymuw3jcqvjairhc4.png" class="article-body-image-wrapper"><img src="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2F54keymuw3jcqvjairhc4.png" alt=" " width="800" height="395"></a>

You.com: The Highly Customizable Search Portal

You.com was one of the earlier explorers in the <a href="https://edu520.com/" rel="noopener noreferrer">AI</a> search space, and its key characteristic is its high degree of customization. It allows users to switch between different AI modes, such as a fact-oriented "Smart" mode or a creative-oriented "Genius" mode.

However, its core differentiator is the integration of "Apps." The You.com results page is not a traditional vertical list but rather a card-based horizontal layout. These cards can pull information from user-specified sources, such as Reddit, Stack Overflow, shopping sites, or specific news outlets. Users can prioritize these "Apps," allowing them to build a highly personalized information portal.

Komo Search: Focusing on Community and Real Discussions

Komo Search is a relatively new AI search engine that emphasizes privacy and a "de-SEO-ed" approach. One of Komo's notable features is that it heavily values authentic user discussions from forums and social media (especially Reddit).

In traditional search engines, the top results are often heavily search-engine-optimized (SEO) commercial content or marketing articles. Komo attempts to bypass this content to unearth the genuine experiences and opinions of ordinary users. When a user wants to find firsthand reviews of a product or real discussions about a niche hobby, Komo can often provide more authentic, "down-to-earth" results than traditional search.

Summary

The development of AI search tools is in a highly active phase and is showing a clear trend of "divergence." We no longer have just one "one-size-fits-all" search engine.

Whether it's answer engines like Perplexity that pursue factual rigor, all-in-one assistants like Copilot that are deeply integrated into operating systems, or specialized tools like Phind and Consensus that are masters of specific domains, they are all developing toward the goal of being "faster, more accurate, and more direct." Which one to choose depends more on the user's specific needs in a given situation.

تقوم أدوات البحث المعتمدة على الذكاء الاصطناعي بإحداث ثورة في كيفية وصولنا إلى المعلومات وتفاعلنا معها من خلال تقديم إجابات مباشرة بدلاً من مطالبة المستخدمين بفرز الروابط والبيانات. لا يحسن هذا التغيير تجربة المستخدم فحسب، بل يبسط أيضًا عملية العثور على المعلومات ذات الصلة، مما يجعلها أسرع وأكثر كفاءة. مع تطور هذه الأدوات، تعد بمزيد من تحسين تفاعلاتنا مع المحتوى الرقمي، وهو أمر بالغ الأهمية في عصر يعاني من overload المعلومات.

Las herramientas de búsqueda basadas en IA están revolucionando la forma en que accedemos e interactuamos con la información al proporcionar respuestas directas en lugar de requerir que los usuarios filtren enlaces y datos. Este cambio no solo mejora la experiencia del usuario, sino que también agiliza el proceso de encontrar información relevante, haciéndolo más rápido y eficiente. A medida que estas herramientas evolucionan, prometen refinar aún más nuestras interacciones con el contenido digital, lo cual es crucial en una época donde la sobrecarga de información es común.

Les outils de recherche basés sur l'IA révolutionnent notre façon d'accéder et d'interagir avec l'information en fournissant des réponses directes au lieu d'exiger que les utilisateurs trient des liens et des données. Ce changement améliore non seulement l'expérience utilisateur, mais rationalise également le processus de recherche d'informations pertinentes, le rendant plus rapide et plus efficace. À mesure que ces outils évoluent, ils promettent d'affiner encore nos interactions avec le contenu numérique, ce qui est crucial à une époque où la surcharge d'informations est courante.

AI search tools are revolutionizing how we access and interact with information by providing direct answers instead of requiring users to sift through links and data. This shift not only enhances user experience but also streamlines the process of finding relevant information, making it quicker and more efficient. As these tools evolve, they promise to further refine our interactions with digital content, which is crucial in an age where information overload is common.

Recommendations for Useful AI Search Tools

These new AI features surface more information faster. Can they help Google compete with Yahoo Finance?

حصلت Google Finance على ترقية مثيرة مدعومة من Gemini، حيث تم تقديم ميزات جديدة تعتمد على الذكاء الاصطناعي توفر للمستخدمين وصولاً أسرع إلى مزيد من المعلومات. هذه التحسينات مهمة لأنها تضع Google في موقع أفضل للتنافس مع Yahoo Finance، مما قد يجذب المزيد من المستخدمين الذين يبحثون عن رؤى مالية فعالة.

Google Finance ha recibido una emocionante actualización impulsada por Gemini, que introduce nuevas funciones de IA que brindan a los usuarios un acceso más rápido a más información. Esta mejora es significativa ya que posiciona a Google para competir mejor con Yahoo Finance, lo que podría atraer a más usuarios en busca de información financiera eficiente.

Google Finance a bénéficié d'une mise à jour passionnante alimentée par Gemini, introduisant de nouvelles fonctionnalités d'IA qui offrent aux utilisateurs un accès plus rapide à plus d'informations. Cette amélioration est importante car elle permet à Google de mieux rivaliser avec Yahoo Finance, attirant potentiellement plus d'utilisateurs à la recherche d'informations financières efficaces.

Google Finance has received an exciting upgrade powered by Gemini, introducing new AI features that provide users with faster access to more information. This enhancement is significant as it positions Google to better compete with Yahoo Finance, potentially attracting more users looking for efficient financial insights.

Google Finance gets a Gemini-powered upgrade - what it can do for you now

With Cybersecurity month now behind us, you may be ready to take action and invest in your next level of defense. The browser is your most used app – you need the protections and safeguards of a secure enterprise browser. While it can be daunting t
The post <a href="https://blogs.windows.com/msedgedev/2025/11/06/microsoft-recognized-as-a-leader-in-idc-marketscape-on-application-streaming-and-enterprise-browsers/">Microsoft recognized as a Leader in IDC MarketScape on application streaming and enterprise browsers</a> appeared first on <a href="https://blogs.windows.com">Windows Blog</a>.

تم الاعتراف بشركة مايكروسوفت كقائد في IDC MarketScape لتدفق التطبيقات ومتصفحات المؤسسات، مما يبرز التزامها بالأمن السيبراني وحماية المستخدمين. هذه الشهادة مهمة لأنها تؤكد على أهمية التصفح الآمن في المشهد الرقمي اليوم، خاصة بعد شهر الأمن السيبراني. مع اعتماد الشركات بشكل متزايد على المتصفحات في عملياتها اليومية، يصبح الاستثمار في حلول مؤسسية آمنة أمرًا حيويًا لحماية المعلومات الحساسة.

Microsoft ha sido reconocido como líder en el IDC MarketScape para el streaming de aplicaciones y navegadores empresariales, destacando su compromiso con la ciberseguridad y la protección del usuario. Este reconocimiento es significativo ya que subraya la importancia de la navegación segura en el panorama digital actual, especialmente después del Mes de la Ciberseguridad. A medida que las empresas dependen cada vez más de los navegadores para sus operaciones diarias, invertir en soluciones empresariales seguras se vuelve crucial para salvaguardar la información sensible.

Microsoft a été reconnu comme un leader dans l'IDC MarketScape pour le streaming d'applications et les navigateurs d'entreprise, soulignant son engagement envers la cybersécurité et la protection des utilisateurs. Cette reconnaissance est importante car elle souligne l'importance d'une navigation sécurisée dans le paysage numérique actuel, surtout après le Mois de la Cybersécurité. Alors que les entreprises s'appuient de plus en plus sur les navigateurs pour leurs opérations quotidiennes, investir dans des solutions d'entreprise sécurisées devient crucial pour protéger les informations sensibles.

Microsoft has been recognized as a leader in the IDC MarketScape for application streaming and enterprise browsers, highlighting its commitment to cybersecurity and user protection. This recognition is significant as it underscores the importance of secure browsing in today's digital landscape, especially after Cybersecurity Month. As businesses increasingly rely on browsers for daily operations, investing in secure enterprise solutions becomes crucial for safeguarding sensitive information.

Microsoft recognized as a Leader in IDC MarketScape on application streaming and  enterprise browsers

Black Friday is a few weeks away, but there are some good deals on laptops live now. Here are the best ones from Apple, HP, Dell, Lenovo, and more.

مع اقتراب يوم الجمعة السوداء، يمكن للمتسوقين بالفعل العثور على بعض العروض المبكرة الرائعة على أجهزة الكمبيوتر المحمولة من علامات تجارية مثل آبل وHP وديل ولينوفو. هذه أخبار رائعة لأي شخص يتطلع إلى ترقية تقنيته دون إنفاق الكثير، حيث توفر هذه الخصومات فرصة ممتازة للحصول على أجهزة عالية الجودة بأسعار أقل.

A medida que se acerca el Black Friday, los compradores ya pueden encontrar algunas ofertas anticipadas fantásticas en laptops de marcas como Apple, HP, Dell y Lenovo. Esta es una gran noticia para cualquiera que busque actualizar su tecnología sin gastar demasiado, ya que estos descuentos ofrecen una excelente oportunidad para conseguir dispositivos de alta calidad a precios más bajos.

Alors que le Black Friday approche, les acheteurs peuvent déjà trouver d'excellentes offres anticipées sur les ordinateurs portables de grandes marques comme Apple, HP, Dell et Lenovo. C'est une excellente nouvelle pour quiconque cherchant à améliorer sa technologie sans se ruiner, car ces réductions offrent une excellente occasion de se procurer des appareils de haute qualité à des prix réduits.

As Black Friday approaches, shoppers can already find some fantastic early deals on laptops from top brands like Apple, HP, Dell, and Lenovo. This is great news for anyone looking to upgrade their tech without breaking the bank, as these discounts provide an excellent opportunity to snag high-quality devices at lower prices.

Best early Black Friday laptop deals 2025: 12+ sales out early

<a href="https://petapixel.com/2025/11/06/an-aurora-photographers-dream-expected-to-start-tonight/"><img width="1600" height="840" src="https://petapixel.com/assets/uploads/2023/11/aurora-alert-featured.jpg" class="attachment-card-large size-card-large wp-post-image" alt="Northern lights could be arriving on December 1, 2023" decoding="async" fetchpriority="high" /></a>Aurora-hunting photographers should be on the lookout over the next couple of nights, as a trio of Coronal Mass Ejections (CMEs) is headed toward Earth, and at least two look destined to make direct impact with Earth's atmosphere. CMEs hitting Earth are a primary cause of geomagnetic storms, which can give rise to beautiful auroras.
[<a href="https://petapixel.com/2025/11/06/an-aurora-photographers-dream-expected-to-start-tonight/">Read More</a>]

أخبار مثيرة لمصوري الأضواء الشمالية، حيث من المتوقع أن يضيء عرض مذهل من الأضواء الشمالية السماء الليلة وعلى مدار الليالي القليلة القادمة. هذا الحدث مهم ليس فقط لعشاق التصوير، ولكن أيضًا لأي شخص يقدر جمال الطبيعة. تزداد التوقعات مع ظهور الظروف المثالية لالتقاط صور مذهلة لهذه الظاهرة الطبيعية، مما يجعلها فرصة مثالية للمصورين الهواة والمحترفين لعرض مهاراتهم.

Noticias emocionantes para los fotógrafos que buscan auroras, ya que se espera que un espectacular espectáculo de luces del norte ilumine el cielo esta noche y durante las próximas noches. Este evento es significativo no solo para los entusiastas de la fotografía, sino también para cualquiera que aprecie la belleza de la naturaleza. La anticipación aumenta a medida que las condiciones parecen perfectas para capturar imágenes impresionantes de este fenómeno natural, lo que lo convierte en una oportunidad perfecta para que fotógrafos amateurs y profesionales muestren sus habilidades.

Des nouvelles passionnantes pour les photographes à la recherche d'aurores, car un spectacle spectaculaire de lumières du nord devrait illuminer le ciel ce soir et au cours des prochaines nuits. Cet événement est important non seulement pour les passionnés de photographie, mais aussi pour quiconque apprécie la beauté de la nature. L'anticipation monte alors que les conditions semblent parfaites pour capturer des images époustouflantes de ce phénomène naturel, offrant une occasion idéale aux photographes amateurs et professionnels de montrer leurs compétences.

Exciting news for aurora-hunting photographers as a spectacular display of northern lights is expected to light up the skies tonight and over the next few nights. This event is significant not only for photography enthusiasts but also for anyone who appreciates the beauty of nature. The anticipation builds as the conditions seem perfect for capturing stunning images of this natural phenomenon, making it a perfect opportunity for both amateur and professional photographers to showcase their skills.

‘An Aurora Photographer’s Dream’ Expected to Start Tonight

<a href="https://petapixel.com/2025/11/06/the-onion-ran-a-huge-adobe-ad-to-poke-fun-at-the-software-giant/"><img width="1600" height="840" src="https://petapixel.com/assets/uploads/2025/11/The-Onion-Ran-an-Adobe-Ad-To-Poke-Fun-at-the-Software-Giant.jpg" class="attachment-card-large size-card-large wp-post-image" alt="A newspaper on a wooden table features a colorful explosion of powder and the text, “Experience the magic of buying new software, every month, forever.” Other newspapers are partially visible underneath." decoding="async" /></a>In this month's print edition of The Onion (yes, there is a physical printed version of the satirical news website), the historically coveted back of the paper is emblazoned with what appears to be an Adobe ad but is actually a humorous jab at the company's business model.
[<a href="https://petapixel.com/2025/11/06/the-onion-ran-a-huge-adobe-ad-to-poke-fun-at-the-software-giant/">Read More</a>]

ذا أونيون، المعروف بأسلوبه الساخر في تناول الأحداث الجارية، قام مؤخرًا بنشر إعلان فكاهي لشركة أدوبي يسخر بذكاء من عملاق البرمجيات. هذه الطريقة المرحة لا تعرض فقط العلامة التجارية الفريدة من نوعها لأونيون، بل تسلط الضوء أيضًا على الطبيعة الغريبة في كثير من الأحيان لنماذج الاشتراك في البرمجيات. من خلال استخدام الفكاهة لانتقاد ممارسة صناعية مألوفة، يشارك ذا أونيون جمهوره في محادثة حول تجارب المستهلكين، مما يجعل هذا الإعلان مسليًا وذو مغزى.

The Onion, conocido por su enfoque satírico de los eventos actuales, recientemente publicó un anuncio humorístico para Adobe que se burla ingeniosamente del gigante del software. Este enfoque lúdico no solo muestra la marca única de comedia de The Onion, sino que también destaca la naturaleza a menudo absurda de los modelos de suscripción de software. Al usar el humor para criticar una práctica industrial familiar, The Onion involucra a su audiencia en una conversación sobre las experiencias del consumidor, haciendo que este anuncio sea tanto entretenido como reflexivo.

The Onion, célèbre pour son approche satirique des événements actuels, a récemment diffusé une publicité humoristique pour Adobe qui se moque habilement du géant du logiciel. Cette approche ludique met en avant la marque unique de comédie de The Onion tout en soulignant la nature souvent absurde des modèles d'abonnement aux logiciels. En utilisant l'humour pour critiquer une pratique industrielle familière, The Onion engage son public dans une conversation sur les expériences des consommateurs, rendant cette publicité à la fois divertissante et stimulante.

The Onion, known for its satirical take on current events, recently ran a humorous advertisement for Adobe that cleverly pokes fun at the software giant. This playful approach not only showcases The Onion's unique brand of comedy but also highlights the often absurd nature of software subscription models. By using humor to critique a familiar industry practice, The Onion engages its audience in a conversation about consumer experiences, making this ad both entertaining and thought-provoking.

The Onion Ran a Huge Adobe ‘Ad’ To Poke Fun at the Software Giant

<A HREF="https://www.cnbc.com/2025/11/06/openai-cfo-sarah-friar-says-company-is-not-seeking-government-backstop.html"><IMG VSPACE="4" HSPACE="4" BORDER="0" ALIGN="RIGHT" SRC="http://www.techmeme.com/251106/i33.jpg"></A>
<A HREF="http://www.techmeme.com/251106/p33#a251106p33" TITLE="Techmeme permalink"><IMG WIDTH=11 HEIGHT=12 SRC="http://www.techmeme.com/img/pml.png" STYLE="border:none;padding:0;margin:0;"></A> Ashley Capoot / <A HREF="http://www.cnbc.com/">CNBC</A>: 
<A HREF="https://www.cnbc.com/2025/11/06/openai-cfo-sarah-friar-says-company-is-not-seeking-government-backstop.html">OpenAI CFO Sarah Friar clarifies the startup is not seeking a government &ldquo;backstop&rdquo; for its infrastructure deals, saying her use of the word &ldquo;muddied the point&rdquo;</A>&nbsp; &mdash;&nbsp; OpenAI CFO Sarah Friar said late Wednesday that the artificial intelligence startup is not seeking &hellip;

أوضحت المديرة المالية لشركة OpenAI، سارة فريار، مؤخرًا أن الشركة لا تسعى للحصول على 'دعم' حكومي لصفقات البنية التحتية الخاصة بها. تأتي هذه التصريحات بعد بعض الالتباس بشأن تعليقاتها السابقة، التي اعترفت بأنها قد 'أربكت الفكرة.' هذه التوضيحات مهمة لأنها تسلط الضوء على موقف OpenAI في الحفاظ على استقلاليتها في عملياتها وتمويلها، مما قد يؤثر على ثقة المستثمرين والشراكات المستقبلية للشركة.

La CFO de OpenAI, Sarah Friar, aclaró recientemente que la empresa no está buscando un 'respaldo' gubernamental para sus acuerdos de infraestructura. Esta declaración surge tras cierta confusión sobre sus comentarios anteriores, que ella reconoció que pudieron haber 'nublado el punto.' Esta aclaración es significativa ya que resalta la postura de OpenAI sobre mantener su independencia en sus operaciones y financiamiento, lo que podría afectar la confianza de los inversores y las futuras asociaciones de la empresa.

Le CFO d'OpenAI, Sarah Friar, a récemment clarifié que l'entreprise ne cherche pas de 'soutien' gouvernemental pour ses accords d'infrastructure. Cette déclaration fait suite à une certaine confusion concernant ses commentaires précédents, qu'elle a reconnu avoir pu 'embrouiller le propos.' Cette clarification est importante car elle souligne la position d'OpenAI sur le maintien de son indépendance dans ses opérations et son financement, ce qui pourrait influencer la confiance des investisseurs et les futurs partenariats de l'entreprise.

OpenAI's CFO, Sarah Friar, recently clarified that the company is not looking for a government 'backstop' for its infrastructure deals. This statement comes after some confusion regarding her previous comments, which she acknowledged may have 'muddied the point.' This clarification is significant as it highlights OpenAI's stance on maintaining independence in its operations and funding, which could impact investor confidence and the company's future partnerships.

OpenAI CFO Sarah Friar clarifies the startup is not seeking a government "backstop" for its infrastructure deals, saying her use of the word "muddied the point" (Ashley Capoot/CNBC)

<img width="1600" height="900" src="https://the-decoder.com/wp-content/uploads/2025/01/Perplexity-Sonar-Teaser.jpeg" class="attachment-full size-full wp-post-image" alt="White sonar logo with concentric rings on a dark green, wavy background, with the text &quot;by perplexity&quot; underneath" style="height: auto; margin-bottom: 10px;" decoding="async" fetchpriority="high" />
 Snap has signed a $400 million partnership with Perplexity AI to make its AI search engine the default option inside Snapchat starting in 2026.
The article <a href="https://the-decoder.com/snap-partners-with-perplexity-ai-in-a-400-million-deal-to-bring-ai-search-to-snapchat-by-2026/">Snap partners with Perplexity AI in a $400 million deal to bring AI search to Snapchat by 2026</a> appeared first on <a href="https://the-decoder.com">THE DECODER</a>.

أعلنت سناب عن شراكة كبيرة بقيمة 400 مليون دولار مع Perplexity AI لدمج محرك بحث يعتمد على الذكاء الاصطناعي في سناب شات بحلول عام 2026. تهدف هذه الشراكة إلى تحسين تجربة المستخدم من خلال توفير قدرات بحث أكثر سهولة، مما يسهل على المستخدمين العثور على المحتوى والتفاعل مع المنصة. مع استمرار الذكاء الاصطناعي في تشكيل المشهد الرقمي، يضع هذا التحرك سناب في طليعة الابتكار في وسائل التواصل الاجتماعي، مما قد يجذب المزيد من المستخدمين والمعلنين.

Snap ha anunciado una asociación significativa de 400 millones de dólares con Perplexity AI para integrar un motor de búsqueda de IA en Snapchat para 2026. Esta colaboración tiene como objetivo mejorar la experiencia del usuario al proporcionar capacidades de búsqueda más intuitivas, facilitando la búsqueda de contenido y la interacción en la plataforma. A medida que la IA sigue moldeando el panorama digital, este movimiento posiciona a Snap a la vanguardia de la innovación en redes sociales, lo que podría atraer a más usuarios y anunciantes.

Snap a annoncé un partenariat significatif de 400 millions de dollars avec Perplexity AI pour intégrer un moteur de recherche AI dans Snapchat d'ici 2026. Cette collaboration vise à améliorer l'expérience utilisateur en offrant des capacités de recherche plus intuitives, facilitant ainsi la recherche de contenu et l'engagement sur la plateforme. Alors que l'IA continue de façonner le paysage numérique, ce mouvement positionne Snap à l'avant-garde de l'innovation dans les réseaux sociaux, attirant potentiellement plus d'utilisateurs et d'annonceurs.

Snap has announced a significant $400 million partnership with Perplexity AI to integrate an AI search engine into Snapchat by 2026. This collaboration is set to enhance user experience by providing more intuitive search capabilities, making it easier for users to find content and engage with the platform. As AI continues to shape the digital landscape, this move positions Snap at the forefront of innovation in social media, potentially attracting more users and advertisers.

Snap partners with Perplexity AI in a $400 million deal to bring AI search to Snapchat by 2026

When using vite, you have a huge ecosystem of plugins to choose from.

If you don't already have a vite app

Create one via:
<div class="highlight js-code-highlight">
<pre class="highlight shell"><code>pnpm dlx ember-cli@latest new demo-terminal-logging-during-ember-browser-testing --pnpm
cd demo-terminal-logging-during-ember-browser-testing
</code></pre>

</div>
I found <a href="https://github.com/patak-dev/vite-plugin-terminal" rel="noopener noreferrer">https://github.com/patak-dev/vite-plugin-terminal</a> by Patak, one of the vite developers!

Setting this plugin up an an ember project to get browser-test results in the terminal is quite straight-forward:

In your vite config, add the plugin: 


<div class="highlight js-code-highlight">
<pre class="highlight diff"><code>+ import Terminal from 'vite-plugin-terminal';

 export default defineConfig({
 plugins: [
+ Terminal({ console: 'terminal' }),
 ember(),
 babel({
 babelHelpers: 'runtime',
 extensions,
 }),
 ],
 });
</code></pre>

</div>



And QUnit doesn't log to the console in <code>/tests</code> mode by default, so let's add some logging in <code>tests/test-helper.js</code> 


<div class="highlight js-code-highlight">
<pre class="highlight javascript"><code>import * as QUnit from 'qunit';

QUnit.testDone(function (info) {
 let status = info.failed === 0 ? '✅' : '❌';
 let statusText = info.failed === 0 ? 'passed' : 'failed';
 console.group();
 console.log(`${status} ${info.module} &gt; ${info.name}: ${statusText}`);
 console.log(` Assertions:`);
 for (let assertion of info.assertions) {
 console.log(` ${assertion.result}: ${assertion.message}`);
 }
 console.log('');
 console.groupEnd();
});
</code></pre>

</div>



And that's it!

Now when you run tests, you'll get output like this: 


<div class="highlight js-code-highlight">
<pre class="highlight plaintext"><code>» [vite] connected.
» DEBUG: -------------------------------
» DEBUG: Ember : 6.8.1
» DEBUG: -------------------------------
» ✅ example &gt; example test: passed
» Assertions:
» true: okay
»
» ✅ ember-qunit: Ember.onerror validation &gt; Ember.onerror is functioning properly: passed
» Assertions:
» true: Ember.onerror handler with invalid testing behavior detected. An Ember.onerror handler _must_ rethrow exceptions when `Ember.testing` is `true` or the test suite is unreliable. See https://git.io/vbine for more details.
»
</code></pre>

</div>



Try it out here: <a href="https://github.com/NullVoxPopuli/demo-terminal-logging-during-ember-browser-testing" rel="noopener noreferrer">https://github.com/NullVoxPopuli/demo-terminal-logging-during-ember-browser-testing</a>

مقالة حديثة تسلط الضوء على فوائد تسجيل الاختبارات في الطرفية أثناء اختبارات المتصفح باستخدام Vite، وهي أداة بناء شائعة. لا يعزز هذا النهج فقط رؤية نتائج الاختبارات، بل يساعد أيضًا الذكاء الاصطناعي في تحليل النتائج بشكل أكثر فعالية. من خلال الاستفادة من نظام بيئي واسع من الإضافات، يمكن للمطورين تبسيط عمليات الاختبار الخاصة بهم، مما يسهل تحديد المشكلات وتحسين جودة الكود. هذا مهم بشكل خاص مع اعتماد المزيد من المطورين على Vite لمشاريعهم، مما يضمن أن لديهم الأدوات اللازمة للاختبارات الفعالة.

Un artículo reciente destaca los beneficios de registrar pruebas en la terminal durante las pruebas de navegador con Vite, una herramienta de construcción popular. Este enfoque no solo mejora la visibilidad de los resultados de las pruebas, sino que también ayuda a la IA a analizar los resultados de manera más efectiva. Al aprovechar un vasto ecosistema de complementos, los desarrolladores pueden optimizar sus procesos de prueba, facilitando la identificación de problemas y la mejora de la calidad del código. Esto es especialmente importante a medida que más desarrolladores adoptan Vite para sus proyectos, asegurando que tengan las herramientas necesarias para realizar pruebas eficientes.

Un article récent met en avant les avantages de l'enregistrement des tests dans le terminal lors des tests de navigateur avec Vite, un outil de construction populaire. Cette approche améliore non seulement la visibilité des résultats des tests, mais aide également l'IA à analyser les résultats plus efficacement. En tirant parti d'un vaste écosystème de plugins, les développeurs peuvent rationaliser leurs processus de test, facilitant ainsi l'identification des problèmes et l'amélioration de la qualité du code. Cela est particulièrement important alors que de plus en plus de développeurs adoptent Vite pour leurs projets, garantissant qu'ils disposent des outils nécessaires pour des tests efficaces.

A recent article highlights the benefits of logging tests to the terminal during browser testing with Vite, a popular build tool. This approach not only enhances the visibility of test results but also aids AI in analyzing outcomes more effectively. By leveraging a vast ecosystem of plugins, developers can streamline their testing processes, making it easier to identify issues and improve code quality. This is particularly important as more developers adopt Vite for their projects, ensuring they have the tools needed for efficient testing.

Logging tests to the terminal in browser tests to help AI find your test results

تُحدث طريقة جديدة لبناء واجهات المستخدم في الطرفية (TUIs) باستخدام ملف تنفيذي واحد بلغة Go ضجة في مجتمع المطورين. تتيح هذه الطريقة المبتكرة للمطورين إنشاء مكونات واجهة المستخدم لأدوات سطر الأوامر بلغات برمجة متعددة، بما في ذلك بايثون، روبي، وجافا سكريبت. من خلال الاستفادة من استدعاءات العمليات الفرعية والتواصل عبر JSON، أفادت الفرق بتقليص زمن تطوير واجهة المستخدم بمقدار ثلاثة أضعاف، وتمكنت من القضاء على التناقضات بين التطبيقات المختلفة. لا تُسهل هذه الخطوة عملية التطوير فحسب، بل تضمن أيضًا تجربة مستخدم سلسة مع حد أدنى من الحمل الزائد.

Un nuevo enfoque para construir interfaces de usuario en terminal (TUIs) utilizando un solo binario de Go está causando sensación en la comunidad de desarrolladores. Este método innovador permite a los desarrolladores crear componentes de interfaz de usuario para herramientas de línea de comandos en varios lenguajes de programación, incluidos Python, Ruby y JavaScript. Al aprovechar las llamadas a subprocesos y la comunicación JSON, los equipos han informado de una reducción de tres veces en el tiempo de desarrollo de la interfaz de usuario y han logrado eliminar las inconsistencias entre las diferentes implementaciones. Este avance no solo agiliza el proceso de desarrollo, sino que también garantiza una experiencia de usuario fluida con una sobrecarga mínima.

Une nouvelle approche pour construire des interfaces utilisateur terminales (TUIs) à l'aide d'un seul binaire Go fait sensation dans la communauté des développeurs. Cette méthode innovante permet aux développeurs de créer des composants d'interface utilisateur pour des outils en ligne de commande dans divers langages de programmation, y compris Python, Ruby et JavaScript. En s'appuyant sur des appels de sous-processus et une communication JSON, les équipes ont signalé une réduction par trois du temps de développement de l'interface utilisateur et ont réussi à éliminer les incohérences entre les différentes implémentations. Cette avancée rationalise non seulement le processus de développement, mais garantit également une expérience utilisateur fluide avec un minimum de surcharge.

A new approach to building terminal user interfaces (TUIs) using a single Go binary is making waves in the development community. This innovative method allows developers to create UI components for command-line tools in various programming languages, including Python, Ruby, and JavaScript. By leveraging subprocess calls and JSON communication, teams have reported a threefold reduction in UI development time and have successfully eliminated inconsistencies across different implementations. This advancement not only streamlines the development process but also ensures a seamless user experience with minimal overhead.

Building Cross-Language TUIs: One Go Binary to Rule Them All published

As AI systems continue to consume an increasingly large share of global computing resources, can we say that the pursuit of artificial general intelligence is ultimately a zero-sum game between human well-being and environmental sustainability, or is there a potential for AI to be the catalyst for a more efficient and environmentally conscious technological singularity, one where the benefits of AI outpace the costs and create a virtuous cycle of human progress and environmental stewardship?




Publicado automáticamente con IA/ML.

تثير المناقشة الحالية حول تأثير الذكاء الاصطناعي على الموارد الحاسوبية العالمية أسئلة مهمة حول دوره في تحقيق التوازن بين رفاهية الإنسان واستدامة البيئة. بينما نستكشف إمكانيات الذكاء الاصطناعي العام، يجب أن نفكر فيما إذا كان يمكن أن يؤدي إلى مستقبل أكثر كفاءة وصديقًا للبيئة. هذه المناقشة مهمة لأنها قد تشكل كيفية استغلال قدرات الذكاء الاصطناعي لتعزيز التقدم البشري مع مراعاة كوكبنا.

El debate actual sobre el impacto de la IA en los recursos informáticos globales plantea preguntas importantes sobre su papel en el equilibrio entre el bienestar humano y la sostenibilidad ambiental. Al explorar el potencial de la inteligencia artificial general, debemos considerar si puede conducir a un futuro más eficiente y ecológico. Esta discusión es crucial, ya que podría moldear cómo aprovechamos las capacidades de la IA para fomentar el progreso humano mientras cuidamos nuestro planeta.

Le débat actuel sur l'impact de l'IA sur les ressources informatiques mondiales soulève des questions importantes sur son rôle dans l'équilibre entre le bien-être humain et la durabilité environnementale. En explorant le potentiel de l'intelligence artificielle générale, nous devons nous demander si elle peut conduire à un avenir plus efficace et respectueux de l'environnement. Cette discussion est cruciale car elle pourrait façonner notre manière d'exploiter les capacités de l'IA pour favoriser le progrès humain tout en étant attentifs à notre planète.

The ongoing debate about AI's impact on global computing resources raises important questions about its role in balancing human well-being and environmental sustainability. As we explore the potential of artificial general intelligence, we must consider whether it can lead to a more efficient and eco-friendly future. This discussion is crucial as it could shape how we harness AI's capabilities to foster human progress while also being mindful of our planet.

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