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If you are working with machine learning anywhere in Canada, you have probably faced a common challenge. Your data scientists create great models in the lab, but getting them to work well in the real world is much harder. This is exactly where MLOps becomes important. Think of MLOps, or Machine Learning Operations, as the key link between creating a model and running it well for real users. It brings together ideas from DevOps with the special needs of machine learning to build a smooth and dependable system for your AI projects. Without MLOps, even the best model can struggle. Teams deal with “model drift” where performance gets worse over time, have trouble recreating good results, and spend too much time on manual tasks instead of creating new things. For professionals in Canada’s competitive AI field, using MLOps practices is no longer just an option—it is necessary for delivering AI solutions that last, grow, and earn trust. Why Is MLOps Important for Success in Canada? Canada is a world leader in artificial intelligence, with strong communities in its major cities. Whether you work at a startup in Toronto, a financial company in Montreal, or a tech firm in Vancouver, the need to make AI work in practice is huge. MLOps gives you the structure to turn research projects into reliable, production-ready tools. Here is a simple look at what MLOps helps fix: Without MLOpsWith MLOpsModels work alone and are hard to track or recreateComplete pipeline automation for consistent, repeatable workManual processes that often lead to mistakesAutomated model deployment and watchingNo good way to notice when performance dropsContinuous model monitoring and scheduled retrainingTeams do not collaborate wellOne system that helps team collaborationGrowing models is difficult and expensiveEfficient model scaling and resource use Using MLOps means your team can put models to work faster, make sure they keep working well, and handle their entire life cycle smoothly. It is the key to moving from experimental AI to AI that works reliably every day. What Does Good MLOps Training Include? Good MLOps training needs to give you practical skills, not just ideas. A strong program should cover everything you need to build and manage these systems: Basics & Workflow Management: Learning core MLOps principles and using tools to organize your work. Tracking & Recreating Work: Mastering model versioning and data versioning so you can always find and repeat your results. Automated Launching: Learning how to automatically model deployment using modern tools for reliable, growing service. Watching & Rules: Setting up continuous model monitoring for performance and fairness, plus model governance for following rules. Continuous Processes for ML: Using continuous integration and delivery practices made for machine learning. For professionals all across Canada, from Toronto to Calgary, this training is the quickest way to build the skills needed to make AI investments pay off. Finding Your Way in MLOps with Helpful Guidance The world of MLOps changes fast, with new tools and methods appearing often. Figuring this out by yourself can be tough. This is where learning from a trusted, practical source really helps. DevOpsSchool has made a name for itself by turning complicated technology ideas into useful, career-building skills. Their method for MLOps training is carefully built to be hands-on. They focus on the tools and frameworks you will actually use at work, making sure learners from Vancouver to Montreal can use what they learn right away. Learning from an Expert: The Benefit of Rajesh Kumar How good and relevant any training is depends greatly on who is teaching it. The MLOps training program at DevOpsSchool is led by Rajesh Kumar, someone with over twenty years of experience where development, operations, and advanced data work meet. Rajesh’s teaching comes from real experience. He shares practical knowledge from building strong, growing systems, having worked deeply with Kubernetes, cloud platforms, and everything from DevOps to DataOps to MLOps. Learning from him gives you not just technical skills but also smart insights into building ML pipelines that are strong, efficient, and meet business needs—a valuable view for any Canadian tech worker. Is MLOps Training the Right Move for You? If you are a Data Scientist, ML Engineer, DevOps Engineer, or IT leader in Canada who wants to connect AI development with real-world use, MLOps training is a key step. It helps you build systems that are not just smart, but also reliable, scalable, and easy to manage. Ready to change how your organization uses AI? Building this knowledge needs a clear path from understanding to doing. To learn how you can master MLOps and lead AI implementation, get in touch with DevOpsSchool: Email: [email protected] Phone & WhatsApp (India): +91 84094 92687 Phone & WhatsApp (USA): +1 (469) 756-6329 Website: https://www.devopsschool.com/ View the full article

Hello! If you’re working in tech in Bangalore, you’ve likely heard people talk about microservices. Maybe your team is discussing this new approach, or you’ve seen it mentioned in job descriptions and wondered what it really means. Let’s talk about what microservices are and why they matter for your work, without using complicated terms. What Are Microservices? A Simple Explanation Think about how we used to build software. In the old way (called a “monolith”), everything was built together in one big application. It was like having your kitchen, living room, and bedroom all in one room without walls. If you wanted to change something in the kitchen, you might accidentally mess up the living room too! Microservices change this completely. Instead of one big application, you build many smaller, independent services. Each service handles one specific job really well. For example, an online store might have: A User Service for logins and profiles A Product Service for the catalog A Payment Service for transactions A Shipping Service for delivery These services talk to each other but are developed and managed separately. This approach makes your software: Easier to update: You can fix the payment service without touching anything else More reliable: If the product service has a problem, users can still log in Simpler to scale: If many people are searching products, you just add power to the search service Faster to build: Different teams can work on different services at once For Bangalore’s growing tech scene, understanding microservices architecture is becoming very important. Why Bangalore Companies Are Switching to Microservices From startups to large companies, everyone seems to be exploring this approach. Here’s why it makes sense: Traditional Apps (Monoliths)Modern Apps (Microservices)One big, connected codebaseMany small, focused servicesHard to make changesEasy to update parts separatelyEverything uses same technologyDifferent services can use different toolsSlow, risky updatesFast, safe updatesOne team manages everythingMultiple teams can work independently This way of building software supports modern application development and fits well with cloud approaches and DevOps practices. What Good Microservices Training Should Cover Learning about microservices isn’t just about definitions. It’s about understanding how to build and manage them properly. Good Microservices training should teach you: The Basics: How to break down a big app into the right services Communication: How services talk to each other (often using APIs) Data Handling: How each service manages its own information Deployment: How to launch and manage many services Monitoring: How to keep track of everything running Security: How to keep all communication safe This is where having the right learning path makes all the difference. Finding the Right Learning Help in Bangalore Bangalore has many learning options, but for hands-on skills like microservices design patterns, you need more than just videos. You need structured learning with expert support. This kind of practical education is what DevOpsSchool specializes in. They’re known for making complex topics understandable. Their courses focus on real skills—teaching you about containerization, API gateways, and service meshes through exercises that feel like real work. What makes DevOpsSchool special is their focus on helping students succeed. They create clear learning paths with practical projects and ongoing support. Their courses help you not just understand ideas, but actually use them in your job. Learning from Real Experience The Microservices training program is guided by Rajesh Kumar, whose knowledge comes from over 20 years of solving real technology problems. Rajesh doesn’t just teach theory—he shares practical solutions from actual work with cloud platforms and DevOps practices. Learning from someone with Rajesh’s experience gives you more than technical knowledge. You get insights into how decisions are made in real projects and how to avoid common mistakes. Is This the Right Time to Learn Microservices? If you work in software development or DevOps in Bangalore, understanding microservices architecture could help your career. This knowledge helps you build applications that are more flexible and reliable—qualities companies value. Ready to learn how microservices can improve your work? If you want to move from understanding ideas to building skills, structured training can help you get there faster. Interested in learning more? Contact DevOpsSchool: Email: [email protected] Phone & WhatsApp (India): +91 84094 92687 Phone & WhatsApp (USA): +1 (469) 756-6329 Website: https://www.devopsschool.com/ View the full article

The weekend's EPL action gets underway with Unai Emery's in-form team hosting his former club.View the full article

Ever feel like working on software projects could be simpler? Maybe you’ve written good code, but then spent hours trying to make it work on a different computer. Or perhaps you’ve searched forever for a missing file. You’re not alone! What if I told you there’s a way to make your coding projects more organized and less stressful? That’s what Apache Maven does. Think of it as your personal helper for coding projects. It keeps things tidy, finds what you need, and makes building software feel much simpler. If you’re in Bangalore and want to learn Maven in a way that actually helps your daily work, you’re in the right place. Let’s talk about why Maven matters and how you can learn it in a straightforward way. Understanding Maven: It’s Simpler Than You Think Maven is a tool that helps developers manage their projects more easily. Let me explain what it does in everyday words: It creates order: Maven gives every project the same clear folder structure. This means when you start a new project, you’ll know where everything goes right away. It finds tools for you: When your project needs certain libraries or tools, you just tell Maven what you need. It automatically finds and downloads them for you. No more manual searching! It simplifies building: With just one command, Maven can compile your code, run tests to check for problems, and package everything neatly. This is helpful for developers who want to write code more efficiently, and it’s also great for DevOps professionals who set up automated workflows. Basically, Maven helps teams work together better with fewer headaches. Who Should Consider Learning Maven? Developers who want to spend more time coding and less time fixing setup issues DevOps Engineers who create automated systems for their teams Team members who collaborate on software projects Students or career-changers building practical tech skills Anyone who works with code and wants their workday to go more smoothly What Makes Good Maven Training? A helpful course should teach you both the basics and how to apply them in real work. Here’s what to look for in good training: Getting started properly: Learning how to set up Maven and understanding its approach Managing project parts: Handling all the components your project needs without getting overwhelmed Working with real examples: Practicing with projects that feel like actual work tasks Team collaboration: Learning how Maven works with other tools your team uses Here’s a simple breakdown of what good training offers: What You’ll LearnHow This Helps YouSetting up new projectsStart coding faster instead of spending hours on setupManaging project componentsAvoid wasting time looking for missing filesRunning automated testsCatch problems before they become seriousTeam collaboration methodsWork effectively with your teammates Why Consider Learning with DevOpsSchool? When choosing where to learn, you want guidance from people who actually use these tools daily. That’s where DevOpsSchool truly stands out. They focus on teaching practical skills you can use immediately in your job. Their approach to Maven training is hands-on and relevant. You’ll practice with examples that resemble real work tasks, and they provide support that continues even after your course ends. Learn from an Experienced Guide The course is led by Rajesh Kumar, who brings over 20 years of practical experience. He doesn’t just teach theory—he shares real solutions from actual work situations. Learning from someone with his background means you gain insights that are valuable in today’s workplaces. How This Improves Your Daily Work Learning Maven isn’t just about adding another skill to your resume—it’s about making your daily work simpler and more enjoyable. Imagine: Setting up projects in minutes instead of hours Never searching for missing files again Helping your team solve build problems more efficiently Feeling more confident in your technical abilities These practical skills make you more effective at work and can create new career opportunities. Ready to Enhance Your Skills? If you’re ready to organize your projects better and work more efficiently, learning Maven is a great next step. Having the right guidance makes all the difference in how quickly you learn and how well you can apply what you’ve learned. Interested in learning more? Contact DevOpsSchool today! 📧 Email: [email protected] 📞 Phone/WhatsApp (India): +91 84094 92687 📞 Phone/WhatsApp (USA): +1 (469) 756-6329 🌐 Website: https://www.devopsschool.com/ View the full article

Clergy described burnout, feelings of isolation, diminished morale, and ongoing financial strain.View the full article

The Evangelical Alliance (EA) has announced the launch of a new set of resources aimed at introducing the gospel to people of South Asian heritage.View the full article

A Samaritan's Purse plane carrying aid to South Sudan was hijacked earlier this week. A suspect has been detained, and no serious injuries are being reported.View the full article

A major evangelistic outreach for the Christmas season formally got underway this week at the Royal Albert Hall. View the full article

Everybody knows Santa Claus. But how many people know the inspiration for the jolly Father Christmas was in fact a bishop whose courage, generosity, and compassion shaped centuries of Christian practice?View the full article

Instead of seeing Christianity as the story of God renewing the whole cosmos — Heaven and Earth united — they have been taught to think of salvation primarily as a private escape plan: the soul departing for Heaven when the body dies. View the full article

Enjoy 25% off a membership, 40% off, plus an additional 10% off annual plans, and more deals to save at Vimeo.View the full article

Here are the answers for The New York Times Mini Crossword for Dec. 6.View the full article

Cancel your next haircut m8s, because Megadeth have just announced a massive worldwide cinema takeover – and it’s hitting the day before their final-ever studio album drops. The new doco-style event, MEGADETH: BEHIND THE MASK, will storm more than 1,000 cinemas across 35+ countries on January 22, 2026, pairing a career-spanning deep dive with a front-row, first-listen premiere of the band’s upcoming self-titled final album (out January 23). Tickets go on sale Thursday, December 11, with a trailer due to land same day. MEGADETH: BEHIND THE MASK No word yet on whether Australia is officially on the cinema list – but fans can hit megadethfilm.com to sign up for updates. In Behind The Mask, Dave Mustaine promises to take fans through 40 years of Megadeth history, spilling untold stories, reflecting on the band’s influence, and breaking down every track on the final LP. The film mixes archival gems, fresh interview footage and a full play-through of the record – so basically, it’s the closest thing to sitting on the studio floor with Mustaine while he narrates his own legacy. “This listening event is going to be amazing,” Mustaine says. “I can’t wait to share it with thousands of my closest friends around the world… Now let’s fire this up… and pass the popcorn!” Trafalgar Releasing’s Kymberli Frueh adds: “This isn’t just another Megadeth album – it’s a bold reimagining… a celebration of the riffs, the intensity and the uncompromising spirit that have defined Megadeth’s legacy.” In the lead-up, the band – now comprising Dave Mustaine, Teemu Mäntysaari, James LoMenzo and Dirk Verbeuren — have already dropped two new tracks: “I Don’t Care” and “Tipping Point”. They’ve also confirmed a bonus track: a reimagined version of “Ride The Lightning,” which Mustaine originally co-wrote with Metallica back in ’84. (Yep, really). Further Reading Megadeth Reveal Final Album Tracklist – Including Dave Mustaine’s Version Of ‘Ride The Lightning’ Megadeth Announce Final Ever Album, Promise Farewell Tour Dave Ellefson Speaks On Relationship With Dave Mustaine After Megadeth Ousting The post Megadeth Announce Global ‘Behind The Mask’ Cinema Event Ahead Of Final Album appeared first on Music Feeds. View the full article

Music Feeds’ Love Letter To A Record series asks artists to reflect on their relationship with the music they love and share stories about how it has influenced their lives. Here, Sydney alt-rock phantom wendsday (or just W, if you’re cool) shares their love for Chappell Roan’s hit 2023 debut studio album, ‘The Rise and Fall of a Midwest Princess’. It comes as wednesday returns swinging with their second-ever release, ‘I’m Fine Thanks’ – a snarling, hyper-caffeinated takedown of Australia’s class system that lands like a molotov cocktail wrapped in bubblegum. Out now via We Don’t Exist Records, the track channels the scrappy heart-on-sleeve energy of Sly Withers, Jeff Rosenstock and Weezer, but with a distinctly fried, doomscrolly Sydney twist. Produced by Clint Topic at Newcastle’s Sawtooth Studios, ‘I’m Fine Thanks’ thrashes with grit, charm and that barely-holding-it-together mania that feels uniquely modern – or, as W puts it, “a scream into the ear of every YouTube business guru and Martin Place broker” still peddling the fantasy that capitalism is a fair game. The song pulls no punches as it spirals through stoicism, vape-fuelled existentialism and the sluggish death of the Australian dream. wednesday – ‘I’m Fine Thanks’ wednesday: Would that it were, that I, wendsday (who has a new single called ‘I’m Fine Thanks’) could see sound in all of its vividness. To be able to touch it, like so many records in their sleeves. Alas, I am relegated to the hollow depths of my ear canals, which run dry and spartan without your record to fill them up with stellar pop-music. It is there where the lonely spirit of ‘me’ resides (yes, in my earholes) like the ghastly and most spectacularly sticky gunk that I am–awaiting your record be played again, tomorrow and tomorrow and tomorrow. OH, CHAPPELL ROAN! As I write this my keyboard aches and groans under the weight of how much thy loved your record ‘The Rise and Fall of a Midwest Princess’. It remains to this day, a revelation in pop and the merits of individualism. It is an anomaly in the often broken songwriting spectrometer of today. Yes, it is an anomaly, as are you Roan, in this baron landscape of AI music and facsimile artistry with its golem singer-songwriters, summoned into existence by the unbreakable spell of endless label investment capital and a fleet of faceless hit-makers lining up to do their part. From the first beat of the opener ‘Femininomenon’ and its knock-you-down chainsaw rip into ‘Play the fucking beat!’, I knew that the arrow of Eros (or ‘Cupid’ if you’re Catholically inclined) had pierced my unworthy, lazy heart. Betwixt each track I went! Stumbling about in bloody delirium through the audacious range of genre mastery (and on a debut, no less!), breathless at the new form of ballads on ‘Casual’. Then, possessed and ravished by glittery pink club demons on Super Graphic Ultra Modern Girl’; utterly compelled to dance around my kitchen making pancakes well past the witching hour (this song did make me rather self-conscious about my collection of jeans, but no matter). By ‘HOT TO GO!’ I was completely vanquished. Just…atoms. I only came back to solid form just now (and only to ink this letter, after which I will disassemble again). Now, I hope it’s OK to even utter this meagre bastardisation of your exquisite lyricism for the purposes of editorial ballyhoo: but, oh, baby did I like this beat. ‘Surely the sublime nature of this record couldn’t keep pace!’, I thought as the record played. And then, for fun it seems, you ran rings around Taylor Swift at her own game with ‘My Kink Is Karma’. Just because you could. BUT, OH CHAPPELL! There’s ‘Kaleidoscope’, too. Which to me was a lonely crash-landing of two spacecrafts on two separate and desolate planets, both named heartache. I was left stranded there, too. Until you portalled me to the ‘Pink Pony Club’, where I found my giddy-up again. I could go on (and on and on). But you’ll probably never read this, Chappell. This, my base & unrequited love letter, a version two, written at the uninhabited hour of 2.00am because I didn’t like what I’d penned at a more civilised time. But on the total off-chance that you ever do, Chappell ‘The Rise and Fall of a Midwest Princess’ is nothing short of a wonder that has had me pushing my upcoming release as far as it can go within the paltry means of my talent in the context of your own. The world didn’t know we desperately needed it, but know that we are grateful. Keep feeling the world in the way you do. Rise. Yours in screen-glow and a fugue-state of besottedness, wendsday Further Reading: Love Letter To A Record: Forever Ends Here On The Band CAMINO’s ‘The Dark’ Love Letter To A Record: All Time Low On Blink-182’s ‘Self-Titled’ Love Letter To A Record: GLVES On Björk’s ‘Homogenic’ The post Love Letter To A Record: wednesday On Chappell Roan’s ‘The Rise and Fall of a Midwest Princess’ appeared first on Music Feeds. View the full article

Good Things Melbourne delivered drama yesterday – and not the usual “my phone died before TOOL” kind. This one involved Garbage frontwoman Shirley Manson, a rogue beach ball, and a verbal roasting so fiery it could’ve melted the SPF off every emo in the pit. During Garbage’s set, Shirley clocked a dude in the crowd wielding a beach ball and absolutely unleashed. We’re talking a full, nuclear-grade rant that scorched the earth beneath Flemington Racecourse: “I joined a band because I HATED THE FUCKING BEACH.” “Big guy with your big fuckin’ beach ball! Oooooh, I’m sooo scared of you, so thrilled by you! What a fuckin’ douchebag!… Fuckin’ dudes, wow. Oh my god, you’re so cool. It’s just so fuckin’ outrageously cool, I can’t get over it, wow. It’s disrespectful. And musicians have had enough. And we’re fed up of not getting fuckin’ paid properly and fed up of having to play for douchebags like you. You’re a fuckin’ middle-aged man in a fuckin’ ridiculous hat, and you’re a fuckin’ fuckface. And I want, literally, to ask people to fuckin’ punch you in the fuckin’ face. But you know what? I’m a lady, so I won’t. But truly, I would love to send my crew over to fuckin’ mess you up. But you know what? I won’t because I pity you because you’re a small man with a smalllll dick.“ Then, post-show the grunge icon doubled down on her anti-beach ball stance on Threads, adding: “I make NO APOLOGIES whatsoever for getting annoyed at beachballs at shows. I joined a band because I HATED THE FUCKING BEACH. I joined a band because I wanted to listen to Siouxsie and the Banshees and The Cure and be dark and beautiful. Continue listening to Spotify and toss your stupid beach balls around like you are ten years old. I love the musical community and I want to respect their artistry. I am so tired of folks taking music for free and treating us all like circus performers.” Plot twist: Those beach balls? Um, yeah so… those were kind of our bad. Hi. Emmy from RedHook here. Myself and members of fellow Aussie bands Yours Truly and Forever Ends Here were the ones who originally tossed the offending balls into the mainstage crowd at the behest of lineup super-subs Stand Atlantic, appropriately during their banger ‘Sex On The Beach’. And not gonna lie… good times were had by all. Stand Atlantic frontwoman (and national treasure tbh) Bonnie Fraser has now officially responded to Beach Ball-gate on her Instagram story, writing: “love ya shirlz bad news for u coz we planned beach balls for every show it aint gotta b so serious we r playing at a summer festival in a country that named a boat ‘ferry mc ferry face’ — sincerely, a fellow beach hater <3” Will Shirley declare war on all inflatable recreational objects going forward? Will we see a beach ball security checkpoint at next year’s Good Things? The punk, rock and metal summer rager continues in Sydney today before wrapping up in Brissie tomorrow. Stay tuned. Meanwhile, Stand Atlantic, who joined the festival with four days notice after The All-American Rejects pulled out due to a family emergency, also managed to rip an epic cover of the MIA US pop-punk icons’ biggest hit ‘Give You Hell’ at the fest as tribute, prompting a big wholesome singalong: “maybe the all american rejects were the friends we made along the way” Elsewhere, Alpha Wolf whomst had originally been tapped to sub in for fellow last-minute lineup scratchers Knocked Loose, also were forced to pull the pin last minute due to a medical emergency. Fellow local legends Thornhill sprung into action to assist and will now be taking their slot at all dates. Good Things 2025 Lineup Thornhill Joining… Stand Atlantic Alpha Wolf Maple’s Pet Dinosaur Mudrat (MELB Only) SOULSLEEP (MELB Only) Closure (SYD Only) T-Rex Autopsy (SYD ONLY) Headwreck (BRIS Only) BOOF HEADS (BRIS Only) Joining… TOOL Weezer Garbage All Time Low Machine Head The All-American Rejects Knocked Loose Lorna Shore Refused New Found Glory Make Them Suffer Dayseeker James Reyne Kublai Khan TX Cobra Starship Goldfinger Tonight Alive Bad Nerves Civic Dead Poet Society Fever 333 Gwar High Vis Inertia Palaye Royale Scene Queen South Arcade Wargasm Windwaker Yours Truly Good Things 2025: Remaining Dates And Venues Saturday, December 6th – Sydney Showground, Sydney NSW Sunday, December 7th – RNA Showgrounds, Brisbane QLD Tickets on sale now at www.goodthingsfestival.com.au Further Reading Good Things 2025 Sideshows: All Time Low, Dayseeker + More Good Things 2025 Lineup: TOOL, Weezer, Garbage + MORE Knocked Loose Respond After TV Viewers Hate On Their Performance On Kimmel The post Garbage’s Shirley Manson Absolutely Lost It Over A Beach Ball At Good Things (And Uh… We May Have Been Involved) appeared first on Music Feeds. View the full article

Make sure every corner of your home has Wi-Fi range this holiday season with our favorite Wi-Fi extenders picked out by CNET's experts.View the full article

In the face of rising costs for memory and storage, major manufacturers are notifying their clients of impending price hikes.View the full article

The project marks at least the second time Winkelmann has become the art world's main character.View the full article

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Yoodli counts Google, Snowflake, and Databricks among its customers.View the full article

The one-year-old startup, which does market research on simulated populations, had a multi-tier valuation round, sources tell TechCrunch.View the full article

The voluntary recall comes as scrutiny by federal regulators and local school district officials increases.View the full article

Plugging the React2Shell vulnerability in the open source React server and Next.js in IT environments has just become even more urgent with reports that exploits are already in the wild. Researchers at Greynoise said today they are seeing “opportunistic, largely automated exploitation attempts” trying to take advantage of the unsafe deserialization vulnerability in React Server Components (RSC). There’s an early focus on attacking just this vulnerability, the report adds, “but we’ve already detected a slow migration of this CVE being added to Mirai and other botnet exploitation kits.” The initial access attempts are using publicly disclosed proof of concept (PoC) code as a base, Greynoise says, with stage 1 payloads performing proof of execution (PoE) probes (for example, PowerShell arithmetic) to validate RCE cheaply, and using coded PowerShell download-and-execute stagers. Then a stage 2 payload that uses reflection to set System.Management.Automation.AmsiUtils.amsiInitFailed = true (a standard AMSI bypass), and iex executes the next stage. JFrog’s security research team also today reported finding a working proof of concept that leads to code execution, and they and others have also reported finding fake PoCs containing malicious code on GitHub. “Security teams must verify sources before testing [these PoCs],” warns JFrog. Amitai Cohen, attack vector intel lead at Wiz, also said today that the firm has seen both proof of concept exploits being published and active exploitation attempts in the wild. “Our threat teams have detected these attempts across customer environments, including deployments of cryptojacking malware and efforts to steal cloud credentials from compromised machines,” he said in an email. The Greynoise report follows one by New Zealand researcher Lachlan Davidson, who discovered the holes and found that a real proof of concept began circulating about 30 hours after those maintaining React revealed the holes. Separately, Amazon said its threat intelligence teams have seen active exploitation attempts by multiple China state-nexus threat groups, including Earth Lamia and Jackpot Panda. AWS has deployed multiple layers of automated protection, including the AWS WAF (web application firewall). But the company stresses these protections aren’t substitutes for patching, even for IT departments running React or Next.js in an Amazon environment. Related content: Cloudflare firewall reacts badly to React exploit mitigation If exploited, the vulnerability, tracked as CVE-2025-55182 in React RCS and CVE-2025-66478 specifically for the Next.js framework, allows a threat actor to remotely run malicious code. Maintained by Meta, React is an open source library for building application interfaces. There are several frameworks that build on top of it, with Next.js being highly popular among developers, so exploiting the vulnerability in RCS can spread to these frameworks. The critical vulnerability in React Server Components has a maximum Common Vulnerability Scoring System (CVSS) score of 10. Affected are React versions 19.x and Next.js versions 15.x and 16.x when using App Router. The problem specifically is in RCS’s Flight protocol, used for communications with clients such as browsers. RCS, notes Greynoise, is a high value target since it sits in front of application logic that often runs with production permissions. “Thanks to services such as BuiltWith/Wappalyzer, the exposed services are easy to find and exploit at scale,” Greynoise warned. However, there are some nuances in these early reports of proofs of concept. Davidson noted that the day-0 protections from some application security providers are actually runtime-level, and not just web application firewall rules. That means many customers with theoretically vulnerable versions are still protected, he wrote. Amazon added that analysis of data from its honeypot shows the persistent nature of some exploitation attempts. In one notable example, an unattributed threat cluster associated with IP address 183[.]6.80.214 spent nearly an hour on Thursday systematically troubleshooting exploitation attempts. This included 116 total requests directed at a target over 52 minutes, attempts at placing multiple exploit payloads, attempts at executing Linux commands, attempts to write files to /tmp/pwned.txt, and attempts to read /etcpasswd. “This behavior demonstrates that threat actors aren’t just running automated scans,” Amazon said, “but are actively debugging and refining their exploitation techniques against live targets. Edgar Kussberg, project lead for AI and development tools at Sonar, said to blunt attacks, developers or infosec teams should: run an analysis: Deploy tests to find vulnerable code and misconfigurations before an attacker can; get a clean signal: Focus on finding and fixing true positives and the most severe vulnerabilities; verify code against updated rules: Ensure all defensive software is updated with the latest rules designed to detect and flag the specific React2Shell pattern, not just generic parameters. View the full article

Plugging the React2Shell vulnerability in the open source React server and Next.js in IT environments has just become even more urgent with reports that exploits are already in the wild. Researchers at Greynoise said today they are seeing “opportunistic, largely automated exploitation attempts” trying to take advantage of the unsafe deserialization vulnerability in React Server Components (RSC). There’s an early focus on attacking just this vulnerability, the report adds, “but we’ve already detected a slow migration of this CVE being added to Mirai and other botnet exploitation kits.” The initial access attempts are using publicly disclosed proof of concept (PoC) code as a base, Greynoise says, with stage 1 payloads performing proof of execution (PoE) probes (for example, PowerShell arithmetic) to validate RCE cheaply, and using coded PowerShell download-and-execute stagers. Then a stage 2 payload that uses reflection to set System.Management.Automation.AmsiUtils.amsiInitFailed = true (a standard AMSI bypass), and iex executes the next stage. JFrog’s security research team also today reported finding a working proof of concept that leads to code execution, and they and others have also reported finding fake PoCs containing malicious code on GitHub. “Security teams must verify sources before testing [these PoCs],” warns JFrog. Amitai Cohen, attack vector intel lead at Wiz, also said today that the firm has seen both proof of concept exploits being published and active exploitation attempts in the wild. “Our threat teams have detected these attempts across customer environments, including deployments of cryptojacking malware and efforts to steal cloud credentials from compromised machines,” he said in an email. The Greynoise report follows one by New Zealand researcher Lachlan Davidson, who discovered the holes and found that a real proof of concept began circulating about 30 hours after those maintaining React revealed the holes. Separately, Amazon said its threat intelligence teams have seen active exploitation attempts by multiple China state-nexus threat groups, including Earth Lamia and Jackpot Panda. AWS has deployed multiple layers of automated protection, including the AWS WAF (web application firewall). But the company stresses these protections aren’t substitutes for patching, even for IT departments running React or Next.js in an Amazon environment. Related content: Cloudflare firewall reacts badly to React exploit mitigation If exploited, the vulnerability, tracked as CVE-2025-55182 in React RCS and CVE-2025-66478 specifically for the Next.js framework, allows a threat actor to remotely run malicious code. Maintained by Meta, React is an open source library for building application interfaces. There are several frameworks that build on top of it, with Next.js being highly popular among developers, so exploiting the vulnerability in RCS can spread to these frameworks. The critical vulnerability in React Server Components has a maximum Common Vulnerability Scoring System (CVSS) score of 10. Affected are React versions 19.x and Next.js versions 15.x and 16.x when using App Router. The problem specifically is in RCS’s Flight protocol, used for communications with clients such as browsers. RCS, notes Greynoise, is a high value target since it sits in front of application logic that often runs with production permissions. “Thanks to services such as BuiltWith/Wappalyzer, the exposed services are easy to find and exploit at scale,” Greynoise warned. However, there are some nuances in these early reports of proofs of concept. Davidson noted that the day-0 protections from some application security providers are actually runtime-level, and not just web application firewall rules. That means many customers with theoretically vulnerable versions are still protected, he wrote. Amazon added that analysis of data from its honeypot shows the persistent nature of some exploitation attempts. In one notable example, an unattributed threat cluster associated with IP address 183[.]6.80.214 spent nearly an hour on Thursday systematically troubleshooting exploitation attempts. This included 116 total requests directed at a target over 52 minutes, attempts at placing multiple exploit payloads, attempts at executing Linux commands, attempts to write files to /tmp/pwned.txt, and attempts to read /etcpasswd. “This behavior demonstrates that threat actors aren’t just running automated scans,” Amazon said, “but are actively debugging and refining their exploitation techniques against live targets. Edgar Kussberg, product lead for AI and development tools at Sonar, said to blunt attacks, developers or infosec teams should: run an analysis: Deploy tests to find vulnerable code and misconfigurations before an attacker can; get a clean signal: Focus on finding and fixing true positives and the most severe vulnerabilities; verify code against updated rules: Ensure all defensive software is updated with the latest rules designed to detect and flag the specific React2Shell pattern, not just generic parameters. View the full article

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