Lets Build Simple RAG Application 0 like January 27, 2025Share this postLast Updated on January 27, 2025 by Editorial TeamAuthor(s): Adipta Martulandi Originally published on Towards AI. Hands on Implementation RAG Application using LangchainThis member-only story is on us. Upgrade to access all of Medium.RAG PipelineLarge Language Models (LLMs) have revolutionized the way we interact with technology. Their ability to generate human-like text, answer questions, and process language has unlocked new possibilities across various industries. However, despite their impressive capabilities, LLMs have inherent limitations that can impact their effectiveness in real-world applications.One major drawback is their inability to access up-to-date or real-time information. Most LLMs are trained on static datasets that reflect the state of knowledge at a specific point in time. This means they cannot provide accurate responses about recent events, emerging trends, or newly published data. For instance, if an LLM was last trained in 2022, it would not be aware of events, advancements, or updates that occurred afterward.This limitation becomes critical when building applications that rely on current or domain-specific knowledge, such as financial forecasts, research insights, or live market data. In such cases, relying solely on pre-trained LLMs can lead to incomplete or outdated answers, undermining the applications utility.According to Whitepaper titled Agents by Google researcher, we can Enhanced our LLMs performance with several techniques:In-context learning: This approach equips a generalized model with a prompt, tools, and a few Read the full blog for free on Medium.Join thousands of data leaders on the AI newsletter. Join over 80,000 subscribers and keep up to date with the latest developments in AI. From research to projects and ideas. If you are building an AI startup, an AI-related product, or a service, we invite you to consider becoming asponsor. Published via Towards AITowards AI - Medium Share this post

Each January, the design communitys most tasteful designers, editors, and style makers alike descend on Saint-Germain-des-Prs, the chic Parisian neighborhood known colloquially as The Sixth for Paris Deco Off, and head just outside the city to peruse Maison & Objet. The pair of interiors fairscombined with Paris's legendary flea markets, famed January sales, and profusion of world-class museumsmakes this time in the City of Light nothing short of a decorator's paradise. And, amid the bounty of newness, there were plenty of standout trends that emerged. I spied fantastical worlds with lush hand-embroidery and beaded details; eye-jolting stripes in unexpected color combinations; and beautifully textural meandering maze and wave patterns. Referencing one new collection, Ariane Dalle, the creative director of litis, said "[it] embodies the energy and confidence our spaces crave." Could there be a more fitting vibe for the year ahead? Here are the other home decor trends I spotted. Fantasy WorldsCourtesy the BrandsFrom left: A forthcoming collaboration by Cole & Son x Ardmore; Palm Paradis by Lala Curio.Creative directors have long played with scale, perception and whimsy when it comes to textile design. During this years fair there was an abundance of fantastical scenes brimming with the imagination inside the creative talent behind each brand. Oversixe embroidered fruits and dreamlike vegetation hang from a fictitious tree inspired by Mediterranean life created by Sacha Walckhoff at Christian Lacroix is aptly titled Otro Mundo. On the other side of town at an apartment overlooking the Jardin du Palais Royale, Cole & Son debuted a new collaboration with South African based Ardmore ceramic art. Various hand-painted and beaded fruits, birds, and vibrant wildlife populate the branches of this energetic scenic wallpaper celebrating the mysterious and majestic South African Baobab, envisioned under the direction of Marie Karlsson and officially launching this June. LaLa Curio, founded by Laura Cheung Wolf and a Paris Dco newcomer, debuted collections from an apartment overlooking the recently restored Notre Dame, including the vibrant world of Palm Paradis, depicting rich hand painted tropical motifs on Thai silk in the 2,000-year-old Gongbi painting technique and finished with hand embroidered beadwork, sequins, wooden beads, and raffia.Spiced-Up StripesCourtesy the BrandsFrom left: Cork Street stripe in Emerald by Designers Guild; Turban stripe in Lilac by Gert Voorjans for Jim Thompson; Tiva stripe in Russet by Romo.Nary a neutral stripe was spotted in town with many houses debuting sprightly stripes full of vim and vigor on a variety of ground cloths in a diversity of textures and sheens. From a new multicolor striped fabric from the creative mind of Tricia Guild of Designers Guild to a stylish pin stripe placed unexpectedly on a shimmering silk moir fabric, part of a new follow-up collection at Jim Thompson by Gert Voorjans. The designer, who is known for his decoration of the Dries Van Noten boutiques, noted, This collection represents a symbolic silk road journey from Bangkok to Paris, an haute couture concept featuring vibrant colors and contrasts that can work in a range of interiors, from classical to contemporary. Other striped highlights include a new textile collaboration with unique stripes by Fortuny x Chahan Gallery; fresh ticking stripe colorways at Romo; and bold velvet bias stripes suitable for upholstery at Nobilis. From where I'm seated, this year promises to be one of rayure audacieuse.Made to Measure courtesy DedarThe visionary powerhouse behind Dedar, co-owners and creative directors Caterina and Raffaele Fabrizio, have ingeniously taken into account how designers are ordering and using their fabrics on upholstery. Thus, they launched an assortment of smaller panels of beautifully designed fabrics the house is known for, saving designers time and yardage bills on projects that might only involve upholstering the back of a dining chair or the seat and back of a fauteuil only. This first-of-its-kind program will be of great service to the interior design community and brings a fine art sensibility to upholstery fabrics. Tie-Back StylingCourtesy the BrandsFor many, tie backs and trimmings never went away, but its become quite clear that tie-backs are certainly having a having a moment. There is a louche luxe sentiment to this look, and it popped up everywhere from the refurbished and recently reopened Htel de la Marine (home to the original Garde-Meuble, the office managing the furnishings of all royal properties), to a jewel box apartment decorated by de Gournay in Saint Germain des Prs. In a more contemporary spirit, the original Jean Royere Parisian apartment is divided with a poetically draped sheer from Prelle, and Uchronia created custom leather hands to hold back the lavish draperies at their installation in Hall 6 of Maison & Objet. Samuel and Sons debuted Kaleidescope, an energetic and innovative trimmings collection with passementerie artist and designer Elizabeth Ashdown. Celebrating craftsmanship and unexpected, vibrant color, each piece of the collection was designed by hand using centuries-old techniques. Color weaves narratives, evokes emotions, and reflects identity. Ashdown noted. Vibrant color combinations have the power to transform spaces into energetic expressions of individuality and joy.Pottery PrintsCourtesy the BrandsFrom left: de Gournay, Designers Guild, Osborne & Little.As an editor and stylist, I am always seeking new inspiration when it comes to floral arrangements and I am delighted not to have to look any further than these brand new wallpaper and textiles introductions. Osborne & Little debuted Sundara, part of an new collection of captivating fabrics drawing inspiration from the natural world. Designers Guild took inspiration from Delft pottery and showcased an eclectic mix of illustrative floral fabrics, with pottery motifs taking center stage. De Gournay also debuted Pietra Dura, a hand painted interpretation of stone marquetry common in 16th- and 17th-century Florentine courts.From left: de Gournay, Designers Guild, Osborne & LittleImmersive ExperiencesConstance E.T. De TournielFrom Left: Scenes from Voyages aux Bahamas and Pierre Frey. Just off the beaten path down a cobblestone road, you find yourself at the doorstep of quintessential Parisian townhouse, Htel de Guise. This month, it was the home of the debut of the Dserts collection, which inluded fabrics, wallpapers, carpets, and rugs along with a new range of plains, including Chroma, a flag display created in collaboration with India Mahdavi. The somewhat crumbling property created a dramatic foil to the rich textiles gracing every inch of the interior, which was fully transformed with scenography designed by Elizabeth Leriche. Tented rooms, portieres, pelmets, and sleeping nooks abounded.Tucked away on a curved street the size of an alley, an immersive exhibition titled Voyages aux Bahamas was presented by Galerie Vauclair, Rouge Absolu, and Toulemonde Bochart. Vintage wicker and prominent antiques mixed with contemporary carpets featuring natural scenes from the lush, tropical forests of the Bahamas created an alchemy of natural wonder. On the Right Bank, meanwhile, Jean Royere installed its novelties inside the original apartment once owned by the house's namesake French designer. Being immersed in the world of Jean, one of Frances leading figures of 20th century decorative arts, one can see how his traditional methods produced refined, timeless and comfortable furnishings. Taking a typical Parisian elevator (for one) up to the apartment and walking through the front door is to be transported to a world filled with personality, original artworks, Jeans own sketches and drawings, as well as the original, simple furniture he had picked up and brought home over the years. Wit and WhimsyCourtesy L'ObjetLOBJETs creative director Elad Yifrach debuted a new collaboration with South African artist Ruan Hoffman who is known for imbibing his ceramic earthenware with unfiltered emotion and an elevated playfulness. Each piece in the collection features LOBJETs commitment to craftsmanship and witty, thought-provoking work inherent to Yifrach and Hoffman's art and design philosophies. No surprise, this spirited collection resulted from an Instagram DM. Graphic PatchworkCourtesy the BrandsFrom left: Stampa is printed on a hand-woven raw silk; Ground by Larsen; Hexa by Fortuny.These bold, graphic black-and-white patterns feel like go-anywhere neutrals and would make impeccable upholstery or drapery. From Larsen to Pollack to Fortuny, each design is reminiscent of patchwork, books lined up on shelves, or even palm braiding, all exuding a distinctive texture and sense of architectural beauty. Lavender HazeCourtesy the BrandsClockwise, from left: Dedar, Rubelli, Jim Thompson.From a color perspective, one shade of purple stood out: Lavender. While this editor often struggles with shades of purple, it felt exhilarating to see shades of lavender popping up in unexpected places. Case in point: a lavender animal print from Gert Voorjans for Jim Thompson; a low slung sectional in a delicious satin at Dedars showroom; and a bold lavender with a large criss-cross stitch by Rubelli. Surrealist Twists and TurnsFELIX DOL MAILLOTTraveling out to Maison & Objet, the standout trend was defined by Uchronias conceptual hotel installation inspired by Surrealism. The ELLE DECOR A-List studio's fresh take on hospitality turns conventions on its head and puts fine art and design at the forefront when it comes to creating commercial, hotel spaces. A dreamlike experience, the installation takes the viewer on a journey through concepts that play with our notions of convention, like a sloped bed that defies gravity, a chic and colorful gym with larger than life figures and transitional spaces lined in bold fabrics by Casamance that offer delightful sensory experiences.

Eric Migicovsky, the founder of Pebble, announced plans to bring the e-ink smartwatch back to market. Why now? Migicovsky cites the lack of a similar smartwatch that meets his needs. In making the announcement, the Pebble founder turned re-founder took the opportunity to poke fun at Apple for still not allowing third-party watch faces to run on the Apple Watch.Migicovsky says hes working to bring Pebble watches back to the market because no other product meets this criteria (in his words):Always-on e-paper screen(its reflective rather than emissive. Sunlight readable. Glanceable. Not distracting to others like a bright wrist)Long battery life(one less thing to charge. Its annoying to need extra cables when traveling)Simple and beautiful user experience around a core set of features I use regularly (telling time, notifications, music control, alarms, weather, calendar, sleep/step tracking)Buttons!(to play/pause/skip music on my phone without looking at the screen)Hackable(apparently you cant even write your own watchfaces for Apple Watch? That is wild. There were >16k watchfaces on the Pebble appstore!)While the viability of Pebble 2.0 in 2025 is uncertain, you have to give it to the guy for using a common Apple Watch complaint as a selling point.Of course, when it comes to watch faces, the Pebble is like a Kindle, while the Apple Watch is like an iPad. Still, I hope it works out for the new Pebble!It sounds like the new hardware will be as close to the original hardware as possible. And despite Fitbit obtaining Pebbles intellectual property before being bought by Google, the new Pebble can run its original OS thanks to open sourcing by Google. The Pebble founder even says an iOS version of the Cobble app that works with the smartwatch is coming soon to iPhone. Pebbles old legacy app supported iPhone, but it has long been defunct.Prior to the Apple Watch release, I was a happy Pebble user myself. I knew I wanted a smartwatch that could play music and podcasts, not just control them, and I really wanted Siri voice control and the ability to reply to message notifications. Nevertheless, I get that the smartwatch hasnt replaced the smartphone, and having a different kind of smartphone satellite could be appealing.Show your interest for the return of Pebble at repebble.com. Ive now said pebble so many times in my head that the sound of the word has lost all meaning. Speaking of sound, Apple Watch does include a tone thats actually called pebbleBest Apple Watch and accessoriesAdd 9to5Mac to your Google News feed. FTC: We use income earning auto affiliate links. More.Youre reading 9to5Mac experts who break news about Apple and its surrounding ecosystem, day after day. Be sure to check out our homepage for all the latest news, and follow 9to5Mac on Twitter, Facebook, and LinkedIn to stay in the loop. Dont know where to start? Check out our exclusive stories, reviews, how-tos, and subscribe to our YouTube channel

As we reported earlier, iOS 18.3 is now available to everyone. While weve already gone in-depth on everything new, head below for the full details from Apple on the release notes for iOS 18.3Here are the full release notes for iOS 18.3 straight from Apple: Visual intelligence with Camera Control (All iPhone 16 models)Add an event to Calendar from a poster or flyerEasily identify plants and animalsNotification summaries (All iPhone 16 models, iPhone 15 Pro, iPhone 15 Pro Max)Easily manage settings for notification summaries from the Lock ScreenUpdated style for summarized notifications better distinguishes them from other notifications by using italicized text as well as the glyphNotification summaries for News & Entertainment apps are temporarily unavailable, and users who opt-in will see them again when the feature becomes availableThis update includes the following enhancements and bug fixes:Calculator repeats the last mathematical operation when you tap the equals sign againFixes an issue where the keyboard might disappear when initiating a typed Siri requestResolves an issue where audio playback continues until the song ends even after closing Apple MusicWhat are you most looking forward to trying with iOS 18.3? Let us know down in the comments.My favorite iPhone 16 accessories:Add 9to5Mac to your Google News feed. FTC: We use income earning auto affiliate links. More.Youre reading 9to5Mac experts who break news about Apple and its surrounding ecosystem, day after day. Be sure to check out our homepage for all the latest news, and follow 9to5Mac on Twitter, Facebook, and LinkedIn to stay in the loop. Dont know where to start? Check out our exclusive stories, reviews, how-tos, and subscribe to our YouTube channel

AI chipmaker Nvidia has finally broken its silence following the firm setting a new record for the biggest single-day loss of any company in history.Chinese startup DeepSeek made a major splash over the last few days, claiming that its AI chatbot can rival the best OpenAI has to offer but at a tiny fraction of the cost. It also happens to be open source and free for all to use.The announcement sent ripples across the industry, sparking a global selloff. The tech sector overall is on track for a "$1 trillion wipeout."Nvidia, which develops and sells the chips AI companies use to train their increasingly compute-intensive models, has chosen the high road even after the startup eviscerated its stock."DeepSeek is an excellent AI advancement and a perfect example of Test Time Scaling," an Nvidia spokesperson told CNBC today.Put simply, test time scaling refers to a new trend in the AI world allowing models to test and verify different responses before arriving at a final answer, a primitive form of "reasoning" that can lead to more reliable answers. Both OpenAI's o1 model and DeepSeek's latest R1 model make use of forms of test-time scaling."DeepSeeks work illustrates how new models can be created using that technique, leveraging widely-available models and compute that is fully export control compliant," the spokesperson added.It's a strikingly measured response, considering the sheer amount of money at stake.Further complicating the situation is that DeepSeek is reportedly making use of a capped version of Nvidia's ever-popular H100 AI chip, called the H800, which was designed for the Chinese market. That's despite the US government banning the export of both chips in late 2023.Today's stock bloodbath highlighted widespread skepticism over soaring costs in the AI industry. Just last week, US president Donald Trump touted an AI infrastructure project dubbed Stargate, which aimed to raise $500 billion in just four years,with Meta CEO Mark Zuckerberg committing to spending $60 billion of his own on AI this year.But DeepSeek's claims have investors spooked, leading to some tough questions: have they been massively overspending? And when will generative AI actually break even, if ever?Some analysts are hopeful that DeepSeek's advancements could clear a slightly less murky path to profitability."If model training costs prove to be significantly lower, we would expect a near-term cost benefit for advertising, travel, and other consumer app companies that use cloud AI services, while long-term hyperscaler AI-related revenues and costs would likely be lower," Bank of America Securities analyst Justin Post wrote in a note, as quoted by CNBC.Nvidia's statement doesn't appear to have immediately calmed investors. The company's shares have yet to rebound, cementing a catastrophic 16 percent loss (although to put the ascendant AI sector in perspective, that's just four months of gains.)DeepSeek's explosion onto the scene has left a massive black eye, and OpenAI is likely still reeling from the whiplash. CEO Sam Altman has been noticeably quiet since DeepSeek rocketed past ChatGPT to score the top iPhone App Store spot.In short, the dust hasn't even begun to settle as investors are forced to do some serious soul-searching.More on DeepSeek: Trump Embraced AI and It Exploded Spectacularly in His FaceShare This Article

What a noble vision.Waging WarMarc Andreessen, cofounder of the massive venture capital firm Andreessen Horowitz which has its fingers in pretty much every pie in tech has revealed an eyebrow-raising detail in his "techno-optimist" vision of the future.In a recent tweet, the American billionaire investor casually proclaimed that AI must "crash" everyone's wages before it can deliver us an economic utopia one that'll definitely happen, and certainly not create a permanent underclass of have-nots."A world in which human wages crash from AI logically, necessarily is a world in which productivity growth goes through the roof, and prices for goods and services crash to near zero," Andreessen wrote. "Consumer cornucopia. Everything you need and want for pennies."So fret not, lowly laborer: you may be destined for financial ruin, but paradise is right around the corner. Pinky promise.Suck It UpAndreessen's tweet is a revealing example of the ruthless economic logic that underlies tech moguls' utopic visions of the future, in which progress is a foregone conclusion, rendering everyone's economic suffering in the interim merely a means to an end. Like overzealous fitness instructors, they always choose to emphasize the need for pain to achieve anything.The author of "The Techno-Optimist Manifesto," Andreessen also embodies how these brutal economic paradigm shifts are dressed up in benign rhetoric. AI-induced wage collapse is a consequence that happens "logically" and "necessarily," according to the billionaire.Somehow, none of these AI evangelists' "optimistic" visions involve immediately improving people's lives in a meaningful way, or foreground measures to mitigate the tech's massively disruptive potential to the job market, except perhaps with broad gestures to a universal basic income an idea that Andreessen, ever the unapologetic capitalist, happens to hate. (Per his manifesto, it would turn us all into "zoo animals.")Bow DownAbove all, many of these ultra-rich tech types like Andreessen can't help publicly fantasizing about punishing the poor.Larry Ellison for instance, cofounder of the software outfit Oracle, drooled about how AI would supercharge the surveillance state, ensuring that "citizens will be on their best behavior."When asked in an interview about AI killing creative jobs, OpenAI's former chief technology officer Mira Murati glibly suggested that those jobs "shouldn't have been there in the first place."Andreessen seems to justify his disdain towards workers by claiming that many of them are "America-hating communists" who are infiltrating his companies and destroying them from the inside out.With such seething contempt towards their employees, it makes sense why all the richest people in the world are suddenly throwing ungodly amounts of money at technology to automate the jobs of the rank and file.Share This Article

Time zones: EST (UTC -5), CST (UTC -6), MST (UTC -7), PST (UTC -8), AKST (UTC -9), HST (UTC -10)We are looking for a dedicated and knowledgeable transcription who will provide expert support to customers via phone, email, or chat, assisting with troubleshooting, answering questions, and guiding them through issues. This is a remote position, allowing you to work from the comfort of your home while helping customers keep their appliances in top working condition.Key Responsibilities:Guide customers through remote diagnostics for appliance malfunctions and offer step-by-step solutions.Document customer interactions, inquiries, and resolutions in our support system accurately.Work closely with the technical team to escalate unresolved issues and ensure timely resolution.Assist customers with product recommendations, warranty inquiries, and service scheduling.Follow up with customers after service to ensure satisfaction and provide additional assistance if necessary.Maintain knowledge of appliance models, new product releases, and common troubleshooting techniques.Qualifications:Previous experience in customer service.Strong troubleshooting and problem-solving skills.Basic knowledge of common household appliances and their functions (training will be provided).Excellent written and verbal communication skills.Ability to work independently in a remote setting with minimal supervision.Comfortable using customer support software, chat systems, and remote diagnostic tools.High-speed internet connection and a quiet, distraction-free home office environment.Strong attention to detail and organization.High school diploma or equivalent (technical certifications or experience in appliance repair is a plus).

Time zones: EST (UTC -5), CST (UTC -6), MST (UTC -7), PST (UTC -8), AKST (UTC -9), HST (UTC -10)Cribl does differently.What does that mean? It means we are a serious company that doesnt take itself too seriously; and were looking for people who love to get stuff done, and laugh a bit along the way. Were growing rapidly - looking for collaborative, curious, and motivated team members who are passionate about putting customers first. As a remote-first company we believe in empowering our employees to do their best work, wherever they are.As the data engine for IT and Security many of the biggest names in the most demanding industries trust Cribl to solve their most pressing data needs. Ready to do the best work of your career? Join the herd and unlock your opportunity.Why You'll Love This RoleAre you ready to make a significant impact in a fast-paced tech environment? As a vital member of Cribl's centralized Business Operations team, you will lead transformative initiatives that drive strategy, growth, and operational excellence. Your role will involve partnering with cross-functional teamsincluding finance, product, and go-to-marketto deliver high-impact programs that drive our strategy and create long-term success. You will own strategic initiatives from inception to completion, crafting creative, data-driven strategies that provide actionable recommendations to our executive leadership.At Cribl, we are passionate about identifying key market trends and insights to unlock new opportunities for customer and revenue growth. You will play a crucial role in driving improvements in our business operations, ensuring we scale efficiently while increasing visibility and accountability around the metrics that matter most. Your analytical skills will be put to the test as you conduct in-depth analyses and present your findings to C-level executives, helping shape the future of our company.We pride ourselves on fostering a collaborative and innovative culture where team members enjoy working togetherwhether remotely or over a meal at a foodie hot spot. If you're someone who thrives in an entrepreneurial environment and is eager to contribute to a company poised for legendary success in the tech industry, we want to hear from you! If you are someone that is passionate about making an impact and being a part of a generational company, wed like to talk with you.As An Active Member Of Our Team, You Will ...Lead cross-functional initiatives and long-term programs, collaborating closely with functional leaders and Cribls executive team. Examples include annual and quarterly planning processes, pricing committee, and board meeting content preparationDesign and implement company-wide processes to track priorities, goals, and results, ensuring high-quality deliverablesTackle complex, ambiguous problems by synthesizing diverse stakeholder opinions, forming recommendations, and developing end-to-end solutionsDrive special ad hoc projects from inception to completion as directed by business leaders to enable state changes in the businessManage and improve business cadence by creating high-quality content for key company-wide and cross-functional meetings, including:Company KickoffMonthly Business ReviewsAll HandsIf You Got It - We Want ItExperience: 10+ years in corporate strategy, consulting, or business operations roles at top firms or tech companiesStrategic Planning: Self-motivated with strong multitasking abilities and effective program management skills, with ability to organize and manage multiple company-wide initiatives in parallelProblem Solving and Insight: Adaptable and results-oriented systems thinker who thrives in ambiguous environments, learns quickly, and approaches challenges entrepreneuriallyCommunication and Influence: Excellent verbal and visual communication skills with the ability to influence diverse personalities and present to C-level stakeholdersAnalytical Ability: Advanced analytical and critical thinking skills, including advanced problem-solving and conflict resolutionLeadership: Ability to work independently, drive cross-functional initiatives, and lead without direct authorityCollaboration and Teamwork: Leverage functional empathy to collaborate effectively with internal stakeholders, understand diverse perspectives, and align on shared objectives to achieve resultsPreferred SkillsExperience in both technology and/or B2B SaaS startup and large, sophisticated company environmentsMBA or professional business degreePassionate about diversity, equity, and inclusionSalary Range ($150,000 - $200,000)The salary for this role is dependent on geographic location. The salary offered within the range described will be based on the individual candidates job-related knowledge, skills, and experience. In addition to a competitive salary, Cribl also offers a generous benefits package which includes health, dental, vision, short-term disability, and life insurance, paid holidays and paid time off, a fertility treatment benefit, 401(k), equity, and eligibility for a discretionary company-wide bonus.#LI-JB1Bring Your Whole SelfDiversity drives innovation, enables better decisions to support our customers, and inspires change for the better. Were building a culture where differences are valued and welcomed, and we work together to bring out the best in each other. All qualified applicants will receive consideration for employment without regard to race, color, religion, sex, sexual orientation, gender identity, national origin, or any other applicable legally protected characteristics in the location in which the candidate is applying.Interested in joining the Cribl herd? Learn more about the smartest, funniest, most passionate goats youll ever meet at cribl.io/about-us.

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See at ESPN Watch comprehensive TGL Golf coverage in the US from $12 a month ESPN Plus See at ESPN See more details See at Fubo Carries ESPN for $80 a month Fubo See at Fubo See more details See at Sling TV Carries ESPN Sling TV: From $51 See at Sling TV See more details See at ExpressVPN Best VPN for streaming ExpressVPN See at ExpressVPN See more details See at Now Watch the Canadian Open 2024 in the UK for 35 Now See at Now See more details See at Kayo Sports Watch TGL Golf in Australia for AU$25 Kayo Sports See at Kayo Sports See more details See at SN Now Watch TGL Golf in Canada for CA$15 a month Sportsnet See at SN Now See more details Table of Contents Promising to drag the ancient sport of golf into the 21st century, Tomorrow's Golf League is a new tournament that features some of the game's biggest names battling it out on virtual fairways. Fronted by 15-time major winner Tiger Woods and current world No. 3 Rory McIlroy, TGL consists of six squads of four players hitting shots into a 64-by-53-foot golf simulator screen at the purpose-built Sofi Center in Palm Beach Gardens, Florida, which is set to host the entire series. Each team is scheduled to play five matches in a round-robin style format between now and March 3, with the four highest scoring sides earning a place in the playoffs, which begin on March 17. Top players set to take part include Xander Schauffele, Collin Morikawa, Hideki Matsuyama and world No. 1 Scottie Scheffler. Keep reading to find out the best live TV streaming services to use to watch each match of the tournament live wherever you are in the world, as well as a full schedule for TGL Golf. The TGL simulator features three different playing surfaces. Brennan Asplen/TGL Golf/Getty Images Livestream TGL Golf in the USLinear TV coverage of TGL Golf in the US is with ESPN. That means you'll be able to stream coverage via the network's online service ESPN Plus, which also offers extensive streaming coverage of the PGA Tour, including main action feeds, marquee groups, featured groups and featured hole coverage. ESPN's standalone streaming service costs $11 a month or $120 for an annual subscription.Read our ESPN Plus review. See at ESPN Streaming services Sling TV and Fubo also offer ESPN. Fubo TV Fubo costs $80 a month and includes ESPN.Click here to see which local channels you get. Read our Fubo review. See at Fubo Sling/CNET Sling TV offers two plans, Orange which is priced at $40 per month and the pricier Blue tier which includes the likes of NBC, Fox and the NFL Network.To get ESPN you'll need Sling's Sports Extra add-on, which costs an additional $11 per month. See at Sling TV How to watch TGL Golf online from anywhere using a VPNIf you find yourself unable to view TGL Golf locally, you may need a different way to watch the action -- that's where using a VPN can come in handy. A VPN is also the best way to stop your ISP from throttling your speeds on game day by encrypting your traffic, and it's also a great idea if you're traveling and find yourself connected to a Wi-Fi network, and you want to add an extra layer of privacy for your devices and logins. With a VPN, you're able to virtually change your location on your phone, tablet or laptop to get access to the game. Most VPNs, like our Editors' Choice, ExpressVPN, make it really easy to do this. Using a VPN to watch or stream sports is legal in any country where VPNs are legal, including the US, UK and Canada, as long as you have a legitimate subscription to the service you're streaming. You should be sure your VPN is set up correctly to prevent leaks: Even where VPNs are legal, the streaming service may terminate the account of anyone it deems to be circumventing correctly applied blackout restrictions. James Martin/CNET 2024 Latest Tests DNS leaks detected, 25% speed loss in 2024 testsNetwork 3,000 plus servers in 105 countriesJurisdiction British Virgin Islands ExpressVPN isour current best VPN pickfor people who want a reliable and safe VPN, and it works on a variety of devices. It's normally $13 a month, but if you sign up for an annual subscription for $100 you'll get three months free and save 49%. That's the equivalent of $6.67 a month.Note that ExpressVPN offers a 30-day money-back guarantee. 61% off with 2yr plan (+4 free months) See at ExpressVPN Livestream TGL Golf in the UK Golf fans in the UK can watch TGL Golf live on Sky Sports. The tournament will be broadcast across its Sky Sports Golf and Main Events channels, with further coverage on its Red Button service. Viewers in the UK will be able to watch TGL Golf on Sky Sports Golf, with extensive coverage of each day's play. Subscribers can also stream the action via the Sky Go app. Sky subsidiary Now (formerly Now TV) offers streaming access to Sky Sports channels with a Now Sports membership. You can get a day of access for 15, or sign up to a monthly plan from 26 a month. See at Now Livestream TGL Golf in Australia The TGL Golf can be watched Down Under on Fox Sports via Foxtel. If you're not a Fox subscriber, your best option is to sign up for the streaming service Kayo Sports. A Kayo Sports subscription starts at AU$25 a month and lets you stream on one screen, while its Premium tier costs AU$35 a month for simultaneous viewing on up to three devices.The service gives you access to a wide range of sports, including F1, NRL, NFL, NHL and MLB, and there are no lock-in contracts.Better still, if you're a new customer, you can take advantage of a one-week Kayo Sports free trial. See at Kayo Sports Stream TGL Golf in CanadaLive coverage of TGL Golf action will be available to watch in Canada via Sportsnet. Sportsnet is available via most cable operators, but cord-cutters can subscribe to the network's standalone streaming service Sportsnet Plus instead, with prices starting at CA$20 per month. See at SN Now Which players are in which teams? Atlanta Drive GC Justin Thomas, Patrick Cantlay, Billy Horschel, Lucas GloverBoston Common GC Rory McIlroy, Hideki Matsuyama, Keegan Bradley, Adam ScottJupiter Links GC Tiger Woods, Max Homa, Tom Kim, Kevin KisnerLos Angeles GC Collin Morikawa, Sahith Theegala, Justin Rose, Tommy FleetwoodNew York GC Matt Fitzpatrick, Rickie Fowler, Xander Schauffele, Cameron YoungThe Bay GC Ludvig Aberg, Wyndham Clark, Min Woo Lee, Shane Lowry What is the schedule for TGL Golf?All times in ET:Jan. 7, 9 p.m.: New York GC vs. The Bay GC Jan. 14, 9 p.m.: Los Angeles GC vs. Jupiter Links GC Jan. 21, 7 p.m.: New York GC vs. Atlanta Drive GC Jan. 27, 6:30 p.m.: Jupiter Links GC vs. Boston Common GC Feb. 4, 9 p.m.: Boston Common GC vs. Los Angeles GC Feb. 17, 1 p.m.: Atlanta Drive GC vs. Los Angeles GC Feb. 17, 4 p.m.: Atlanta Drive GC vs. The Bay GC Feb. 17, 7 p.m.: The Bay GC vs. Boston Common GC Feb. 18, 7 p.m.: Jupiter Links GC vs. New York GC Feb. 24, 5 p.m.: Los Angeles GC vs. New York GC Feb. 24, 9 p.m.: Boston Common GC vs. Atlanta Drive GC Feb. 25, 9 p.m.: The Bay GC vs. Jupiter Links GC March 3, 3 p.m.: The Bay GC vs. Los Angeles GC March 3, 7 p.m.: New York GC vs. Boston Common GC March 4, 7 p.m.: Jupiter Links GC vs. Atlanta Drive GCPlayoffs March 17, 7 p.m.: Semifinal 1 March 18, 7 p.m.: Semifinal 2 March 24, time TBD: Final, game 1 of 3 March 25, 7 p.m.: Final, game 2 of 3 March 25, 9 p.m.: Final, game 3 of 3 (if required) Quick tips for streaming the TGL Golf using a VPN With four variables at play -- your ISP, browser, video streaming provider and VPN -- your experience and success when streaming may vary.If you don't see your desired location as a default option for ExpressVPN, try using the "search for city or country" option.If you're having trouble getting the tournament after you've turned on your VPN and set it to the correct viewing area, there are two things you can try for a quick fix. First, log into your streaming service subscription account and make sure the address registered for the account is an address in the correct viewing area. If not, you may need to change the physical address on file with your account. Second, some smart TVs -- like Roku -- don't have VPN apps you can install directly on the device itself. Instead, you'll have to install the VPN on your router or the mobile hotspot you're using (like your phone) so that any device on its Wi-Fi network now appears in the correct viewing location.All of the VPN providers we recommend have helpful instructions on their main site for quickly installing the VPN on your router. In some cases with smart TV services, after you install a cable network's sports app, you'll be asked to verify a numeric code or click a link sent to your email address on file for your smart TV. This is where having a VPN on your router will also help, since both devices will appear to be in the correct location.And remember, browsers can often give away a location despite using a VPN, so be sure you're using a privacy-first browser to log into your services. We normally recommendBrave.