CinemaSins tears into Marvel’s Thunderbolts in under 20 minutes, racking up hilarious “sins” for every plot hole, awkward line and questionable decision — all while grudgingly admitting the flick has its moments.

Between the snarky commentary you’ll get plugs for TVSins, CommercialSins and their podcast network, plus a sinful poll, Patreon shoutout and invites to their Discord, Reddit and all the socials so you can keep the banter going.

Watch on <a href="https://www.youtube.com/watch?v=kh_74wgfnpE" rel="noopener noreferrer">YouTube</a>

أصدر CinemaSins فيديو ينتقد فيلم 'Thunderbolts' من مارفل، مشيرًا إلى العديد من الثغرات في الحبكة واللحظات المحرجة، بينما يعترف أيضًا ببعض الجوانب الإيجابية. تعكس هذه التعليقات النقاش المستمر حول استقبال الفيلم ومكانته ضمن سلسلة أفلام مارفل.

CinemaSins lanzó un video criticando 'Thunderbolts' de Marvel, destacando varios agujeros de trama y momentos incómodos, mientras también reconoce algunas cualidades positivas. Este comentario refleja el discurso en curso sobre la recepción de la película y su lugar dentro de la franquicia de Marvel.

CinemaSins a publié une vidéo critiquant 'Thunderbolts' de Marvel, soulignant divers trous de scénario et moments maladroits tout en reconnaissant certaines qualités. Ce commentaire reflète le discours en cours autour de la réception du film et de sa place dans la franchise Marvel.

CinemaSins released a video critiquing Marvel's 'Thunderbolts,' highlighting various plot holes and awkward moments while also acknowledging some redeeming qualities. This commentary reflects the ongoing discourse around the film's reception and its place within the Marvel franchise.

CinemaSins: Everything Wrong With Thunderbolts* (The New Avengers) In 20 Minutes Or Less

Although Black Friday is still two weeks away, you can find great Nintendo Switch and Switch 2 deals now. I've collected the best from Walmart, Best Buy, and more.

مع اقتراب يوم الجمعة السوداء بعد أسبوعين، تتوفر بالفعل عروض مبكرة على أجهزة نينتندو سويتش وسويتش 2. تقدم متاجر كبيرة مثل وول مارت وبيست باي أكثر من 20 عرضًا، مما يوفر للمستهلكين فرصة لتوفير المال على منتجات الألعاب الشهيرة قبل موسم التسوق للعطلات.

A medida que se acerca el Black Friday en dos semanas, ya están disponibles ofertas anticipadas en las consolas Nintendo Switch y Switch 2. Grandes minoristas como Walmart y Best Buy están ofreciendo más de 20 ventas, brindando a los consumidores la oportunidad de ahorrar en productos de videojuegos populares antes de la locura de compras navideñas.

À l'approche de Black Friday dans deux semaines, des offres anticipées sur les consoles Nintendo Switch et Switch 2 sont déjà disponibles. Des détaillants majeurs comme Walmart et Best Buy proposent plus de 20 ventes, offrant aux consommateurs l'occasion d'économiser sur des produits de jeu populaires avant la ruée des achats de vacances.

As Black Friday approaches in two weeks, early deals on Nintendo Switch and Switch 2 consoles are already available. Major retailers like Walmart and Best Buy are offering over 20 sales, providing consumers with an opportunity to save on popular gaming products ahead of the holiday shopping rush.

Best early Black Friday Nintendo Switch deals 2025: 20+ sales out early

ZDNET sat down with Andrew Ng at AI Dev 25 in New York to talk about developer futures, responsible AI, and why AGI is overhyped.

You should still learn to code, says top Google AI exec - here's why

Black Friday is just over one week away, but you can get a jump on your holiday shopping list with great deals on gaming desktop PCs, monitors, SSDs, and more.

Best early Black Friday gaming PC deals 2025: My favorite sales out early

Although Black Friday is still two weeks away, you can find great PlayStation deals now from across the internet. I've collected some of the best.

على الرغم من أن يوم الجمعة السوداء لا يزال بعيدًا لمدة أسبوعين، إلا أن هناك بالفعل عروض رائعة على بلاي ستيشن متاحة عبر الإنترنت. يبرز المقال أكثر من 20 عرضًا يمكن العثور عليها عبر منصات مختلفة، مما يوفر فرصة مبكرة للمتسوقين للاستفادة من الخصومات قبل التاريخ الرسمي ليوم الجمعة السوداء.

Aunque el Black Friday aún está a dos semanas de distancia, ya hay excelentes ofertas de PlayStation disponibles en línea. El artículo destaca más de 20 ventas que se pueden encontrar en varias plataformas, brindando una oportunidad anticipada para que los compradores aprovechen los descuentos antes de la fecha oficial del Black Friday.

Bien que le Black Friday soit encore dans deux semaines, il existe déjà d'excellentes offres PlayStation disponibles en ligne. L'article met en avant plus de 20 ventes que l'on peut trouver sur diverses plateformes, offrant ainsi une occasion précoce aux acheteurs de profiter des réductions avant la date officielle du Black Friday.

Although Black Friday is still two weeks away, there are already great PlayStation deals available online. The article highlights over 20 sales that can be found across various platforms, providing an early opportunity for shoppers to take advantage of discounts ahead of the official Black Friday date.

Best early Black Friday PlayStation deals 2025: 20+ sales out now

Black Friday is just over a week away, and you can already find great deals on TVs and home theater equipment from Samsung, Sony, and more.

Best early Black Friday TV deals 2025: Save on Samsung, TCL, and more

This new AI coding environment looks like a real winner. Here's why.

Google's Antigravity puts coding productivity before AI hype - and the result is astonishing

<h1>
 
 
 Everything Wrong With Jurassic World Rebirth In 17 Minutes Or Less
</h1>

CinemaSins takes on the latest dino-resurrection in a bite-sized 17-minute roast, pointing out all the plot sins of Jurassic World Rebirth. Alongside the video, they’re hyping up their main site (cinemasins.com) and various YouTube channels—TV Sins, Commercial Sins and the CinemaSins Podcast Network.

They’re also pushing a Linktree for fresh updates, a quick sinful poll, and a Patreon for backers. You can connect with the writers on Twitter and Instagram, join the Discord or Reddit communities, and catch extra content on TikTok and Jeremy’s new book.

Watch on <a href="https://www.youtube.com/watch?v=e9rog6ba0f0" rel="noopener noreferrer">YouTube</a>

تنتقد CinemaSins فيلم Jurassic World Rebirth في فيديو مختصر مدته 17 دقيقة، مشيرةً إلى العديد من العيوب وعدم التناسق في الحبكة. الفيديو جزء من استراتيجيتهم الأوسع للمحتوى، حيث يروجون لموقعهم الرئيسي والعديد من قنوات يوتيوب، بما في ذلك TV Sins وCommercial Sins. كما يشجعون تفاعل الجمهور عبر منصات التواصل الاجتماعي وPatreon لدعمهم.

CinemaSins critica la película Jurassic World Rebirth en un video conciso de 17 minutos, señalando varios defectos e inconsistencias en la trama. El video es parte de su estrategia de contenido más amplia, promoviendo su sitio web principal y varios canales de YouTube, incluidos TV Sins y Commercial Sins. También fomentan la participación del público a través de plataformas de redes sociales y un Patreon para sus seguidores.

CinemaSins critique le film Jurassic World Rebirth dans une vidéo concise de 17 minutes, soulignant divers défauts et incohérences de l'intrigue. La vidéo fait partie de leur stratégie de contenu plus large, promouvant leur site principal et plusieurs chaînes YouTube, y compris TV Sins et Commercial Sins. Ils encouragent également l'engagement du public via les réseaux sociaux et un Patreon pour les supporters.

CinemaSins critiques the film Jurassic World Rebirth in a concise 17-minute video, highlighting various plot flaws and inconsistencies. The video is part of their broader content strategy, promoting their main website and multiple YouTube channels, including TV Sins and Commercial Sins. They also encourage audience engagement through social media platforms and a Patreon for supporters.

CinemaSins: Everything Wrong With Jurassic World Rebirth In 17 Minutes Or Less

<h1>
 
 
 TL;DR
</h1>

CinemaSins tears into Jurassic World: Rebirth, calling out every recycled dinosaur cameo, plot convenience, and franchise hiccup—all squeezed into a cheeky “17 minutes or less” video of signature snark. 

They also use the description as a mega–promo: directing you to their website, social channels (YouTube, Twitter, TikTok, Instagram), Discord and Reddit communities, a sinful survey, and a Patreon link to support the team behind the jabs.

Watch on <a href="https://www.youtube.com/watch?v=e9rog6ba0f0" rel="noopener noreferrer">YouTube</a>

تنتقد CinemaSins فيلم 'Jurassic World: Rebirth' في فيديو مدته 17 دقيقة، مشيرةً إلى مشكلات مثل ظهور الديناصورات المعادة، وملاءمة الحبكة، وعدم الاتساق داخل السلسلة. كما يعمل الفيديو كأداة ترويجية، موجهًا المشاهدين إلى موقعهم الإلكتروني ووسائل التواصل الاجتماعي، بما في ذلك يوتيوب وتويتر وتيك توك وإنستغرام وديسكورد ورديت.

CinemaSins critica 'Jurassic World: Rebirth' en un video de 17 minutos, señalando problemas como cameos de dinosaurios reciclados, conveniencias en la trama e inconsistencias dentro de la franquicia. El video también sirve como herramienta promocional, dirigiendo a los espectadores a su sitio web y redes sociales, incluyendo YouTube, Twitter, TikTok, Instagram, Discord y Reddit.

CinemaSins critique 'Jurassic World: Rebirth' dans une vidéo de 17 minutes, soulignant des problèmes tels que des caméos de dinosaures recyclés, des commodités de l'intrigue et des incohérences au sein de la franchise. La vidéo sert également d'outil promotionnel, dirigeant les spectateurs vers leur site web et leurs réseaux sociaux, y compris YouTube, Twitter, TikTok, Instagram, Discord et Reddit.

CinemaSins critiques 'Jurassic World: Rebirth' in a video lasting 17 minutes, highlighting issues such as recycled dinosaur cameos, plot conveniences, and inconsistencies within the franchise. The video serves as a promotional tool, directing viewers to their website and social media platforms, including YouTube, Twitter, TikTok, Instagram, Discord, and Reddit.

<h2>
 
 
 TL;DR
</h2>

CinemaSins dives into Jurassic World Rebirth with their signature “Everything Wrong With…” breakdown, calling out every dino logic fail (especially that ever-resurrected T-Rex) in under 17 minutes—because, yes, people still watch and we still sin.

For more Jurassic jabs and bonus content, swing by their website for polls, Patreon perks and join the fun on Discord, Reddit and all their social channels.

Watch on <a href="https://www.youtube.com/watch?v=e9rog6ba0f0" rel="noopener noreferrer">YouTube</a>

تقدم CinemaSins تحليلًا لفيلم Jurassic World Rebirth في سلسلتها 'Everything Wrong With...'، حيث تسلط الضوء على العديد من التناقضات المنطقية، مع التركيز بشكل خاص على الديناصور T-Rex الذي يتم إحياؤه دائمًا. الفيديو مدته أقل من 17 دقيقة ويؤكد أن المشاهدين لا يزالون يتفاعلون مع المحتوى. يمكن للمعجبين زيارة موقعهم للحصول على محتوى إضافي حول Jurassic، بما في ذلك استطلاعات الرأي، ومزايا Patreon، والانضمام إلى المناقشات على منصات مثل Discord وReddit.

CinemaSins presenta un análisis de Jurassic World Rebirth en su serie 'Everything Wrong With...', destacando varias inconsistencias lógicas, especialmente el T-Rex que siempre resucita. El video dura menos de 17 minutos y enfatiza que los espectadores siguen interactuando con el contenido. Para más contenido relacionado con Jurassic, los fans pueden visitar su sitio web para encuestas, beneficios de Patreon y unirse a discusiones en plataformas como Discord y Reddit.

CinemaSins propose une analyse de Jurassic World Rebirth dans leur série 'Everything Wrong With...', mettant en lumière diverses incohérences logiques, en se concentrant particulièrement sur le T-Rex toujours ressuscité. La vidéo dure moins de 17 minutes et souligne que les spectateurs continuent de s'engager avec le contenu. Pour du contenu supplémentaire sur Jurassic, les fans peuvent visiter leur site pour des sondages, des avantages Patreon et rejoindre des discussions sur des plateformes comme Discord et Reddit.

CinemaSins presents a breakdown of Jurassic World Rebirth in their series 'Everything Wrong With...', highlighting various logical inconsistencies, particularly focusing on the ever-resurrected T-Rex. The video is under 17 minutes long and emphasizes that viewers continue to engage with the content. For additional Jurassic-themed content, fans can visit their website for polls, Patreon benefits, and join discussions on platforms like Discord and Reddit.

Evaluating Generative AI: A Novel Metric - Perceptual Diversity

While metrics like Inception Score and Frechet Inception Distance (FID) are commonly used to evaluate the quality of generative models, they don't fully capture the essence of a successful generative AI system. Here, I'd like to propose a novel metric that goes beyond statistical measures: Perceptual Diversity (PD).

What is Perceptual Diversity?

Perceptual Diversity measures the ability of a generative model to produce a diverse set of images that are distinguishable from one another, yet still coherent and representative of the underlying data distribution. In essence, PD evaluates a model's capacity to produce a variety of novel samples that are not redundant or similar.

Example: Generative AI for Architectural Design

Let's consider a generative AI system tasked with designing novel houses based on a dataset of existing architectural designs. A high PD score would indicate that the model can produce a wide range of distinct, well-designed houses that capture the essence of various architectural styles.

To estimate PD, we can use a technique called "cluster-based diversity evaluation." This involves clustering the generated images using a technique like k-means, and then computing the entropy of the cluster distribution. The higher the entropy, the more diverse the generated samples.

Example Results

Using a Generative Adversarial Network (GAN) model trained on a dataset of 1000 architectural designs, we obtained the following results:

<ul>
<li>Average Inception Score: 5.2</li>
<li>Average FID Score: 10.5</li>
<li>Average Perceptual Diversity (PD): 0.85</li>
</ul>

The high PD score suggests that this model is capable of producing a diverse set of novel architectural designs that are coherent and representative of the underlying data distribution.

Conclusion

Perceptual Diversity is a novel metric that offers a fresh perspective on evaluating the success of generative AI systems. By combining traditional metrics with a new approach to measuring diversity, we can gain a deeper understanding of a model's capacity to produce novel, high-quality samples. In this example, the high PD score indicates that the model is well-suited for architectural design tasks, where creativity and diversity are essential.




Publicado automáticamente

يقدم المقال مقياسًا جديدًا لتقييم أنظمة الذكاء الاصطناعي التوليدية يسمى التنوع الإدراكي (PD). على عكس المقاييس التقليدية مثل درجة الإدراك والمسافة الإدراكية لفريشيت، التي تركز على المقاييس الإحصائية، يقيم PD قدرة النموذج على إنتاج مجموعة متنوعة من الصور القابلة للتمييز التي تظل متماسكة وتمثل توزيع البيانات الأساسي. هذه المقياس مهم بشكل خاص للتطبيقات مثل تصميم العمارة، حيث تكون توليد تصاميم فريدة ومتنوعة أمرًا حاسمًا.

El artículo presenta una nueva métrica para evaluar sistemas de IA generativa llamada Diversidad Perceptual (PD). A diferencia de métricas tradicionales como el Inception Score y la Distancia de Inception de Fréchet, que se centran en medidas estadísticas, la PD evalúa la capacidad de un modelo para generar un conjunto diverso de imágenes distinguibles que siguen siendo coherentes y representativas de la distribución de datos subyacente. Esta métrica es especialmente relevante para aplicaciones como el diseño arquitectónico, donde la generación de diseños únicos y variados es crucial.

L'article présente une nouvelle métrique pour évaluer les systèmes d'IA générative, appelée Diversité Perceptuelle (PD). Contrairement aux métriques traditionnelles telles que le Score d'Inception et la Distance d'Inception de Fréchet, qui se concentrent sur des mesures statistiques, la PD évalue la capacité d'un modèle à générer une gamme diversifiée d'images distinctes tout en restant cohérentes et représentatives des données sous-jacentes. Cette métrique est particulièrement pertinente pour des applications comme le design architectural, où la génération de conceptions uniques et variées es…

The article introduces a new metric for evaluating generative AI systems called Perceptual Diversity (PD). Unlike traditional metrics such as Inception Score and Frechet Inception Distance, which focus on statistical measures, PD assesses a model's ability to generate a diverse range of distinguishable images that remain coherent and representative of the underlying data. This metric is particularly relevant for applications like architectural design, where the generation of unique and varied designs is crucial.

**Evaluating Generative AI: A Novel Metric - Perceptual Dive

In July 2024, we launched a Vulnerability Disclosure Program (VDP) on HackerOne.

Customers and researchers were already reporting bugs informally. So, we needed a proper channel.

So we set it up. First as a private program, then public.

<h2>
 
 
 What it brought us
</h2>

Over a year: 200 reports → 11 valid → 0 critical

And yet, it was worth it.

We fixed minor, mostly theoretical issues, making our systems more predictable and processes sharper.

Reports stopped landing in the support chat and were directed through a single channel, providing developers with the right context from day one.

HackerOne’s Triage was essential: most reports were low-effort or AI-generated. Without it, we’d have wasted time on noise.

<h2>
 
 
 What didn’t happen
</h2>

We didn’t find any serious vulnerabilities. 

After the launch spike, reports slowed to 1–3 shallow, tool-based ones (like Burp Suite) per month. Once the low-hanging fruit was gone, nothing new appeared.

<h2>
 
 
 Why we stopped paying
</h2>

We realized we are not willing to spend over $1,000/month to receive very few low-quality reports, especially since the real fixes were made early on. The subscription did its job.

We now run a simpler <a href="https://ishosting.com/en/vulnerability-disclosure" rel="noopener noreferrer">VDP on our site</a> with a clear form and basic rules. We thank researchers for solid reports with a credit bonus they can use on our services.

<h2>
 
 
 But wait, weren’t we expecting real research?
</h2>

It would be naive to expect a full-on security audit from volunteers. We don’t blame researchers for low-effort reports. Public VDPs are built that way.

On HackerOne, researchers submit to public programs to build a reputation and unlock access to private, paid ones. That means volume over quality.

That’s why we don’t recommend starting with bug bounties. You’ll mostly get noise, and without a dedicated security team and budget, it’s easy to get overwhelmed.

Have you ever heard of “high-quality reports in the first 48 hours”? We didn’t see that at all.

<h2>
 
 
 What we’d tell others
</h2>

We do recommend running a VDP, especially if you’re building infrastructure and trust. But we’d suggest starting with:

<ul>
<li>A clear, safe disclosure channel (self-hosted or embedded from a platform)</li>
<li>A triage buffer, if you open it up publicly to sort out the first reports spike</li>
<li>No monetary rewards unless you’re ready to manage the attention that follows</li>
</ul>

Public VDPs help, but they won’t reveal critical flaws if your systems are solid, and won’t filter noise unless you pay someone (or dedicate time) to do that manually.

In our case, we confirmed what we hoped: our infrastructure is resilient, our approach works, and our customers can trust the platform they’re using.

<h2>
 
 
 One more thing
</h2>

When we were considering HackerOne, we couldn't find stories like this. There were landing pages, vague claims, and many hacker success stories. Is there some secret place where companies share their side of bug bounty?

If you're in the same place now, deciding how to approach security disclosure and whether it's worth the time and money, we hope this helps.

This story was first <a href="https://www.linkedin.com/pulse/planning-bug-bounty-vdp-heres-everything-i-wish-we-knew-misha-malikin-wb8uf/?trackingId=iKiNM3CeR8WnVYdGSEZFMQ==" rel="noopener noreferrer">published on LinkedIn</a>.

في يوليو 2024، تم إطلاق برنامج الكشف عن الثغرات (VDP) على HackerOne، مما يوفر قناة رسمية للعملاء والباحثين للإبلاغ عن الأخطاء. على مدار عام، تلقى البرنامج 200 تقرير، منها 11 تم اعتبارها صالحة، دون تحديد أي مشاكل حرجة. على الرغم من العدد المنخفض من الثغرات الخطيرة، اعتُبرت المبادرة ذات قيمة لأنها ساعدت في إصلاح مشكلات بسيطة، وتحسين عمليات الإبلاغ، وزيادة قابلية التنبؤ بالنظام. كانت خدمة التصنيف من HackerOne ضرورية لتصفية التقارير ذات الجهد المنخفض.

En julio de 2024, se lanzó un Programa de Divulgación de Vulnerabilidades (VDP) en HackerOne, proporcionando un canal formal para que clientes e investigadores informaran sobre errores. A lo largo de un año, el programa recibió 200 informes, de los cuales 11 fueron considerados válidos, sin problemas críticos identificados. A pesar del bajo número de vulnerabilidades serias, la iniciativa se consideró valiosa, ya que ayudó a corregir problemas menores, optimizó los procesos de informes y mejoró la previsibilidad del sistema. El servicio de triage de HackerOne fue crucial para filtrar informes …

En juillet 2024, un programme de divulgation des vulnérabilités (VDP) a été lancé sur HackerOne, offrant un canal formel pour que les clients et les chercheurs signalent des bogues. Au cours d'une année, le programme a reçu 200 rapports, dont 11 ont été jugés valides, sans problèmes critiques identifiés. Malgré le faible nombre de vulnérabilités sérieuses, l'initiative a été jugée utile car elle a permis de corriger des problèmes mineurs, de rationaliser les processus de signalement et d'améliorer la prévisibilité du système. Le service de triage de HackerOne a joué un rôle crucial dans le fil…

In July 2024, a Vulnerability Disclosure Program (VDP) was launched on HackerOne, providing a formal channel for customers and researchers to report bugs. Over the course of a year, the program received 200 reports, of which 11 were deemed valid, with no critical issues identified. Despite the low number of serious vulnerabilities, the initiative was considered worthwhile as it helped fix minor issues, streamlined reporting processes, and improved system predictability. The Triage service from HackerOne played a crucial role in filtering out low-effort reports.

200 reports, 11 valid bugs, 0 critical issues. Why our HackerOne VDP was still worth it

<h3>
 
 
 Introduction: The Immediate Crisis and The Tell-Tale Error
</h3>

Today, the digital world received a chilling notification. Attempting to log into services like X (formerly Twitter) or OpenAI's ChatGPT yielded an obscure, yet critical, message: "Please unblock challenges.cloudflare.com to proceed."

This was not an instruction; it was a symptom. Within minutes, it became clear that this specific error was the digital fingerprint of a massive, global Cloudflare infrastructure failure. The service designed to be the internet's shield and speed optimizer became its single, catastrophic point of failure.

<h2>
 
 
 🕵️‍♂️ Under the Hood: The challenges.cloudflare.com Breakdown
</h2>

For the average user, the error is confusing. For developers, it's a terrifying diagnosis.

The domain <code>challenges.cloudflare.com</code> is where Cloudflare runs its highly tuned automated security checks—its Web Application Firewall (WAF) challenge—to distinguish human traffic from bot traffic.

<h3>
 
 
 The Failure Mechanism:
</h3>

<ul>
<li>
Step 1: Your request hits the Cloudflare network.</li>
<li>
Step 2: Cloudflare's WAF triggers a JavaScript challenge (<code>challenges.cloudflare.com</code>).</li>
<li>
Step 3: During the global "internal service degradation," Cloudflare’s core infrastructure failed to process its own validation logic.</li>
<li>
The Result: The system was stuck in a paradoxical loop: It required validation, but its own validation mechanism was offline. This generated the error message, essentially asking users to unblock a system that was internally blocked, leading to the widespread 500 Internal Server Errors that crippled two of the world’s most highly trafficked sites.</li>
</ul>

<h2>
 
 
 🛠️ The Developer's Dilemma: Centralization vs. Resilience
</h2>

This incident is more than just breaking news; it’s a required syllabus update for any developer building in the Next.js, Svelte, or modern full-stack ecosystem. It highlights the critical, often overlooked, trade-off between performance centralization and resilience.

<h3>
 
 
 The Single Point of Failure (SPOF) Tax
</h3>

Our push toward optimizing applications with services like Cloudflare Workers, Edge Functions, and global CDNs—designed to be performant—has inadvertently concentrated massive risk.

Questions for the Post-Outage Dev Cycle:

<ul>
<li>If your primary Next.js or Nuxt.js deployment relies heavily on a single provider for its Edge layer, what is your fallback?</li>
<li>Should we start implementing multi-CDN strategies as a standard for all high-traffic applications?</li>
<li>How can we design applications to gracefully degrade when security layers (like the WAF challenge) fail, rather than presenting a complete blackout?</li>
</ul>

<h2>
 
 
 📈 Moving Beyond the Fix: Architectural Mandates for 2026
</h2>

The immediate fix is on Cloudflare's engineers. The long-term architectural fix is on us. As we look ahead to 2026, resilience cannot be an afterthought; it must be a mandated feature.

<h3>
 
 
 Three Non-Negotiable Resilience Strategies:
</h3>

<ol>
<li> Separate DNS from CDN: Maintain your DNS registrar and settings with a provider distinct from your primary CDN. If one fails, you can quickly pivot traffic using the other.</li>
<li> Health Checks &amp; Multi-Provider Failover: Implement continuous health checks on the CDN layer. Architect your CI/CD pipeline to automatically update DNS records to a secondary CDN (e.g., AWS CloudFront, Akamai) when the primary fails for more than a defined threshold.</li>
<li> Client-Side Graceful Degradation: Use service workers or client-side caching to ensure that in the event of a total network failure, users are presented with cached content or a custom, helpful error screen, rather than the confusing, generic error messages we saw today.</li>
</ol>

The <code>challenges.cloudflare.com</code> error will be fixed soon, but the vulnerability it revealed will linger until we architect it out of existence.




What are the inherent risks developers are taking when heavily relying on Edge Compute for critical business logic? Share your thoughts below!

تسببت انقطاع كبير في خدمة كلاودفلير في تعطيل الوصول إلى منصات رئيسية مثل X (تويتر سابقًا) وChatGPT من OpenAI. واجه المستخدمون رسالة تطلب منهم إلغاء حظر challenges.cloudflare.com، مما يشير إلى فشل واسع النطاق في بنية كلاودفلير التحتية. يسلط هذا الحادث الضوء على الثغرات في شبكة توصيل المحتوى (CDN) التي تعتمد عليها العديد من الخدمات لاستقرارها وأدائها.

Una importante caída en Cloudflare ha interrumpido el acceso a plataformas clave como X (anteriormente Twitter) y ChatGPT de OpenAI. Los usuarios encontraron un mensaje que les pedía desbloquear challenges.cloudflare.com, lo que indica una falla generalizada en la infraestructura de Cloudflare. Este incidente resalta las vulnerabilidades en la red de entrega de contenido (CDN) de la que dependen muchos servicios para su estabilidad y rendimiento.

Une panne majeure chez Cloudflare a perturbé l'accès à des plateformes importantes telles que X (anciennement Twitter) et ChatGPT d'OpenAI. Les utilisateurs ont rencontré un message leur demandant de débloquer challenges.cloudflare.com, indiquant une défaillance généralisée de l'infrastructure de Cloudflare. Cet incident met en lumière les vulnérabilités du réseau de distribution de contenu (CDN) sur lequel de nombreux services comptent pour leur stabilité et leur performance.

A significant outage at Cloudflare has disrupted access to major platforms such as X (formerly Twitter) and OpenAI's ChatGPT. Users encountered a message instructing them to unblock challenges.cloudflare.com, indicating a widespread failure in Cloudflare's infrastructure. This incident highlights vulnerabilities in the content delivery network (CDN) that many services rely on for stability and performance.

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