• Building Multimodal RAG Application #8: Putting it All Together! Building Multimodal RAG Application
    towardsai.net
    Building Multimodal RAG Application #8: Putting it All Together! Building Multimodal RAG Application 0 like January 14, 2025Share this postAuthor(s): Youssef Hosni Originally published on Towards AI. This member-only story is on us. Upgrade to access all of Medium.Multimodal retrieval-augmented generation (RAG) is transforming how AI applications handle complex information by merging retrieval and generation capabilities across diverse data types, such as text, images, and video.Unlike traditional RAG, which typically focuses on text-based retrieval and generation, multimodal RAG systems can pull in relevant content from both text and visual sources to generate more contextually rich, comprehensive responses.This article, the eighth and last part of our Building Multimodal RAG Applications series, wraps up all the modules we have built in the previous articles and puts them into one place.Well cover setting up the environment, preparing the data in the preprocessing module, retrieving the relevant video frames in the multimodal retrieval module, leveraging LVLMs across a variety of use cases in the LVLM inference and prompt processing modules, and finally putting all these modules together and building a multimodal RAG system with LangChain.This article is the eighth in the ongoing series of Building Multimodal RAG Application:Introduction to Multimodal RAG Applications (Published)Multimodal Embeddings (Published)Multimodal RAG Application Architecture (Published)Processing Videos for Multimodal RAG (Published)Multimodal Retrieval from Vector Stores (Published)Large Vision Language Models (LVLMs) (Published)Multimodal RAG with Multimodal LangChain (Published)Putting it All 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
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  • The 32" Alienware 4K OLED Gaming Monitor Just Dropped to the Lowest Price Ever
    www.ign.com
    Alienware's best high-end gaming monitor deal during Black Friday is back. The 32" Alienware AW3225QF 4K QD OLED gaming monitor has been marked down to $899.99 after a saving of $300 off the retail price. If you're looking for the best 4K gaming monitor, this should definitely be on your short list. This is the monitor I personally use and I absolutely recommend it.32" Alienware AW3225QF 4K OLED Monitor32" Alienware AW3225QF 4K 240Hz QD-OLED Gaming MonitorThe Alienware AW3225QF was first announced during CES 2024 and is actually Dell's one and only monitor that combines a 4K resolution with an OLED panel. It incorporates Samsung's QD OLED technology; QD OLED panels are brighter than traditional OLED panels while maintaining near infinite response time, contrast ratio, and black levels. The Alienware AW3225QF is HDR True Black 400 certified with up to 1,000 nits of peak brightness. It also boasts a 99.3% DCI-P3 color range and is factory calibrated. Other specs include a 1700R curve, 240Hz refresh rate, and G-Sync certification. Connectivity-wise, the AW3225QF has two HDMI 2.1 ports (one with eARC) and one DisplayPort 1.4 port, all of which are capable of 4K at up to 240Hz. There are also a couple of USB 3.2 Gen 1 ports for attaching peripherals and a single USB Type-C port for charging. Dell backs this monitor up with a three-year warranty that includes burn-in protection.Something to keep in mind is that 4K monitors require a pretty powerful GPU. 4K resolution has 2.25 times more pixels than QHD; if you want to play games in 4K, especially at frame rates of up to 240fps, you'll want a gaming PC equipped with an GeForce RTX 4070 at the minimum. If your PC is equipped with something as powerful as an RTX 4080 Super, RTX 4090, or RX 7900XTX, then this monitor would be the perfect complement.Check out the best Alienware deals if you're looking for a good gaming PC deal to complement your purchase. Why Should You Trust IGN's Deals Team?IGN's deals team has a combined 30+ years of experience finding the best discounts in gaming, tech, and just about every other category. We don't try to trick our readers into buying things they don't need at prices that aren't worth buying something at. Our ultimate goal is to surface the best possible deals from brands we trust and our editorial team has personal experience with. You can check out our deals standards here for more information on our process, or keep up with the latest deals we find on IGN's Deals account on Twitter.Eric Song is the IGN commerce manager in charge of finding the best gaming and tech deals every day. When Eric isn't hunting for deals for other people at work, he's hunting for deals for himself during his free time.
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  • Why Vision Pro is Apples best reason yet to bring Touch ID back to iPhone
    9to5mac.com
    Apple introduced Face ID on iPhone all the way back in 2017, and Touch ID quickly became absent from all but the budget iPhone SE. Now, the SE is about to lose it too. But I think its actually the perfect time to bring Touch ID back across the entire iPhone lineup, and Vision Pro is why.Vision Pro made me instantly miss Touch ID on iPhoneVision Pro is perhaps Apples most advanced technological achievement.Yet very shortly after buying this spatial computer, I immediately wanted Apple to bring a piece of legacy tech back: Touch ID.Why?Because Face ID on iPhone does no good when Vision Pro is strapped to your facean unfortunate detail Im reminded of every time I use visionOS.Ill admit that Im a new Vision Pro owner, so maybe this is just a problem of rewiring my brain to stop reaching for my iPhone.Maybe one day, Ill be such a visionOS ninja that Ill no longer rely on the iPhone at all when using Vision Pro.But I really doubt it.The iPhone isnt going away any time soon. So my desire to use the iPhone while wearing Vision Pro wont either.Perhaps Apple can update Face ID in software to authenticate my face even while wearing a Vision Pro.The company shipped a similar software fix in 2022 when masks were more common. It made Face ID less secure, but far more convenient for COVID days.I imagine that making Face ID work for Vision Pro wearers would be much more difficult. Thus, Touch ID could be the solution.There are other advantages to having Touch ID on iPhone, too, as some have pointed out. In certain situations, its more convenient than Face ID.Touch ID fix isnt urgent, but it will grow more important over timeRight now, Vision Pro is only, per CEO Tim Cook, an early adopter product. So early adopter annoyances like this one shouldnt dictate Apples priorities.or... Apple could just allow iPhone to unlock when wearing Apple Vision Pro.My Mac unlocks when I'm wearing my Watch. My phone unlocks with my watch and I'm wearing a face mask.If I'm wearing Apple Vision Pro, then AVP literally knows when I look at my phone and my phone knows when I'm wearing AVP. They can do a handshake and unlock. We don't need to bring back an old authentication method when there's solutions.But then also... No on has AVP so Apple didn't even prioritize that feature. They could have had that day one but there's so much missing from visionOS that's the least of our problems. View all commentsBut some time in the next few years, before Vision products become more of a thing, I really hope Touch ID can make its triumphant return to the iPhone.Under-display Touch ID would be great. But Apple doesnt need to overdo it. Just add the feature into the power button, like whats available on iPad.Apple devices are known for working especially well together, so I hope this key exception can get fixed before long, and Vision Pro and iPhone can stop getting in each others way.Do you think Apple should bring Touch ID back to the iPhone? Why or why not? Let us know in the comments.Best iPhone 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
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  • Trump Pledges Information About Mystery Drones on Day One of Presidency
    futurism.com
    "I think its ridiculous that they are not telling you about what is going on with the drones."Drone HomeDonald Trump has vowed to release information on the first day of his second presidency about the rash of bizarre drone sightings, some of which have been described as "car-sized."AsThe Hill reports, the president-elect made the declaration during a meeting of Republican governors who'd gathered at his "Winter White House" of Mar-a-Lago."Im going to give you a report on drones about one day into the administration," he told the governors. "Because I think its ridiculous that they are not telling you about what is going on with the drones."Drones seem to have been heavy on the president-elect's mind in the months since he won his second chance at the Oval Office because, as he told the governors at Mar-a-Lago, "they're over Bedminster a lot."In early December, theNew York Post indeed reported that the mysterious crafts had been spotted near Trump's golf course in Bedminster, New Jersey. As a result, the Federal Aviation Administration temporarily suspended the airspace over and around the Trump National Golf Club, which is also located near the Army's Picatinny Arsenal.The FBI and Homeland Security also began investigating the sightings, which locals said were occurring on a nightly basis for weeks though skeptics have argued the sightings likely have more to do with mass hysteria and people misidentifying planes and stars than with any actual mysterious objects in the sky.Garage RockAfter the strange sightings began over New York and New Jersey late last year, the president-elect claimed that the Biden Administration knew of their origins but wanted to intentionally "keep people in suspense" about them."The government knows what is happening," he told reporters in December. "Look, our military knows where they took off from, if its a garage they can go right into that garage. They know where it came from and where it went."During the more recent Mar-a-Lago meeting, Trump's gubernatorial lackeys seemed to agree with that assessment."We are home to the largest naval base in the world and Quantico and we house a lot of the SEAL teams and have a huge national security infrastructure," Virginia's GOP governor, Glenn Youngkin, told reporters from the Winter White House. "And now, for two years running, we have had drone incursion over secure airspace, and we still dont know why. I think thats absolutely unacceptable."One thing's for sure: on Trump's first day, he's either going to keep his promise or break it and either way, we'll be watching.More on Trump's big brain: Trump Blames California Wildfires on "Worthless Fish"Share This Article
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  • ILM & ILM Immersive Earn 19 Nominations for 23rd VES Awards
    www.ilm.com
    ILM teams from around the world earn recognition for projects as diverse as Wicked, Gladiator II, Ultraman: Rising, Deadpool & Wolverine, and What If? An Immersive Story.Today, the Visual Effects Society announced their nominations for the 23rd Annual VES Awards, recognizing visual effects artistry and innovation in features, animation, television, commercials, games, and new media. Both ILM and ILM Immersive received 19 nominations in total.Nominations in the overall film and television categories include Outstanding Visual Effects In A Photoreal Feature for Twisters, Outstanding Visual Effects In an Animated Feature for Transformers One and Ultraman: Rising, and Outstanding Visual Effects In A Photoreal Episode for Star Wars: Skeleton Crew and The Lord of the Rings: The Rings of Power (Season 2).In the Outstanding Visual Effects in a Real-Time Project category, ILM Immersive received a nomination for What If? An Immersive StoryD23 Real-Time Rocket.ILM has received nominations in many other categories including Outstanding Environment in a Photoreal Feature for Rome in Gladiator II and the Emerald City in Wicked, as well as Outstanding Environment in an Animated Feature for Transformers Ones Iacon City. Alien: Romulus, Deadpool & Wolverine, and Gladiator II have each picked up nominations for Outstanding Model in a Photoreal or Animated Project, while Venom: The Last Dance joins Twisters with nominations for Outstanding Effects Simulations in a Photoreal Feature.A complete list of all of the VES nominations may be viewed at this link. The VES Awards will be held on February 11, 2025, at The Beverly Hilton Hotel in Los Angeles. Congratulations to our ILM and ILM Immersive teams!
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  • As LA Fires Burn, the Watch Duty App Offers Timely Info on Wildfire Conditions
    www.cnet.com
    Watch Duty, a service that tracks wildfires in 22 states, has become a critical resource forLos Angeles residents facing catastrophic wildfires.The app and website, run by a nonprofit thatcollects real-time dispatch information and vets alertsthrough a team of staff and about 200 volunteers, saw an increase of 600,000 users in a 24-hour period last week at the onset of the wildfires in Los Angeles County. In the week since the fires began, tens of thousands of structures have been destroyed and more than 100,000 people have been displaced, with at least 24 deaths.In addition to providing searchable maps and alerts of where wildfires are happening, Watch Duty provides air quality and wind direction information and resources on evacuation information and shelters, and it sends out alerts when fires threaten lives or properties. The service, which launched in 2021, has among its volunteers retired and active firefighters and dispatchers who help corroborate information from fire cameras, satellites, radio scanners, announcements from police and fire services, and user-submitted photos and tips.Watch Duty last week zoomed to the top of Apple's App Store download charts, as it has several times in the past during other wildfire incidents. It remains in the top 10 there this week, and likewise in the Google Play store.The nonprofit's CEO, John Clarke Mills, a software entrepreneur who started Watch Duty after a close call with a wildfire near his Northern California home, has said the success of the app has been "bittersweet." He wrote on LinkedIn this week, "Most days I absolutely love what I do, am truly honored to serve, and am so grateful for the privilege to do so. This is not one of those days.""The amount of destruction I have witnessed in less than 24 hours is really hard to take in. This is by far the worst I have seen since taking this job and it's not even close to over," Mills wrotelast week.As of Tuesday, a week after the blazes began, the sprawling Palisades fire is only 17% contained, and the Eaton fire 35%, according to The New York Times.The Los Angeles Timesreportedthat Watch Duty has raised $2 million in membership dues, $600,000 from donations and $3 million in grants. It grants additional features, such a tracker of firefighting aircraft, with memberships that start at $25 a year. As of mid-December, Watch Duty had more than 7.2 million active users.On social media, the app has been discussed and recommended by users includingESPN's Mina Kimes, Signal president Meredith Whittakerand CBS News correspondent Jonathan Viglotti.
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  • Broken Sword 2: The Smoking Mirror remaster teased following last year's "reforged" original
    www.eurogamer.net
    Broken Sword 2: The Smoking Mirror remaster teased following last year's "reforged" originalStobbart and tidy up.Image credit: Revolution Software News by Matt Wales News Reporter Published on Jan. 15, 2025 Following the launch of last year's well-received Broken Sword: Shadow of the Templars remaster, developer Revolution Software has teased a similar "reforged" treatment for the beloved point-and-click adventure's 1997 sequel, Broken Sword 2: The Smoking Mirror.Last year's Broken Sword: Shadow of the Templars Reforged took the original 1996 series instalment - in which American tourist George Stobbart teams up with photo-journalist Nicole Collard to unearth a global conspiracy - and gently reinvigorated it with 4K backgrounds, re-animated sprites, enhanced audio, and more.The end result - which released for PC, Xbox, and PlayStation last September (with a Switch version arriving a little later) - was positively received among fans, and Revolution has now hinted it's getting ready to give Broken Sword 2 a similar makeover.Here's a trailer for last year's Broken Sword - Shadow of the Templars: Reforged.Watch on YouTubeAs spotted by GameWatcher, Revolution Software boss (and Broken Sword designer) Charles Cecil ended the studio's recent Christmas recap video by rifling through concept art created for Broken Sword: Shadow of the Templars Reforged. However, one last drawing lurked at the end of the pile - this one featuring various designs for George Stobbart's shorts-and-sunglasses get-up, worn as he explores the Central American town of Quaramonte in Broken Sword 2.At that point, Cecil offered a knowing shrug to the camera before the video cut to a lingering close-up of George's holiday gear, just in case it wasn't obvious enough the first time around.A Reforged edition of Broken Sword 2: The Smoking Mirror would undoubtedly be warmly received by fans (especially as it's been fifteen years since the game's last remaster), but it's unclear when Revolution might get round to it. The studio is still hard at work on its previously announced sixth series entry, Broken Sword - Parzival's Stone, which is currently expected to arrive next year. Hopefully it'll have more than a tease to share before too long.
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  • How to Get Rid of Mold and Mildew and Stop It in Its Tracks
    www.architecturaldigest.com
    Barring any long-term exposure to high mold concentrations at home, Apfelbaum explains that he rarely sees significant health problems arise in clients. Some stories that are published [about significant problems from mold growths] go for the drama, but those are not the most common occurrences, he says.Where is mold often found in the home?Some mold growth hot-spots in the home are fairly obviouslike cabinets under leaky kitchen sinks or along the sides of bathtubs and showersdue to the moisture and difficult ventilation in such spaces. But other spots arent as evident. Its not that hard to find mold in an attic, because its unprotected up there, you have all this exposed wood and things get dusty, Apfelbaum says, adding that garages, laundry rooms, and other unventilated areas are also prime locations for mold spore breeding grounds.Molds need a food source to grow and thrive, according to the North Carolina Department of Health and Human Services. The agency lists wallpaper glue, some paints, greases, paper, textiles, and wood products as common organic materials that molds will feast on, as well as dust.Can you remove mold from fabric?Apfelbaum says that its possible, but whether killing mold on fabric is worth the effort depends on the situation. For example, in a household where no one suffers from respiratory problems and tests show that mold growth is restricted to low-to-slightly elevated levels of merely allergenic molds, a mold remediation expert can use a vacuum outfitted with a HEPA filter on any affected fabric furniture or decor, like curtains.Following that, a professional can use a broad-sprectrum microbial disinfectant to wipe down the affected area. Apfelbaum says he would use a commercial fogger to apply a biomist, essentially smoking out the house but not leaving things dripping wet.That smoke is practically ubiquitous, Apfelbaum says. It gets into everything and anything porous and disinfects the mold.While Apfelbaum says its possible for a homeowner to go through the steps of applying a vacuum with a HEPA filter on affected fabrics, spraying them with a broad-spectrum disinfectant, and then fogging their home themselves, he doesnt think thats best. He explains that the upfront cost of a commercial-grade fogger for a (hopefully) one-time job does not appeal to most people, and that homeowners may unintentionally skip over important areasfor example, forgetting to treat the underside of rugs and couches.Apfelbaum adds that a lot of the big box store mold disinfectants are water-based. To me, thats a non-starter, because such disinfectants kill the visible mold but dont treat the underlying problem. He recommends using peroxides (like hydrogen peroxide), vinegars (like white vinegar), and other non-water-based, broad-spectrum disinfectants.Nonetheless, Apfelbaum notes there are times where it simply doesnt make sense to try to remove mold from fabric. If air tests come back positive for toxic species of mold, Apfelbaum says he encourages clients to throw away any affected fabrics.How can I be proactive about preventing mold?Mold spores can thrive in moist areas, so the key is to minimizewetness or humidity and increaseair flow. Ensure pipes and anything else constantly conveying water is in good working orderthat means no drips or leaks! Dont let anything soggy build up, whether thats a pile of damp clothes, a stack of spilled-on papers, or a heap of wet towels. Apfelbaum notes that moisture can also come up from the foundation of your home and accumulate under carpets.
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  • Nintendo Asks Wii U Owners To Refrain From Using "Unauthorised" Online Services
    www.nintendolife.com
    Image: Zion Grassl / Nintendo LifeAlthough you would think Nintendo's focus was completely on the Switch "successor" right now, it seems the company's customer support line has found time to issue a notice about unauthorised services for older hardware.In a brief update on social media, it's apparently confirmed the existence of services that replace functions like "online play" for the Wii U. It's now advising anyone using these services to refrain from doing so, as they may pose a security risk. Here's the rough translation in full:Nintendo: "[Request] We have confirmed the existence of unauthorized services that replace functions such as online play for the Wii U, which ended service on April 9, 2024. Please refrain from using such services as they may pose unexpected security risks."As mentioned, the online services for the Wii U officially ended in April last year. At the time, fan-made network services like 'Pretendo' stepped in to keep the services online for the community. You can learn more about this in our previous coverage and guide here on Nintendo Life. End gameThanks for the memoriesJust in timeWhat are your thoughts about this? Let us know in the comments.[source x.com]See AlsoShare:00 Liam is a news writer and reviewer for Nintendo Life and Pure Xbox. He's been writing about games for more than 15 years and is a lifelong fan of Mario and Master Chief. Hold on there, you need to login to post a comment...Related ArticlesNintendo Breaks Silence On 'Switch 2' Image And Video LeaksThe "official" announcement will take place this fiscal yearIs This Our Best Look Yet At 'Switch 2'?Update: Genki had a visit from Nintendo's lawyers, it's claimedRandom: Geez, PS5 Game 'Anime Life Sim' Sure Looks FamiliarIt's a wild word out thereRumour: 'Switch 2' Will Reportedly Be Officially Revealed This ThursdayThough software won't be the focus
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  • SEC sues Elon Musk for allegedly failing to disclose Twitter acquisition on time
    techcrunch.com
    The Securities and Exchange Commission filed a lawsuit against Elon Musk on Tuesday over an alleged securities violation relating to his acquisition of Twitter, now called X.The SEC claims Musk failed to disclose his 5% ownership stake of Twitter in a timely manner, violating federal securities law, according to a complaint filed in federal court in Washington DC. The SEC alleges Musk waited to disclose the acquisition in order to build up a larger position in Twitter at a discounted price.This lawsuit comes during Gary Genslers final week as chairman of the SEC, before he steps down on January 20. Gensler and Musk have had a few spats over the last four years, including just last month when Musk mocked a settlement offer from the SECs office on X. However, Musk could face a friendlier SEC commissioner in just a few weeks when Trumps nominee takes office.The SEC complaint says Musk disclosed his acquisition of Twitter 11 days late. After purchasing more than 5% of Twitter which Musk allegedly did on March 24, 2022 he was required by the SEC to file a beneficial ownership report. He filed the report April 4, 2022, according to the SECs complaint.During this delayed disclosure period, Musk allegedly increased his position in Twitter from a 5% stake to a 9% stake. The day Musk disclosed his acquisition with the SEC, Twitters stock price increased 27% over the previous days closing price. The SEC claims this allowed Musk to underpay for his stake in Twitter by more than $150 million.In its complaint, the SEC proposed Musk should return the profits he reaped unjustly, and pay an additional civil penalty. Ultimately, a federal court will decide whether the SECs allegations have merit, and determine if Musk should be fined. Musks lawyer, Alex Spiro, called this complaint an admission that the SEC cannot bring an actual case, in a statement to Bloomberg on Tuesday.As the SEC retreats and leaves office, the SECs multi-year campaign of harassment against Mr. Musk culminated in the filing of a single-count ticky tak complaint against Mr. Musk, said Spiro to Bloomberg.In a December post on X, Musk shared a letter from Spiro hitting on similar notes, also referencing years of harassment from the SEC. That letter rejected a settlement offer from the SEC around this case.To fill Genslers role, President-elect Donald Trump nominated Paul Atkins, who served as SEC Commissioner during the Bush administration and is expected to be friendlier to Trumps allies. These days, Musk is about as close to Trump as anyone, and the owner of X could face a different regulatory regime in just a few weeks.
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