While announcing a reportedly $6.5 billion team-up on AI hardware between his startup, io, and OpenAI, Jony Ive spoke to Bloomberg and commented on last year’s attempts at making AI hardware happen, the Rabbit R1 and Humane AI Pin: There have been public failures as well, such as the Humane AI Pin and the Rabbit R1 personal assistant device. “Those were very poor products,” said Ive, 58. “There has been an absence of new ways of thinking expressed in products.” Our initial reviews certainly backed up Ive’s impression, as David Pierce said the Pin “doesn’t work,” and called the R1 “a worse and less functional version of your smartphone.” Humane, which, like io, was lead by former Apple employees, has already disappeared into the mist of an acquihire by HP and shut down all AI Pins in February.  The Rabbit R1 is still going, even if its “large action model” hype and momentum appear to have dissipated. Earlier this month, the company added a memory log that can help its AI assistant have context for interactions. It’s also offering a free a free trial of Intern, its “upgraded AI-native operating system that coordinates multiple agents to get things done,” even if you don’t own an R1, as it continues to work on rabbitOS 2.0.

This is the second in a multi-part series on creating web applications with generative AI integration. Part 1 focused on explaining the AI stack and why the application layer is the best place in the stack to be. Check it out here. Table of Contents Introduction I thought spas were supposed to be relaxing? Microservices are for Macrocompanies Ruby and Python: Two Sides of the Same Coin Recent AI Based Gems Summary Introduction It’s not often that you hear the Ruby language mentioned when discussing AI. Python, of course, is the king in this world, and for good reason. The community has coalesced around the language. Most model training is done in PyTorch or TensorFlow these days. Scikit-learn and Keras are also very popular. RAG frameworks such as LangChain and LlamaIndex cater primarily to Python. However, when it comes to building web applications with AI integration, I believe Ruby is the better language. As the co-founder of an agency dedicated to building MVPs with generative AI integration, I frequently hear potential clients complaining about two things: Applications take too long to build Developers are quoting insane prices to build custom web apps These complaints have a common source: complexity. Modern web apps have a lot more complexity in them than in the good ol’ days. But why is this? Are the benefits brought by complexity worth the cost? I thought spas were supposed to be relaxing? One big piece of the puzzle is the recent rise of single-page applications (SPAs). The most popular stack used today in building modern SPAs is MERN (MongoDB, Express.js, React.js, Node.js). The stack is popular for a few reasons: It is a JavaScript-only stack, across both front-end and back-end. Having to only code in only one language is pretty nice! SPAs can offer dynamic designs and a “smooth” user experience. Smooth here means that when some piece of data changes, only a part of the site is updated, as opposed to having to reload the whole page. Of course, if you don’t have a modern smartphone, SPAs won’t feel so smooth, as they tend to be pretty heavy. All that JavaScript starts to drag down the performance. There is a large ecosystem of libraries and developers with experience in this stack. This is pretty circular logic: is the stack popular because of the ecosystem, or is there an ecosystem because of the popularity? Either way, this point stands.React was created by Meta. Lots of money and effort has been thrown at the library, helping to polish and promote the product. Unfortunately, there are some downsides of working in the MERN stack, the most critical being the sheer complexity. Traditional web development was done using the Model-View-Controller (MVC) paradigm. In MVC, all of the logic managing a user’s session is handled in the backend, on the server. Something like fetching a user’s data was done via function calls and SQL statements in the backend. The backend then serves fully built HTML and CSS to the browser, which just has to display it. Hence the name “server”. In a SPA, this logic is handled on the user’s browser, in the frontend. SPAs have to handle UI state, application state, and sometimes even server state all in the browser. API calls have to be made to the backend to fetch user data. There is still quite a bit of logic on the backend, mainly exposing data and functionality through APIs. To illustrate the difference, let me use the analogy of a commercial kitchen. The customer will be the frontend and the kitchen will be the backend. MVCs vs. SPAs. Image generated by ChatGPT. Traditional MVC apps are like dining at a full-service restaurant. Yes, there is a lot of complexity (and yelling, if The Bear is to be believed) in the backend. But the frontend experience is simple and satisfying: all the customer has to do is pick up a fork and eat their food. SPAs are like eating at a buffet-style dining restaurant. There is still quite a bit of complexity in the kitchen. But now the customer also has to decide what food to grab, how to combine them, how to arrange them on the plate, where to put the plate when finished, etc. Andrej Karpathy had a tweet recently discussing his frustration with attempting to build web apps in 2025. It can be overwhelming for those new to the space. The reality of building web apps in 2025 is that it's a bit like assembling IKEA furniture. There's no "full-stack" product with batteries included, you have to piece together and configure many individual services:– frontend / backend (e.g. React, Next.js, APIs)– hosting…— Andrej Karpathy (@karpathy) March 27, 2025 In order to build MVPs with AI integration rapidly, our agency has decided to forgo the SPA and instead go with the traditional MVC approach. In particular, we have found Ruby on Rails (often denoted as Rails) to be the framework best suited to quickly developing and deploying quality apps with AI integration. Ruby on Rails was developed by David Heinemeier Hansson in 2004 and has long been known as a great web framework, but I would argue it has recently made leaps in its ability to incorporate AI into apps, as we will see. Django is the most popular Python web framework, and also has a more traditional pattern of development. Unfortunately, in our testing we found Django was simply not as full-featured or “batteries included” as Rails is. As a simple example, Django has no built-in background job system. Nearly all of our apps incorporate background jobs, so to not include this was disappointing. We also prefer how Rails emphasizes simplicity, with Rails 8 encouraging developers to easily self-host their apps instead of going through a provider like Heroku. They also recently released a stack of tools meant to replace external services like Redis. “But what about the smooth user experience?” you might ask. The truth is that modern Rails includes several ways of crafting SPA-like experiences without all of the heavy JavaScript. The primary tool is Hotwire, which bundles tools like Turbo and Stimulus. Turbo lets you dynamically change pieces of HTML on your webpage without writing custom JavaScript. For the times where you do need to include custom JavaScript, Stimulus is a minimal JavaScript framework that lets you do just that. Even if you want to use React, you can do so with the react-rails gem. So you can have your cake, and eat it too! SPAs are not the only reason for the increase in complexity, however. Another has to do with the advent of the microservices architecture. Microservices are for Macrocompanies Once again, we find ourselves comparing the simple past with the complexity of today. In the past, software was primarily developed as monoliths. A monolithic application means that all the different parts of your app — such as the user interface, business logic, and data handling — are developed, tested, and deployed as one single unit. The code is all typically housed in a single repo. Working with a monolith is simple and satisfying. Running a development setup for testing purposes is easy. You are working with a single database schema containing all of your tables, making queries and joins straightforward. Deployment is simple, since you just have one container to look at and modify. However, once your company scales to the size of a Google or Amazon, real problems begin to emerge. With hundreds or thousands of developers contributing simultaneously to a single codebase, coordinating changes and managing merge conflicts becomes increasingly difficult. Deployments also become more complex and risky, since even minor changes can blow up the entire application! To manage these issues, large companies began to coalesce around the microservices architecture. This is a style of programming where you design your codebase as a set of small, autonomous services. Each service owns its own codebase, data storage, and deployment pipelines. As a simple example, instead of stuffing all of your logic regarding an OpenAI client into your main app, you can move that logic into its own service. To call that service, you would then typically make REST calls, as opposed to function calls. This ups the complexity, but resolves the merge conflict and deployment issues, since each team in the organization gets to work on their own island of code. Another benefit to using microservices is that they allow for a polyglot tech stack. This means that each team can code up their service using whatever language they prefer. If one team prefers JavaScript while another likes Python, this is no issue. When we first began our agency, this idea of a polyglot stack pushed us to use a microservices architecture. Not because we had a large team, but because we each wanted to use the “best” language for each functionality. This meant: Using Ruby on Rails for web development. It’s been battle-tested in this area for decades. Using Python for the AI integration, perhaps deployed with something like FastAPI. Serious AI work requires Python, I was led to believe. Two different languages, each focused on its area of specialty. What could go wrong? Unfortunately, we found the process of development frustrating. Just setting up our dev environment was time-consuming. Having to wrangle Docker compose files and manage inter-service communication made us wish we could go back to the beauty and simplicity of the monolith. Having to make a REST call and set up the appropriate routing in FastAPI instead of making a simple function call sucked. “Surely we can’t develop AI apps in pure Ruby,” I thought. And then I gave it a try. And I’m glad I did. I found the process of developing an MVP with AI integration in Ruby very satisfying. We were able to sprint where before we were jogging. I loved the emphasis on beauty, simplicity, and developer happiness in the Ruby community. And I found the state of the AI ecosystem in Ruby to be surprisingly mature and getting better every day. If you are a Python programmer and are scared off by learning a new language like I was, let me comfort you by discussing the similarities between the Ruby and Python languages. Ruby and Python: Two Sides of the Same Coin I consider Python and Ruby to be like cousins. Both languages incorporate: High-level Interpretation: This means they abstract away a lot of the complexity of low-level programming details, such as memory management. Dynamic Typing: Neither language requires you to specify if a variable is an int, float, string, etc. The types are checked at runtime. Object-Oriented Programming: Both languages are object-oriented. Both support classes, inheritance, polymorphism, etc. Ruby is more “pure”, in the sense that literally everything is an object, whereas in Python a few things (such as if and for statements) are not objects. Readable and Concise Syntax: Both are considered easy to learn. Either is great for a first-time learner. Wide Ecosystem of Packages: Packages to do all sorts of cool things are available in both languages. In Python they are called libraries, and in Ruby they are called gems. The primary difference between the two languages lies in their philosophy and design principles. Python’s core philosophy can be described as: There should be one — and preferably only one — obvious way to do something. In theory, this should emphasize simplicity, readability, and clarity. Ruby’s philosophy can be described as: There’s always more than one way to do something. Maximize developer happiness. This was a shock to me when I switched over from Python. Check out this simple example emphasizing this philosophical difference: # A fight over philosophy: iterating over an array # Pythonic way for i in range(1, 6): print(i) # Ruby way, option 1 (1..5).each do |i| puts i end # Ruby way, option 2 for i in 1..5 puts i end # Ruby way, option 3 5.times do |i| puts i + 1 end # Ruby way, option 4 (1..5).each { |i| puts i } Another difference between the two is syntax style. Python primarily uses indentation to denote code blocks, while Ruby uses do…end or {…} blocks. Most include indentation inside Ruby blocks, but this is entirely optional. Examples of these syntactic differences can be seen in the code shown above. There are a lot of other little differences to learn. For example, in Python string interpolation is done using f-strings: f"Hello, {name}!", while in Ruby they are done using hashtags: "Hello, #{name}!". Within a few months, I think any competent Python programmer can transfer their proficiency over to Ruby. Recent AI-based Gems Despite not being in the conversation when discussing AI, Ruby has had some recent advancements in the world of gems. I will highlight some of the most impressive recent releases that we have been using in our agency to build AI apps: RubyLLM (link) — Any GitHub repo that gets more than 2k stars within a few weeks of release deserves a mention, and RubyLLM is definitely worthy. I have used many clunky implementations of LLM providers from libraries like LangChain and LlamaIndex, so using RubyLLM was like a breath of fresh air. As a simple example, let’s take a look at a tutorial demonstrating multi-turn conversations: require 'ruby_llm' # Create a model and give it instructions chat = RubyLLM.chat chat.with_instructions "You are a friendly Ruby expert who loves to help beginners." # Multi-turn conversation chat.ask "Hi! What does attr_reader do in Ruby?" # => "Ruby creates a getter method for each symbol... # Stream responses in real time chat.ask "Could you give me a short example?" do |chunk| print chunk.content end # => "Sure! # ```ruby # class Person # attr... Simply amazing. Multi-turn conversations are handled automatically for you. Streaming is a breeze. Compare this to a similar implementation in LangChain: from langchain_openai import ChatOpenAI from langchain_core.schema import SystemMessage, HumanMessage, AIMessage from langchain_core.callbacks.streaming_stdout import StreamingStdOutCallbackHandler SYSTEM_PROMPT = "You are a friendly Ruby expert who loves to help beginners." chat = ChatOpenAI(streaming=True, callbacks=[StreamingStdOutCallbackHandler()]) history = [SystemMessage(content=SYSTEM_PROMPT)] def ask(user_text: str) -> None: """Stream the answer token-by-token and keep the context in memory.""" history.append(HumanMessage(content=user_text)) # .stream yields message chunks as they arrive for chunk in chat.stream(history): print(chunk.content, end="", flush=True) print() # newline after the answer # the final chunk has the full message content history.append(AIMessage(content=chunk.content)) ask("Hi! What does attr_reader do in Ruby?") ask("Great - could you show a short example with attr_accessor?") Yikes. And it’s important to note that this is a grug implementation. Want to know how LangChain really expects you to manage memory? Check out these links, but grab a bucket first; you may get sick. Neighbors (link) — This is an excellent library to use for nearest-neighbors search in a Rails application. Very useful in a RAG setup. It integrates with Postgres, SQLite, MySQL, MariaDB, and more. It was written by Andrew Kane, the same guy who wrote the pgvector extension that allows Postgres to behave as a vector database. Async (link) — This gem had its first official release back in December 2024, and it has been making waves in the Ruby community. Async is a fiber-based framework for Ruby that runs non-blocking I/O tasks concurrently while letting you write simple, sequential code. Fibers are like mini-threads that each have their own mini call stack. While not strictly a gem for AI, it has helped us create features like web scrapers that run blazingly fast across thousands of pages. We have also used it to handle streaming of chunks from LLMs. Torch.rb (link) — If you are interested in training deep learning models, then surely you have heard of PyTorch. Well, PyTorch is built on LibTorch, which essentially has a lot of C/C++ code under the hood to perform ML operations quickly. Andrew Kane took LibTorch and made a Ruby adapter over it to create Torch.rb, essentially a Ruby version of PyTorch. Andrew Kane has been a hero in the Ruby AI world, authoring dozens of ML gems for Ruby. Summary In short: building a web application with AI integration quickly and cheaply requires a monolithic architecture. A monolith demands a monolingual application, which is necessary if your end goal is quality apps delivered with speed. Your main options are either Python or Ruby. If you go with Python, you will probably use Django for your web framework. If you go with Ruby, you will be using Ruby on Rails. At our agency, we found Django’s lack of features disappointing. Rails has impressed us with its feature set and emphasis on simplicity. We were thrilled to find almost no issues on the AI side. Of course, there are times where you will not want to use Ruby. If you are conducting research in AI or training machine learning models from scratch, then you will likely want to stick with Python. Research almost never involves building Web Applications. At most you’ll build a simple interface or dashboard in a notebook, but nothing production-ready. You’ll likely want the latest PyTorch updates to ensure your training runs quickly. You may even dive into low-level C/C++ programming to squeeze as much performance as you can out of your hardware. Maybe you’ll even try your hand at Mojo. But if your goal is to integrate the latest LLMs — either open or closed source — into web applications, then we believe Ruby to be the far superior option. Give it a shot yourselves! In part three of this series, I will dive into a fun experiment: just how simple can we make a web application with AI integration? Stay tuned.  If you’d like a custom web application with generative AI integration, visit losangelesaiapps.com The post Building AI Applications in Ruby appeared first on Towards Data Science.

2025 est l’année du déploiement à grande échelle de l’intelligence artificielle générative au sein des entreprises, et ce dans tous les...

Credit: OpenAI On Wednesday, OpenAI announced that it had acquired the startup of iPhone designer Jony Ive, a big win for the company.Ive's startup is called io, and the purchase price is nearly $6.5 billion, according to Bloomberg, which would make it OpenAI's biggest acquisition to date. The official announcement didn't contain much detail and mostly consisted of Altman and Ive gushing about each other. "Two years ago, Jony Ive and the creative collective LoveFrom, quietly began collaborating with Sam Altman and the team at OpenAI. A collaboration built upon friendship, curiosity and shared values quickly grew in ambition. Tentative ideas and explorations evolved into tangible designs. The ideas seemed important and useful. They were optimistic and hopeful. They were inspiring. They made everyone smile. They reminded us of a time when we celebrated human achievement, grateful for new tools that helped us learn, explore and create...We gathered together the best hardware and software engineers, the best technologists, physicists, scientists, researchers and experts in product development and manufacturing. Many of us have worked closely for decades. The io team, focused on developing products that inspire, empower and enable, will now merge with OpenAI to work more intimately with the research, engineering and product teams in San Francisco."Fortunately, an accompanying video posted on OpenAI's X page has more concrete information. You May Also Like There's plenty of gushing there too, but the gist is OpenAI is going to make AI-powered devices with Ive and his io team. The initiative is "formed with the mission of figuring out how to make a family of devices that would let people use AI to create all sorts of wonderful things," said Altman in the video. Mashable Light Speed Want more out-of-this world tech, space and science stories? Sign up for Mashable's weekly Light Speed newsletter. By clicking Sign Me Up, you confirm you are 16+ and agree to our Terms of Use and Privacy Policy. Thanks for signing up! Altman also shared that he has a prototype of what Ive and his team have developed, calling it the "coolest piece of technology the world has ever seen."As far back as 2023, there were reports of OpenAI teaming up with Ive for some kind of AI-first device. Altman and Ive's bromance formed over ideas about developing an AI device beyond the current hardware limitations of phones and computers. "The products that we're using to deliver and connect us to unimaginable technology, they're decades old," said Ive in the video, "and so it's just common sense to at least think surely there's something beyond these legacy products."Ive is famous for his work at Apple, where he led the designs for the iPod, iPhone, iPad, and Apple Watch. Steve Jobs even described Ive as his "spiritual partner." OpenAI's move into hardware with a legendary designer, no less, shows the company has no signs of slowing down in terms of dreaming up new products. Just yesterday, Google launched a fleet of AI products, including XR hardware, indicating to some that it had caught up with OpenAI. But OpenAI just unlocked another new realm in AI competition. OpenAI says it plans to share its work with io and Ive starting in 2026.Disclosure: Ziff Davis, Mashable’s parent company, in April filed a lawsuit against OpenAI, alleging it infringed Ziff Davis copyrights in training and operating its AI systems. Cecily Mauran Tech Reporter Cecily is a tech reporter at Mashable who covers AI, Apple, and emerging tech trends. Before getting her master's degree at Columbia Journalism School, she spent several years working with startups and social impact businesses for Unreasonable Group and B Lab. Before that, she co-founded a startup consulting business for emerging entrepreneurial hubs in South America, Europe, and Asia. You can find her on X at @cecily_mauran.

It's always the right time to add to or refresh your home security devices, but it's so much more right when it's on sale. We're already seeing major discounts on smart video doorbells and indoor and outdoor security cameras, ahead of the Memorial Day holiday. Whether you want to capture HD videos of people at your front door, check on your pets whereabouts during the day, or find out whether you received a package delivery (maybe for a security camera, how meta), these top-rated security cams will get the job done and save you some money, too. Indoor Camera DealsThe TP-Link Tapo Indoor/Outdoor Home Security Wi-Fi Camera C120 is a versatile camera that can work indoors or outdoor, but because of the corded power source, in may be optimal for indoor use. But even the limitation of a power cord couldn't prevent this camera from being one of our favorite security devices and now It's currently 38% off. We love the sharp 2K video with strong color night vision, smart motion and sound alerts, local and cloud video storage, built-in spotlights, and voice control support. In his review, our expert, John R. Delaney, said, "If you’re in the market for a feature-rich security camera for indoor or outdoor use but don’t want to spend a bundle, the TP-Link Tapo Indoor/Outdoor Home Security Wi-Fi Camera C120 deserves a spot on your shortlist." It's no wonder why it's scored an "Outstanding" rating.One of the earliest pioneers in video doorbells is of course pretty great at making indoor cameras too. The Ring Indoor Cam is an affordable, two way audio with 1080p video resolution that offers cloud storage, and color night vision. While there is no local storage option, the camera does work with Alexa and has excellent phone controls while in app. Our expert gave the cam, an "Excellent" rating saying, "The Ring Indoor Cam is easy to recommend, especially if you already use other Ring products to protect your home." Easier still, thanks to the 43% discount. Outdoor Camera DealsThe Ring Floodlight Cam Wired Plus is a hybrid camera that doubles as an excellent set of floodlights. With sharp HDR video quality, color night vision, cloud storage, Wi-Fi connectivity, and bright 2,500 lumens of lighting, the Ring Plus delivers in both of its primary features. Using your existing home wiring, the hybrid security device can deliver non-stop power. In our review our expert said the Wired Plus is a "worthy addition for enhancing your outdoor security" and gave it an "Excellent" rating. Right now it's 33% off. The Eufy Security SoloCam S340 is a great, sharp camera that offers night vision, local video storage, has no blind spots thanks to a mechanical pan and tilt feature and cane operate on battery or solar power. With a built-in spotlight, 3K resolution video, and a three-month battery life, the Eufy is a serious powerhouse when it comes home security. Our called the cam, an "excellent choice for monitoring your yard" giving it an "Editor's Choice" rating in their review. Go and save yourself $40 on this one today. Recommended by Our EditorsWith a wire-free installation, sharp 1080p video, a long lasting battery and local cloud storage options, the Blink Outdoor 4 is an absolute steal now that it's 50% off and marked down to $49.99. And best yet, if you're in the Amazon/Alexa ecosystem, the cam works with Alexa voice commands. Our expert gave the Blink Outdoor 4 an "Excellent" rating, calling it a great buy as "it provides up to two years of battery life, is a cinch to install, delivers reasonably sharp 1080p video, and works with Alexa voice commands."Video Doorbell DealsThe Ecobee Smart Doorbell Camera (wired) is a surprisingly quality security device with the ability to synch to any home smart system (Amazon, Alexa, or Apple). The Ecobee Camera delivers a head-to-toe view of your front door, 1440p camera clarity with 175-degree field of view and 8x digital zoom. The Ecobee app, even without a subscription, allows two-way talk on the camera, but with a monthly sub, you can also unlock person, and package detection. With a three-year warranty right out of the box, a 38% off discount, plus an "Excellent" rating from our expert, you'll be hard pressed to find a deal better than this.The Eufy Video Doorbell E340 features two cameras (one for visitors, the other for packages), both at a sharp 2K resolution and requires no subscription. while other video cam companies offer a paid sub to access a library of videos, Eufy gives many of those same options for free including alerts, face recognition, and more. It's why our expert gave the cam an "Excellent" rating, stating, "it offers free video storage and smart alerts, features many competitors charge extra for." And right now, you can it this great video doorbell for 20% off. We’re finding Early Memorial Day Deals everywhere, from retailers like Amazon and Walmart to top brands like Apple and HP. And don’t forget to check out all of the Memorial Day Deals Under $100 and Under $50. But, if you’re looking for something more specific, we’ve rounded up the following holiday deals for you:

Posted on : May 21, 2025 By Tech World Times Business  Rate this post In this era where there is technological business evolution, it is very important to have some sort of edge over the counterparts. Regardless of whether operating a large-scale operation or a small-line manufacturing operation, your company requires operational efficiency in the manufacturing department. Attaining good performance and profitability in operational business entities is important for success. It can assist your manufacturing company in maximizing performance coordination and eliminating wastage. Keeping this scenario under consideration, we are presenting to you 5 strategies to maximize FMCG production efficiency. Applying Lean Manufacturing Principles   Lean manufacturing is a technique of waste elimination that is practiced within the manufacturing system. This is done to decrease waste amount so that efficiency is maximized. It enables the incorporation of statistical methods in removing articles at each step of the manufacturing process. Here are some ways to apply lean manufacturing principles: ·       Value stream mapping ·       In time production Investing in The Latest Cutting Edge Technologies Quick investment in advanced technologies creates new opportunities for enhancing operational efficiency in manufacturing. Here are some methods of relying on the techniques of advanced technologies: ·       Production process automation ·       Execution of advanced technologies  in manufacturing ·       Investing in the Internet of Things (IoT)  Methods of Supply Chain Management and Optimization Effective optimization and management of the supply chain play a vital role in operational manufacturing. This is because an optimized and well-managed supply chain guarantees shorter timelines for manufacturing. It reduces labor costs and generates enhanced product quality and much more. Some of the techniques to optimize supply chain management are: ·       Collaborating with the suppliers ·       Management of inventory and logistics Promotion of Workforce Engagement and Training The utilization of funds for the development and training of the workforce to guarantee that they attain an appropriate level of training to meet the needed industrial skills set, allows manufacturers to obtain a capable workforce that can raise the speed of production to attain operational efficiency in manufacturing.   This can be achieved through the adoption of different techniques: ·       Training sessions ·       Engagement ·       Applying Health and Safety measures Analysis and Monitoring of the Performance Metrics    The analysis and monitoring of the performance metrics daily is very important to pinpoint the important areas for improvement. This is the point where you can analyze and monitor the performance flawlessly. It can be attained through the implementation of the following techniques: ·       Effectiveness of the equipment ·       Cycle time of the production process ·       Decreasing the downtime period  Conclusion Maximizing an FMCG (Fast-Moving Consumer Goods) manufacturing company entails an in-depth evaluation of different processes, systems, and strategies to guarantee optimal efficiency, productivity, and profitability. Regardless of whether operating a large-scale operation or a small-line manufacturing operation, your company requires operational efficiency in the manufacturing department. Attaining good performance and profitability in operational business entities is important for success. It can assist your manufacturing company in maximizing performance coordination and eliminating wastage. After viewing the discussion above, it can be said that these five strategies can change your manufacturing ecosystem. This will boost profitability, efficiency, and productivity. Tech World TimesTech World Times (TWT), a global collective focusing on the latest tech news and trends in blockchain, Fintech, Development & Testing, AI and Startups. If you are looking for the guest post then contact at techworldtimes@gmail.com

The Jet Li Collection (4K Blu-ray) $107 (was $130) | Releases July 29 Preorder at Amazon Preorder at Walmart If there was a Mount Rushmore of action stars, you can bet that Jet Li's face would be on it. A legend of Hong Kong's golden age of filmmaking and the star of several cult-classic Hollywood movies, Jet Li's movies are as enjoyable today as they were over 30 years ago. Five of the best Jet Li movies are being collected in a new 4K Blu-ray box set. Preorders for The Jet Li Collection opened in April, and now Amazon and Walmart are offering a nice discount that drops the price to $107 (was $130).If you already preordered a copy at full price, the new discount will automatically be applied to your order when Amazon or Walmart charges your payment method. Both retailers wait until preorders ship to charge, so if the price drops even lower before The Jet Li Collection's July 29 release, you'll be eligible for additional discounts thanks to the preorder price guarantee. The Jet Li Collection (4K Blu-ray) $107 (was $130) | Releases July 29 This collection is part of Shout Factory's new Hong Kong Cinema Classics line, and inside, you'll find the following movies on 4K Blu-ray and 1080p Blu-ray.Fist of LegendTai Chi MasterFong Sai Yuk AKA The LegendFong Sai Yuk 2 AKA The Legend 2The Bodyguard from BeijingEach movie is a new 4K restoration from the original film negatives, and they all come with brand-new extras. Not every movie here offers a massive number of bonus materials, but there's still a lot to dive into overall. You can check out all of the special features at the end of this story. Preorder at Amazon Preorder at Walmart These movies are essentially a highlight reel of Li's career during the '90s, with three of them being filmed in 1993 alone. Earlier films like Once Upon a Time in China and Swordsman 2 helped turn him into a rising star thanks to his talent and well-choreographed fight scenes, and the Fong Sai Yuk movies--known as The Legend and The Legend 2 in the US--alongside Tai Chi Master showcased more of his graceful ability to smash faces. Fast-forward to 1994, and Li's work on The Bodyguard from Beijing and Fist of Legend were two more instant classics that garnered international praise.Continue Reading at GameSpot

Join Anthony Taormina as he unboxes goodies celebrating the release of Game of Thrones: Kingsroad, a new mobile and PC game arriving May 21st. The special gift box includes a hoodie, cooling towel, whiskey glass, and more!

Torrenting, or P2P (peer-to-peer) file sharing, is a convenient way to download large files quickly. But it isn’t without its risks. Not only is there the risk of accidentally downloading a malicious file or malware, but there’s a privacy risk as well — your ISP can see all your online activity and they usually don’t take too kindly to torrenting. That’s why it’s imperative that you use a VPN while doing any torrenting or P2P file sharing. A VPN can keep your connection private and encrypt your data so that unwanted prying eyes — cybercriminals, overbearing ISPs, or nosy government watchdogs — can’t monitor your online activity. If you’re interested in using a VPN for something other than just torrenting you can check out my list of best VPNs for even more great options. NordVPN – Best VPN for torrenting overall Pros Tons of privacy and security features Outstanding speeds Included antivirus and password manager Cons Expensive Price When Reviewed: Dès 3,49 €/mois Best Prices Today: Retailer Price NordVPN €3.49 View Deal Price comparison from over 24,000 stores worldwide Product Price Price comparison from Backmarket Who should use NordVPN? NordVPN is the perfect VPN for torrenting due to its fantastic security features, multi-hop connections, and independently verified no-logs policy. Plus, it comes with a built-in ad- and tracker-blocker as well as malware protection and a link checker — you know, for any of those dubious Linux torrenting sites you might run into. NordVPN also proved to be the fastest VPN on the market in my testing, so those large P2P files should download in no-time. It truly has everything you could want to make your torrenting faster, easier, and most importantly, safer. Even power users will find plenty of customizable options to get the most out of their experience. NordVPN: Further considerations NordVPN comes with broad device support and Windows and Android apps are easy to use. It also comes with handy features such as access to the TOR network over VPN, multi-hop connections, Meshnet file sharing network, and Nord’s latest password manager and link-checker safety tool. Additionally, NordVPN offers an extensive server network with locations all over the world. A monthly subscription might be a bit expensive, but if you opt for longer-term plans the price becomes a lot cheaper. Read our full NordVPN pour Mac review ExpressVPN – Best VPN for torrenting runner-up Pros Excellent speeds Well-designed interface Great security and privacy practices Cons More expensive than other VPNs Light on extra security features Price When Reviewed: Dès 7,94 €/mois Best Prices Today: Retailer Price ExpressVPN €7.94 View Deal Price comparison from over 24,000 stores worldwide Product Price Price comparison from Backmarket Who should use ExpressVPN? ExpressVPN is a true all-arounder and a great option for everyone. I give it the runner-up spot here as NordVPN comes with a few more security features than ExpressVPN — when it comes to torrenting, the more security the better. However, ExpressVPN is still an excellent VPN choice for torrenting as it makes all of the right privacy promises and its speeds are very good. Also, ExpressVPN is officially based in the British Virgin Islands, meaning it isn’t subject to any domestic or international data sharing requirements. You can feel confident your ISP or other interested parties won’t uncover your P2P activity. ExpressVPN: Further considerations ExpressVPN also has a lot of other great qualities that make it worth your while, such as wide device support, smart DNS, and reliable unblocking capabilities. The service has even begun branching out to adopt a more holistic approach to security, adding ad- and tracker-blocking and, most recently, a password manager to the service, as well. It’s not the cheapest VPN out there, but you do get excellent value for your money, and the service is regularly bringing in third-party auditors to validate its privacy credentials. Read our full ExpressVPN review Proton VPN – Best free VPN for torrenting Pros Unrivaled free plan Great privacy tools Reliable and transparent no-logs policy Cons Premium plan is expensive Some minor unblocking issues Best Prices Today: Retailer Price Proton VPN $9.99 View Deal Price comparison from over 24,000 stores worldwide Product Price Price comparison from Backmarket Who should use Proton VPN? Simply put, anyone who wants to torrent should use a VPN and anyone who doesn’t want to pay for a VPN should use ProtonVPN. It’s free and has no data limits. I call that a win-win. At no cost, you’ll get a one-device connection with no data or time limits. I repeat, no data or time limits. That’s absolutely unheard of from a major VPN provider and it means you can safely torrent to your heart’s content without worrying about your file sizes. Sure, the free version of ProtonVPN comes with access to only five servers, but when you’re torrenting, the server location shouldn’t matter anyways. Proton VPN: Further considerations ProtonVPN also has some of the fastest speeds around, both upstream and down, which is helpful when you want to spread the Open Office love as quickly as possible. The Swiss-based service has excellent privacy promises, and it has a bunch of servers in a friggin’ bunker too — looking at you, torrenting preppers. The monthly price for the premium version does come in at the expensive side though, so I would recommend trying out the free version first before you upgrade. Read our full ProtonVPN review Mullvad – Best for privacy Pros Good speeds Inexpensive monthly plan Unrivaled anonymity Cons Struggles with unblocking streaming services Smaller server network Lacks some extra features Who should use Mullvad? Mullvad is ultimately for the privacy-conscious user. Those who really demand ultimate anonymity when torrenting, or just using a VPN in general, will find that Mullvad takes active measures to ensure they never know who you are — meaning no other observer will know who you are either. All Mullvad servers are also capable of P2P transfers so you can just pick your favorite server and start torrenting. The Sweden-based company appreciates your business, but it’s not interested in finding out who you are. It goes well beyond the standards of most other VPN companies when it comes to protecting your anonymity. Instead of using an email and password combo, Mullvad randomly generates an account number that functions as your username and password. And you can even decide to mail in cash as a subscription payment if you don’t want your credit card on file. Mullvad: Further considerations While Mullvad focuses on privacy, it’s no slouch in other departments. It ranks in the top 10 for speeds, and comes with a convenient split-tunneling feature too. Plus, the service has a very inexpensive monthly subscription fee so it can be a great budget option as well. Read our full Mullvad review Private Internet Access – Best for customization Pros Multiple independently verified no-log audits Unlimited simultaneous device connections Vast server network Cons App is a little clunky Speeds are fairly pedestrian Best Prices Today: Retailer Price Private Internet Access $11.95 View Deal Price comparison from over 24,000 stores worldwide Product Price Price comparison from Backmarket Who should use Private Internet Access? PIA is best suited for those who like to tinker with their software. It provides so many customizable features that it can come across as a bit overwhelming to the uninitiated and those just looking for a set-it and forget-it option. But power users will find a plethora of tweakable options and settings to keep them happy through all of their torrenting endeavors. All servers are capable of P2P file transfers, and features like port forwarding mean your torrenting will be faster and more reliable. Private Internet Access: Further considerations Private Internet Access (PIA) is one of the most popular VPN providers and has seemingly been around forever. PIA not only comes with an insane amount of servers, but also great features such as multi-hop, an app-based kill switch, and split-tunneling. PIA also has a great record of transparency, regularly undergoing independent no-logs audits. It does lack some speed in comparison to other top picks here, but that shouldn’t translate to too much of a hit while torrenting. Read our full Private Internet Access review Other VPNs we liked While we believe that the above VPNs for torrenting are currently the most worthy of your hard-earned money, there are a few other noteworthy services that deserve attention: PrivadoVPN is a strong overall service, but the free version of the VPN really stands out and is second only to Proton VPN. Windscribe Pro offers great security, with both a Windows client and browser extension that work in tandem to block ads and its free version is a good option for everyday activities. Hide.me is a well-rounded service that ticks almost every box and the fantastic array of configurable settings make it a power-user’s dream. U.S.-based IPVanish nails all of the basics: good speeds, a large server network, and privacy promises backed up with independent audits. TunnelBear is an undeniably charming VPN that is extremely easy to use, and doesn’t overwhelm with too many features or country options, which makes it ideal for VPN novices or those who aren’t the most tech-savvy. I’m continuously evaluating new VPNs and reevaluating services I’ve already tested on a regular basis to find the best for torrenting, so be sure to come back for more recommendations and to see what else we’ve put through their P2P paces. Can I get a better VPN deal? Here at PCWorld, we are regularly hunting down the best VPN deals to help you get the most bang for your buck. VPN services are frequently running deals throughout the year, so you should have a few chances to snag your favorite torrenting VPN on a steep discount if you can time it right. While the prices for all VPNs on this list are updated daily, they do not account for special deals or offers. It’s best to keep checking our deals article to see what new limited-time discounts are on offer each week. Additionally, sales events such as Amazon Prime Day in mid-July and Black Friday at the end of November provide excellent opportunities to find even cheaper VPN deals. How we test VPNs We judge VPNs on a variety of criteria including server network, connection speeds, privacy protections, ease-of-use, additional features, and cost. For a more detailed guide on our evaluation process, check out PCWorld’s comprehensive guide on how we test VPN services. Speed tests are kept as simple as possible. We average the connections between different global locations for any given VPN and then compare them to our baseline internet speed to get a good picture of the overall connection speeds. We thoroughly research and analyze the privacy policies and histories of each VPN and note any outstanding discrepancies or data collection issues. Experience and ease-of-use are subjective, but we try our best to give an accurate representation of how it feels to work with the VPN. And finally, we compare the value of the service based upon its price and additional features to the industry average to help you gain an accurate picture of what you’ll get for your money. Why you should trust PCWorld for VPN reviews and buying advice Here at PCWorld we’ve been testing computer hardware, software, and services since the 1980s. As reviewers and users of PC hardware and software, we put every product through its paces using rigorous benchmarking and hands-on evaluation. We’d never recommend something we wouldn’t want for ourselves. Who curated this article? Sam Singleton is PCWorld’s VPN beat reporter and jack of all trades. When he’s not on the hunt for the best computer deals he’s covering VPNs, productivity software, laptops, and a wide gamut of consumer-grade hardware and software. How to choose the best VPN for torrenting One of the first things you should look for when shopping around for a VPN is the number of servers and locations. It’s difficult to judge any VPN by just one feature, but a semi-reliable way to tell if a VPN is even worth your time is to look at the server network. Anything with 1,000 or more servers and 30 or more country locations will do. Speed The next thing to consider is a VPN’s speed. This may be tricky to do since you aren’t likely to be able to test connection speeds without paying to use the service. Reading reviews online will give you a general estimate. Look for reviews, like ours, that give you a relative average of connection speeds rather than direct Mbps speed comparisons, for a more accurate picture. Privacy You’ll also want to read up on a VPN’s privacy protections. Does it have a no-logs policy? Has it undergone any independent audits of its servers? Where is the VPN company located? All of these will give you an idea of whether or not a VPN is transparent with its data collection policies and if it’s subject to government data sharing requirements. Price As with all subscription services, you’ll want to review the price of a VPN service. Do you want a monthly or yearly subscription? Some top VPNs might be pricey month-to-month, but actually become quite affordable with long-term plans. P2P In regards to torrenting, you absolutely want a VPN service provider that allows P2P file sharing on their network. Preferably P2P is allowed on all servers, but even some of the best VPNs only allow it on designated servers—check these P2P-optimized server locations first to make sure they are in convenient locations close to you to ensure the best speeds. Additional features Other factors you’ll want to take into consideration are the overall ease-of-use, user experience, and any additional features. Some of these features, such as split-tunneling and kill switches, can be extremely useful for certain purposes and might sway your subscription decision one way or the other. FAQ 1. What is the best VPN for torrenting? NordVPN is our pick for the best VPN for torrenting. Not only do all of its servers work with P2P, but it has the fastest speeds of any VPN on the market and a huge server network. There is currently no other VPN on the market that provides as much privacy and security for the value as NordVPN and that’s why it’s our top pick. 2. What is the best free VPN for torrenting? Proton VPN is our pick for best free VPN for torrenting. With the free version, you’ll get all of the same privacy and security benefits of the premium version, plus no monthly data limits and good speeds.  The only major drawback is that you’ll be limited to a few servers, but that won’t really matter for torrenting anyways. 3. What is a VPN? VPNs create a secure tunnel between your PC and the internet. When you connect to a VPN your web traffic is routed through the chosen VPN server to make it appear as though you’re browsing from that server’s location, and not from your actual location. The VPN app will also encrypt your data so that any third parties such as your ISP can’t see your specific online activities. A VPN can be a great response to a variety of concerns, such as online privacy, anonymity, greater security on public Wi-Fi, and, of course, spoofing locations. 4. Is torrenting through a VPN safe? Safety while torrenting comes down to two things: anonymity and protection from malware or other malicious files.  As far as anonymity goes, yes, you will be protected from any snooping outsiders or your own ISP’s restrictions on file torrenting by using a VPN. If you know and trust the the service you’re using, torrenting with a VPN should be completely safe from prying eyes. In regards to protection from malware and other malicious files, no. A VPN on its own will not protect you from accidentally downloading malicious files from P2P networks or torrent sites. For this, it is highly recommended that you use an antivirus program to help keep you safe. 5. Are VPNs legal to use? Yes, in most countries, including the United States, using a VPN is perfectly legal. Even though some websites might try to block VPN connections, they are still okay to use. Please note, while using a VPN is legal, some of the activities done while using a VPN might be illegal. Activities such as downloading pirated copyrighted content or accessing dark web markets are both illegal with or without a VPN. 6. Can you be tracked with a VPN? While VPNs certainly offer you better privacy and security, they don’t make you completely anonymous nor keep you from being tracked entirely. A VPN will keep your ISP from seeing your traffic, but there are a mind-boggling number of ways that other companies or sites track you across the internet. For example, when you sign into a website, your identity is still revealed to that website, VPN or not. Or when you log into your Gmail account while using a VPN, Google can now collect personalized cookies based on your browsing. 7. Yes, but with a caveat. When using your normal home internet connection, your ISP can see everything you’re doing online. By using a VPN, all of your traffic will be rerouted through the VPN’s private servers, meaning your ISP won’t be able to snoop on your activity while connected.  The VPN creates a private tunnel for your traffic and encrypts all of your data running through that tunnel. This makes it unreadable to outside entities and so adds an extra layer of security, especially while downloading torrent files. This will mask the contents of your downloads from your ISP, but will not hide the fact that you’re downloading something nor the size of the download. Still, a VPN is one of the best ways to keep your online activities private and hidden from outside parties.

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