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Earlier this year, I discovered the many joys of self-hosting. Since then, I've canceled countless subscriptions and replaced my favorite cloud services with apps running on my own hardware. Yet, I can't seem to stop using a note-taking app that isn't the most powerful and lacks many features techies look for. Of course, I'm talking about Google Keep.

SAVE $200.99: As of July 8, get the GoPro MAX2 Action Camera for $299 at Amazon, down from its usual price of $499.99. That's a discount of 40%.

Opens in a new window Credit: Amazon GoPro MAX2 Action Camera $299 at Amazon
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If you've been trying to figure out the best way to capture all your action-oriented footage this summer, your phone is a great option, but a GoPro is an even better one. There are several models out there, but we've found one that's on sale that you won't want to pass up.

As of July 8, get the GoPro MAX2 Action Camera for $299 at Amazon, down from its usual price of $499.99. That's $200.99 off and a discount of 40%.

SEE ALSO: GoPro unveils new action cameras with 360-degree video and inbuilt light

No matter what you're getting up to throughout the rest of the summer, the GoPro MAX2 can be your constant companion. Not only can it film a 360-degree view in 8K resolution, but it's small enough to travel anywhere you do. Whether you're surfing, swimming, jogging, or climbing throughout the rest of the year, you can take it with you to capture every single feat you pull off.

Use the accompanying app to get the best possible footage, edit within the app, and put together a highlight reel of your perfect, active summer. And if you're planning on being by the water all season long, don't worry about getting it wet. It's durable and waterproof up to 5 meters, so you're covered.

This is a great way to share everything you're doing throughout the season, with a durable and perfectly portable camera that's built for an active lifestyle. You can use it long after summer has come and gone, so splurge on one now and see how you can capture some positively sweet footage all year round with it.

If you're not eating free fries this week, you're doing life wrong. Just kidding (kind of).

Friday, July 10, is National French Fry Day, which means a bunch of your favorite fast food chains are giving away free fries. While some require a minimum purchase of some kind or a (free) rewards membership, others require nothing but your will to face the crowds at a local establishment. Regardless, this is a made up holiday I, for one, can get behind.

If you're curious which fast food chains are participating in the free fry celebration, we have a running list below. Just be sure to check the details before rushing out to the restaurant of your choice.

Arby's

Arby's Rewards members can get a free fry of any size on July 10 with the purchase of a Cheesesteak online or in app.

Checkers & Rally’s

Celebrate National French Fry Day at Checkers & Rally’s from July 10 through 12 with BOGO free Famous Seasoned Fries of any size and $1 sauce trios.

Chick-Fil-A

From July 7 through 13, Chick-Fil-A is giving out free medium-size Waffle Fries as a reward in the restaurant's app. Just play the in-app "Spot the Cow" game to get the deal. It's limited to one fry reward per person.

Del Taco

July 10 through 13, you can score a free regular fry at Del Taco with with a $3 minimum purchase.

Five Guys

From July 8 through 10, customers who buy a burger, hot dog, or sandwich through the Five Guys app or Five Guys.com will get one free Little Fry. Sign in or create a Five Guys account and enter promo code FRYDAY26 at checkout to get the freebie.

Jack in the Box

Sign up to be a Jack Pack Rewards member if you're not already and you'll be able to grab a free fry of any size on July 10 with a minimum purchase of $1.

McDonald's

On July 10th, National French Fry Day proper, McDonald's is giving out free medium-sized French Fries to Rewards members. Just make a purchase of at least $1 through the McDonald's app to get the deal.

Sheetz

From July 10 through 16, Sheetz is giving away one free bag of fries with any purchase of $10 or more through the Sheetz app (under the OFFERZ tab). The freebie is limited to one per My Sheetz Rewardz member.

Wendy's

Are you a Wendy's Rewards member? Head to the app and make a purchase of at least $5 and you'll get a free fry in any size on National French Fry Day, July 10.

Whataburger

Whataburger rewards members can score a free medium fry with no purchase required on July 10. The offer is valid online or in the app.

White Castle

Head to White Castle on July 10 and pick up free Cheese Fries by using the promo code CHEESY when you place an online or in-app order.

For years, Netflix had a clear goal — get subscribers to come back for the next season or blockbuster. Now, it is no longer competing with other streamers. It’s coming for YouTube’s turf, too. On August 3, Netflix will add videos from popular digital publishers, letting you watch home tours, recipe clips, and celebrity profiles without ever leaving the platform. None of these videos are produced or funded by the streaming service itself. Instead, Netflix is licensing existing series that millions of people already watch elsewhere.

The Toyota RAV4 closed out 2025 as the third-best-selling vehicle in the United States, making it the best-selling vehicle that wasn't a pickup, with almost half a million units sold. The RAV4 has topped the compact SUV segment every year since 2017, thanks to its reputation for reliability, fuel-sipping powertrain options, and a lineup wide enough to cover nearly any budget.

SAVE 52%: As of July 8, you can get the Skullcandy Crusher Evo wireless Bluetooth headphones at Amazon for $99.99, down from $209.99.

Skullcandy Crusher Evo Wireless Over-Ear Headphone $99.99 at Amazon
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If you're looking for a pair of budget headphones that don't sound like budget headphones, you should check out Skullcandy. While I don't think everyone wants to physically feel their music vibrating against their head (especially if you're easily overstimulated), there's definitely a market for it.

SEE ALSO: The 12 best headphones of 2026 — we tested the top contenders from Sony, Apple, Bose, and Beats

Right now, you can get the Skullcandy Crusher Evo wireless Bluetooth headphones at Amazon for $99.99, down from $209.99. That's a 52% discount or $110 savings. It's also just a few bucks above their all-time low of $94.99.

These over-ear headphones feature patented "Multi-Sensory Crusher Bass Technology," which is just a fancy way of saying that they have extra dual bass drivers that let you physically feel your music and movies. If the idea of skull-rattling bass sounds a bit too intense, you can use the Skullcandy app to run a quick hearing analysis to auto-adjust the sound profile specifically for your ears.

The Crusher Evo are also built for travel; just fold them in half and throw them in your bag. You'll get up to 40 hours of battery life on a single charge, plus an additional four hours of listening time from a quick 10-minute charge. They also feature a built-in microphone and on-device buttons, so you can answer calls, adjust the volume, or skip tracks without pulling out your phone.

SAVE $510: The Segway Navimow i110N robot lawn mower is on sale at Amazon for $789, down from the list price of $1,299. That's a 39% discount and the lowest price we've seen at Amazon.

Opens in a new window Credit: Segway Segway Navimow i110N robot lawn mower $789 at Amazon
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Life is short. Unless you get joy from mowing the lawn, it's a tedious task that genuinely never ends. In the same way that we've employed robot vacuums to keep the floors clean inside, a robot lawn mower can take care of keeping the grass well maintained outside. Check out this Amazon deal on a robot lawn mower.

As of July 8, the Segway Navimow i110N robot lawn mower is on sale at Amazon for $789, marked down from the list price of $1,299. That's a 39% discount that takes $510 off the normal price. It's the lowest price we've ever seen at Amazon.

SEE ALSO: Combat power outages this summer with $200 off the Bluetti Apex 300 portable power station

Without requiring a perimeter wire fence, the Segway Navimow will tackle mowing lawns of up to a quarter of an acre. It uses RTK+ vision to navigate its way around your yard, mowing to your desired height between 2 and 3.6 inches. Its cutting width measures 7.1 inches, and it'll mow for up to 120 minutes per charge.

From the app, you'll be able to set a mowing schedule, as well as monitor recharging status, and set up zones within your yard. Tell the Navimow to mow the backyard once a week and the side lawn once every 10 days. Plus, Segway mentions the maximum sound from the robot mower is just 58 decibels. For comparison, Segway says some push-style mowers reach 90 decibels.

Spend the rest of summer enjoying a well manicured lawn instead of working away on keeping it mowed. Since the Segway Navimow i110N robot lawn mower is on sale at Amazon for the lowest price we've ever seen, now is a great time to make the upgrade.

From Nia DaCosta's 28 Years Later: The Bone Temple, to Curry Barker's Obsession, to Sam Raimi's Send Help, and Lee Cronin's The Mummy, 2026 has had no shortage of gloppy, gory carnage for horror fans. But graphic violence and buckets of blood alone aren't enough to make for a satisfying or even scary film. Sadly, the team behind Evil Dead Burn missed the memo, which is wild because Raimi and Cronin are both producers on this one.

SEE ALSO: Best horror movies of 2026, and where to watch them now

Evil Dead Burn director Sébastien Vaniček broke through in 2023 with Infested, a goosebump-inducing creature feature about a wickedly aggressive nest of spiders taking over an apartment building. For his crack at the Evil Dead franchise, Vaniček reteamed with his Infested co-writer Florent Bernard, crafting a story similarly vicious, violent, and thin on character development.

However, since the 2013 Fede Álvarez reboot of Evil Dead, the ties to the original trilogy have gotten thinner and thinner as this franchise limps along. Yes, the evil dead rise, beckoned by an ancient artifact. They cause chaos and lots of grisly assaults on everyday friends and family. And they may be beaten down, but they're never truly out — not as long as audiences will still come to theaters to see the barrage of blood, guts, and bile.

What is lost in these subsequent sequels are the humor and heart that Raimi and his leading man Bruce Campbell (also a producer on this sequel) brought to the original trilogy, to thrilling effect. Those movies were wild, not only for their outrageous violence but also for the sheer glee of their audacity.

Decades later, I can still remember the shock of seeing those trees chasing after Cheryl, the thrill of seeing Ash battle with himself in the mirror, and the excitement when his chainsaw arm revs into action. Yet all the sequels that followed lack this macabre silliness. This twisted glee keeps Raimi's filmmaking fresh even in 2026. (Again, see Send Help.) Without it, no matter what edgy horror filmmaker they plug and play into the franchise, the result is a sequel that feels tedious, gray, and soulless.

SEE ALSO: Rachel McAdams' highly rated survival thriller 'Send Help' is now streaming — how to watch it at home What's Evil Dead Burn about? A Deadite stands on a boat in "Evil Dead Burn." Credit: Warner Bros. Pictures

Vaniček and Bernard thrust audiences into a nondescript rural vacation home, where an American family is grieving the loss of their eldest son, Will (George Pullar). With some help from a Deadite, Will dies in a car accident after fleeing a public argument with his French wife Alice (Souheila Yacoub) at their — uh — restaurant.

Okay, to be clear, his mom Susan (Tandi Wright) insists it's a restaurant. But the only scene set there begins with an extreme close-up on a Black woman's behind as she shakes it for the camera, which then tilts up to reveal a packed dance floor, flooded with writhing bodies, red mood lighting, and loud music. So, does Susan not know her son as well as she thinks she does? Or is Will's restaurant less about the French cuisine he reportedly adored and more about overpriced cocktails and nightclub vibes? It doesn't really matter because nothing in Evil Dead Burn does.

These movies are about the hapless folks who are plagued by Deadites, usually through an idle mistake or no fault of their own. Raimi has made magic with this premise even beyond the franchise. (Drag Me to Hell is still a wild ride.) In the case of Evil Dead Burn, Will's younger brother Joseph (Hunter Doohan) accidentally unearths a hidden artifact that awakens the evil dead. How? Well, he was doing research for his novel, of course!

Maude Davey in "Evil Dead Burn." Credit: Warner Bros. Pictures

Yes, it's a cliché that the sensitive guy is an aspiring author. Evil Dead Burn is full of such clichés, with little else to build character. So, we meet restaurateur/nightclub owner Will, who is belligerent to his French wife Alice, who we know is deep because she likes taking black-and-white photographs. And Joseph has a girlfriend Thya (Luciane Buchanan), who presumably has interests beyond him. But before we'll learn any of these, she's turned Deadite. C'est la mort.

Also in the mix are Joseph and Will's sneering mom Susan and glaring dad Edgar (Erroll Shand), and their one-legged grandmother Polly (Maude Davey), who has dementia. Polly might be intended for comic relief, but the closest she comes to a joke are bits about her memory loss and racism.

Souheila Yacoub is engaging, but can't elevate this mess of a movie. Souheila Yacoub plays Alice in "Evil Dead Burn." Credit: Warner Bros. Pictures

Were the first three Evil Dead movies a mess? Absolutely. But Bruce Campbell, with a lantern-shaped jaw as outsized as his charisma, made that mess undeniably entertaining. He was electrifyingly alive in moments serious, scary, and deeply stupid. The vibe of Evil Dead Burn never allows Yacoub to showcase such range.

Instead, she is a woman gripped by grief and trauma, forced to play nice to in-laws who openly resent her — and then try to murder her with an array of homewares and power tools. Why does she stick around, even before the Deadite business begins? Evil Dead Burn will not even attempt to get that deep into a motivation. So, her in-laws spew not only spittle, blood, mashed potatoes, and more blood, but also vile sentiments about her and her not-so-loving relationship with Will.

There might have been a version of this where the barbs were witty in their cruelty, like in What Ever Happened to Baby Jane? or Who's Afraid of Virginia Woolf? There might have been an execution where the characters felt distinct instead of people-shaped wallpaper, set up only to be torn to shreds. But Vaniček shows no interest in complexity, depth, or genre-bending.

The most lively moments of the film have nothing to do with the central characters. The film opens on a fishing trip, where two friends (Keanu Karim and Victory Ndukwe) razz each other before their hobby turns to homicide. Later, a carefree crematorium employee (Shyamal Singh) dances to a rap song while going about his duties, moments before being brutally slain offscreen. These are lively, enjoying laughs and something specific before being ripped into ribbons, which is more than can be said for the family at the film's core. However, it is troubling that all these tertiary characters set up for early slaughter are people of color, as is the first victim in the house, whose face is battered until all that's left is a row of teeth and mush of blood and brain.

Into all this, Yacoub brings a Final Girl resilience. To Vaniček's credit, he doesn't slide her into a skin-tight white tank top or otherwise offer an outfit that urges audiences to leer at her body, even as it's being abused. Dressed in a simple sweatsuit, she wears her weariness plain from the start, even at her husband's sparsely attended funeral. But as the family around her crumbles into pain or possession, she grits her teeth and drags us all through Evil Dead Burn's grueling final act. She's compelling. But a film so resolute in dealing in cliché and cruelty only gives her so much room to play, explore, or shine.

Raimi unknowingly built a sandbox in the 1981 Evil Dead, one he'd return to twice more, twisting horror into comedy, outrageousness, and epic action. He found his voice in those films. But given the same chance, a new generation of horror filmmakers (Fede Álvarez with 2013's Evil Dead, Lee Cronin with Evil Dead Rise, and now Sébastien Vaniček with Evil Dead Burn) have delivered movies that are mean, ugly, and lifeless. They are more interested in shocking than they are provoking us to revel in the weird space where humor and horror collide. Instead, they are just a pastiche that lacks the color, creativity, and verve of the original trilogy. So, yeah, I'm bored.

Evil Dead Burn opens in theaters on July 10.

SAVE $17: As of July 8, get the Lexar ES3 1TB External SSD for $152.99 at Amazon, down from its usual price of $169.99. That's a discount of 10%.

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$169.99 Save $17   Get Deal

When it comes to computer components like RAM and hard drives, everything's getting a little more expensive here and there. So if you're looking for storage that you can use to keep all your important files, photos, or games on, it's good to hop on it while it's still affordable. Luckily, if you're in the need of a hard drive for some expandable space but don't want to have to install it internally, you can snap up a deal from Lexar through Amazon right now that should buy you a bit more time before you're out of space completely.

As of July 8, get the Lexar ES3 1TB External SSD for $152.99 at Amazon, down from its usual price of $169.99. That's $17 off and a discount of 10%.

SEE ALSO: The best microSD, portable SSDs, and hard drive deals to grab this week

This 1TB hard drive is external, so it doesn't need to be installed. You can also tote it around or store it wherever is convenient when you're not using it. It features high-speed data transfer speeds with 1050MB/s read speeds and 1000MB/s write speeds, so transferring files is quick and easy work.

If you don't plan on using it as a more permanent external fixture with your computer at home, this is a great portable opton as well. It's thin, lightweight, and attractive at just 42k and 10.5mm tickness. It's smaller than a card and can fit in your pocket for easy transportation -- just throw it in a bag and go. And if you're concerned about needing encryption for your files, it uses Lexar DataShield 256-bit AES encryption so all your documents are safe within.

Whether you just need a bit more leeway with how you store things or you're hitting critical mass with your computer, more storage is never a bad idea. Be sure to grab one before this Lightning Deal comes to an end.

A new study from the University of Colorado Boulder examined how people emotionally engage with "generative ghosts" — AI chatbots trained to simulate deceased loved ones.

The study found that users generally preferred bots that spoke as the deceased in the first person ("reincarnation") over those that merely described them ("representation"), despite acknowledging the risk of becoming too attached.

SEE ALSO: 'Use a gun': AI chatbots help people plan violence, report says

First author and information science doctoral candidate Jack Manuel Manning presented the research at the Association for Computing Machinery's Designing Interactive Systems Conference in June.

Researchers conducted a qualitative study with 16 participants aged 22 to 50. Each of them interacted with two chatbot versions of a deceased loved one: one that spoke in the first person, mimicking the deceased directly, and one that described the person in the third person, more like a narrator.

According to the study, participants found the first-person "reincarnation" mode more emotionally vivid and comforting, though some worried about the psychological risks of relying on it too heavily. One participant, referred to as P4, described the experience as offering unexpected closure. "In the [reincarnation], it just feels like I'm getting the closure I needed so bad," she told researchers.

Another participant, P11, expressed more caution, saying, "I am worried that over time I will come to be reliant on the voice... it's going to end up very similar to how people are falling in love with AI characters."

The researchers also found that participants cared more about whether a chatbot's tone and phrasing "felt right" emotionally than whether it was factually accurate.

In several cases, participants continued treating the third-person "representation" chatbot as though it were speaking directly as their loved one, effectively ignoring the distinction the researchers had built into the study design. One participant, P12, explained, "I don't see this chatbot as a person, but I still say 'you.' I think it's just thinking about what you would ask the person and conflating that with what you were asking the chatbot."

The study's authors were upfront about its limitations, chief among them its small sample size. With only 16 participants, the researchers acknowledged that their findings don't capture "the full range of cultural, religious, and individual perspectives on grief and technology" and noted that mourning practices vary widely across communities, in ways that could shape how people respond to these tools.

The study also focused on single, short-term sessions rather than repeated or long-term use, leaving open questions about how attachment might build or fade over time.

The paper argues that future development of these systems needs to weigh emotional benefits against the risk of unhealthy dependency, and calls for careful consideration of consent and family governance before such tools are deployed for bereaved users.

I switched to streaming TV shows and movies years ago, but I still keep some of my favorite shows stored locally on my PC because I want to be able to watch them offline. That doesn't happen often (in fact, it's only happened a few times over the last few years), but there's no worse feeling than the internet going down and not being able to watch your comfort show while eating lunch.

If you haven't circled July 13 on your calendar to line up outside your nearest Starbucks to fight for the Pink Drink Bearista Cold Cup (literally, what are you doing?), maybe you just prefer a different kind of emotional-support water bottle.

SEE ALSO: Starbucks is bringing back the famous S'mores Frappuccino — how to get early access on June 30

For reasons I cannot fully explain, Arby's is currently selling a 20-ounce Bedazzled Tumbler. It's encrusted with rhinestones and features the restaurant's logo down at the bottom. I'm not a huge fan of Arby's (when the Jalapeño Bites were pulled from my local menu, I lost interest), but this is so flashy and unnecessary that I honestly kind of respect the commitment to the bit.

At $45, it's definitely on the pricey side for fast-food merch. But, hilariously enough, if you don't want to drop all that cash at once, Arby's will let you finance your rhinestone cup in two interest-free installments of $22.50 using Shop Pay.

Just keep in mind you have to hand-wash this thing to protect the rhinestones. You can grab one right now at the official Arby's Shop.

Opens in a new window Credit: Arby's Arby's Bedazzled Tumbler $45 at Arby's
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SAVE $300: The 27-inch OLED LG Ultragear gaming monitor is on sale at Amazon for $699.99, down from the list price of $999.99. That works out to a 30% discount.

Opens in a new window Credit: LG 27-inch OLED LG Ultragear gaming monitor (27GX790B-B) $699.99 at Amazon
$999.99 Save $300   Get Deal

We pay special attention to display quality on almost all of our tech. From our TVs to phones and e-readers, the image we see is highly important to the overall experience. Instead of settling for an acceptable display on a gaming monitor, go with the clarity and crispness of OLED. There's a great model on sale today.

As of July 8, the 27-inch OLED LG Ultragear gaming monitor is on sale at Amazon for $699.99, down from the list price of $999.99. That works out to a 30% discount that shaves $300 off the price.

Instead of messing around with models that don't offer an excellent experience, go with the trustworthiness of an LG model. This 27-inch Ultragear has top-tier stats like a GtG of 0.02 milliseconds and a dual mode that can support 540 Hz or 720Hz.

In terms of the display, LG equipped the monitor with OLED clarity, and it gets bragging rights as the brand's brightest OLED gaming monitor yet, reaching 335 nits of typical brightness. Of course, there's also NVIDIA G-SYNC compatibility and AMD FreeSync Premium Pro.

SEE ALSO: Nothing Phone (4b) is now available to pre-order: What's new and how to buy

The 27-inch display has a slim profile, and the included stand can adjust in height. Further customizations include tilt, swivel, and pivot, so you can get the display just the way you prefer. Plus, it'll take up less space on your desk compared to a curved monitor.

While it's sitting at a 30% discount, upgrade your gaming setup with the 27-inch OLED LG Ultragear gaming monitor. Since it'll be something you use everyday, it's well worth the investment of a OLED display.

When I first got my Ugreen NAS, I thought about replacing its operating system. Tinkering is in my blood, and replacing the operating system couldn't be that hard, right? Well, it's not, but it's also not necessarily worth replacing. After extensive testing, I've decided that I'm going to only stick with UGOS on my Ugreen NAS systems—here's why.

At a glance

• Polished charts from simple specs. Flint allows AI agents to reliably generate expressive, visually polished charts from simple, human-editable specifications.
• Semantic types guide design. Flint leverages semantic data types to express meanings of data. They help the compiler choose appropriate scales, baselines, formatting, and color schemes.
• Layouts adapt to the data. Flint automatically manages sizing, spacing, labels, and layout so charts remain readable as cardinality and density change, without explicit user configurations.
• One spec can target multiple backends. A single Flint specification can compile to Vega-Lite, Apache ECharts, or Chart.js without rewriting the chart from scratch.
• Built for agent workflows. The open-source project includes the flint-chart library and the flint-chart-mcp server, so agents can create, validate, and render charts directly in chat or coding environments.

Figure 1. Flint supports a diverse collection of visualizations with its simple spec, which can be rendered with visualization libraries like Vega-Lite, Echarts, and Chart.js.

Creating a good chart requires many design decisions: how dates should be parsed, whether a scale should start at zero, how values should be formatted, how much room labels need, and which colors make the data easier to read. Modern visualization libraries such as Vega-Lite, Apache ECharts, and Chart.js expose these controls, but there is a trade-off: Short specifications that rely on system defaults often produce uninspiring charts, while polished visualizations require detailed specifications with purposely chosen parameters that are often verbose, fragile, and error-prone.

This trade-off becomes sharper as large language models (LLMs) and AI agents take on more visualization work. Agents are especially prone to errors when they must manage complex, low-level specification details, and the resulting fragile code can be difficult for people to inspect, repair, or reuse. Ideally, we need something in between: a compact specification that agents can produce reliably, people can edit directly, and a system can compile into a well-designed chart.

To address this challenge, we introduce Flint (opens in new tab), a visualization intermediate language for AI-driven chart creation. Flint helps AI agents create expressive, attractive charts from simple, human-editable chart specs. Instead of requiring verbose low-level parameters for scales, axes, spacing, and layout, the Flint compiler derives optimized chart settings from the data, semantic types, chart type, and encodings. The same Flint spec can render through multiple backends, including Vega-Lite, Apache ECharts, and Chart.js.

Figure 2. Flint compiles a compact, human-editable chart specification into a complete backend-native specification and rendered visualization. In this heatmap example, the Flint spec names semantic types (period as YearMonth, newUsers as Profit) and maps fields to visual channels. The compiler derives the Vega-Lite details, including temporal parsing, axis formatting, color scale, cell sizing, legend configuration, and layout. How Flint works

Figure 2 illustrates the how the Flint compiler turns a compact chart specification into a refined heatmap.

To produce a high-quality heatmap, traditionally, we need to explicitly tell the system with low-level chart properties about how to process the period field, how to properly label MonthYear values, size individual heatmap cells, and choose a color scale that appropriately represents positive and negative newUsers values. Without these configurations, visualization libraries must guess from field names and raw values, which can lead to charts that are technically valid but potentially misleading. While they are important, hard-coding these details can be difficult and error-prone, and they make specification fragile and hard for users to understand or adapt.

In Flint, these low-level details are systematically managed, where the compiler infers them from high-level data and chart specifications. Here, the data specification captures semantic types and optional metadata, and the chart specification defines the chart type and maps fields to visual channels such as x, y, color, size, or facet. From this information, the compiler derives the parsing rules, scales, axes, aggregations, formatting, color schemes, layout, and generates the backend-native specification, which is used to render the final polished visualization. This frees users from explicitly setting fragile and error-prone low-level details.

Furthermore, because the intermediate representation is separate from any single rendering library, Flint can target backends with very different APIs and programming models. Users can keep the same compact chart intent while compiling to Vega-Lite, ECharts, or Chart.js, and choose the backend whose capabilities best fit the visualization.

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Start now Opens in a new tab Flint for AI-assisted visualization

Flint is well suited to LLM-based chart generation because semantic types are often easier for models to infer than the full set of low-level visualization parameters. Field names, value patterns, and common data knowledge can help an agent recognize whether a column represents a date, price, percentage, country, ranking, or correlation. Once those meanings are explicit, the compiler can handle many design decisions that would otherwise appear as brittle, library-specific code.

In our research study, we compared Flint with DirectVL, a baseline that asks the model to directly generate full (more complex) Vega-Lite specifications in a LLM self-evaluation pipeline. Across three tested models based on testing data from Tidy Tuesdays, Flint received higher overall LLM-judge scores: 16.27 vs. 15.91 with GPT-5.1, 16.16 vs. 15.60 with GPT-5-mini, and 15.91 vs. 15.34 with GPT-4.1. In fact, Flint has been so powerful and reliable that it is now used to power Data Formulator (opens in new tab), a Microsoft Research project for AI-assisted data analysis and visualization.

To make Flint easy for your agents to access, we also release flint-chart-mcp, a Model Context Protocol (MCP) server that allows agents to create, validate, and render charts inside a chat or coding environment. MCP calls can embed data inline or read configured local files, and the server can open an interactive chart view so users can inspect and refine the results.

Figure 3. Once you set up the flint-chart-mcp with your favorite AI client, the agent can generate interactive visualizations powered by Flint to answer your data exploration questions. Try Flint

Flint is open source and ready to use:

• Project site: https://microsoft.github.io/flint-chart/ (opens in new tab)
• GitHub: https://github.com/microsoft/flint-chart (opens in new tab)
• Flint MCP server instruction: https://microsoft.github.io/flint-chart/#/mcp (opens in new tab)

Flint points toward a shared semantic layer for visualization, where people and AI agents can work with compact chart intent while a compiler handles the careful low-level details. We invite the community to explore the project and build on it.

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The post Flint: A visualization language for the AI era appeared first on Microsoft Research.

SAVE $151.99: As of July 8, the Sony ULT Field 7 Bluetooth party speaker is on sale at Amazon for just $348 instead of $499.99. That's a savings of 30% and its best price all year.

Opens in a new window Credit: Sony Sony ULT Field 7 $348
$499.99 Save $151.99   Get Deal

Mashable's shopping team loves the Sony ULT Field speaker lineup, so we were thrilled to see many of the top models on sale for Prime Day. One of our favorites, however, was missing from the deals list: the ULT Field 7. Fortunately, after the sale wrapped up, the party speaker got a steep discount and you can save 30% if you act fast.

As of July 8, the Sony ULT Field 7 Bluetooth party speaker is on sale at Amazon for just $348. That's $151.99 or 30% off its list price of $499.99 and its best price all year. But stock is running low, so you'll have to add it to your cart ASAP if you want to secure the deal.

As our reviewer puts it, the ULT Field 7 features a boombox aesthetic that "exudes old-school swagger." But its looks are just a small party of why it earned a spot on our best Bluetooth speakers list. At around 13.9 pounds, you can still carry around the ULT Field 7, but it's more powerful than your average portable speaker. It's ideal for both indoor and outdoor listening, has a battery life up to 30 hours, is loaded with controls, inputs, and settings, and even features multipoint technology to pair it with multiple audio sources at once.

Beyond serving as a Bluetooth speaker, it can also connect to microphones and guitars for live performances. With the Fiesta app, the ULT Field 7 can even serve as a karaoke machine and pump out sound and lighting effects. It's essentially a party in a speaker-shaped package. As for the sound itself, our reviewer says it "fills any room with loud, engaging sound."

It's not the cheapest speaker in Sony's lineup, but at 30% off, it's much more palatable.

Netflix does not just want your movie night anymore. It wants your 13-minute lunch break, too.

Starting Aug. 3, Netflix will begin adding short and mid-length videos from major digital publishers directly to its homepage, giving subscribers a new way to watch internet-native series without leaving the app.

The first wave of partners includes BuzzFeed, Condé Nast, Hearst Magazines, People Inc., Tastemade, and PMX, a Penske Media subdivision that includes The Hollywood Reporter, Billboard, Eater, Indiewire, Rolling Stone, and Variety. The rollout will be available to Netflix members at all subscription levels in the United States, Canada, the United Kingdom, Ireland, Australia, and New Zealand.

The videos will range from quick three-minute clips to roughly 20-minute episodes and cover food, travel, fashion, entertainment, wellness, design, celebrity interviews, home tours, and other lifestyle topics.

In other words, the kind of stuff people already fall into on YouTube when they mean to watch one Vanity Fair lie detector test and somehow end up 45 minutes deep into celebrity home tours.

SEE ALSO: The 30 best comedies streaming on Netflix right now

Netflix says the lineup will include both licensed past videos and new ongoing series. Among the titles coming to the platform are Architectural Digest's "Open Door," BuzzFeed’s "I Draw, You Cook," Elle's "Where Is the Lie," People's "My Life in Pictures," and Tastemade's "Struggle Meals." Other announced franchises include BuzzFeed Celeb's "30 Questions," Vanity Fair’s "Lie Detector," Harper's Bazaar's "Burning Questions," Billboard's "24 Hrs With," Variety's "How Well Do They Know?," and Travel + Leisure's "Travel Unfiltered."

For Netflix, the move makes sense. The streamer built its reputation on full seasons, bingeable dramas, prestige documentaries, stand-up specials, and original films. But the way people watch videos online has changed. Sometimes viewers want a two-hour movie. Sometimes they want a 13-minute celebrity interview, Get Ready With Me, or a fashion explainer while they eat lunch. Netflix is now trying to ensure those shorter viewing moments can happen on its platform, too.

"Members don't just want to watch a show or film and move on; they want to keep exploring the stories and personalities they love long after the final credits roll," John Derderian, Netflix's vice president of animation series and kids and family TV, said in the announcement on TUDUM, the platform's official editorial hub. "These partnerships help us deepen fandom and create more ways for members to carry those stories with them throughout their day."

The new publisher videos also arrive as Netflix has been expanding beyond its traditional TV-and-movie identity. The company has added games, live events, sports programming, comedy specials, and video podcasts, all while testing new ways to make the app feel less like a library and more like a place to spend time.

Many of the announced series are the exact kind of polished, publisher-made videos that became major digital franchises on YouTube, the reigning media distributor in the U.S.: celebrity Q&As, lie detector interviews, cooking videos, fashion segments, home tours, travel shows, and bite-sized lifestyle series. Of course, Netflix is not replacing YouTube, but it is clearly interested in some of the viewing behavior that YouTube watchers expect — and social media users have noticed the connection.

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There are still some open questions. Netflix has not said exactly how these videos will be surfaced, how the platform will recommend them, or how much they will be tied to related shows, movies, and talent. It has also not announced the full slate of future publisher partners.

But the direction is clear, and pretty soon, internet videos will live where your prestige dramas or true-crime documentaries already do.

A lot of modern devices and appliances offer smart features. These features promise to let you monitor and control your devices remotely or add them to your smart home, at a premium price point.

You'll soon have the option to back up your Android phone to your Windows PC without touching the cloud, but there might be a catch. Google is now known to be developing an automatic backup feature for PCs, but Samsung phones won't be supported.

GET UP TO 47% OFF: As of July 8, you can get up to 47% off select Craftsman tools at Amazon. Save on cordless drills, toolsets, and more.

Best Craftsman tool deals as of July 8: Best drill deal Craftsman V20 Cordless Drill/Driver Kit $59 (save $40) Get Deal Best tool set deal Craftsman 262-Piece Mechanic Tool Set $149 (save $100) Get Deal Best cordless tool deal Craftsman V20 Brad Nailer $99 (save $60) Get Deal

Growing up with a dad who's a mechanic (and a race car driver) meant I spent my childhood rummaging through drawers to bring him whatever tool he needed next. He always had the fanciest toolboxes (it's honestly crazy how much men will pay for those things) and a Snap-On truck came by weekly. Naturally, I inherited none of his knowledge — I have a tape measure, one screwdriver, and whatever leftover hex keys came free with my IKEA furniture.

SEE ALSO: Save $80 on the DeWalt 20V Max Cordless Drill and Impact Driver duo and get more done

If your own setup is looking similarly tragic, Amazon has a ton of Craftsman tools on sale for up to 47% off. It’s a justifiable excuse to stop borrowing your neighbor's stuff and build out a decent collection.

Best drill deal CRAFTSMAN V20 Cordless Drill/Driver Kit (CMCD700C1) $59 at Amazon
$99 Save $40   Get Deal at Amazon Why we like it

A reliable cordless drill is a non-negotiable adult purchase. After moving year after year and losing my tool bag, I had to learn this the hard way.

If you're looking to buy a drill on the cheap, you can get the Craftsman V20 Cordless Drill/Driver Kit (CMCD700C1) for $59 at Amazon. This is the best price I've seen it across retailers (though Lowe's is matching it). It also comes with a 20V max Lithium battery and charger, as well as a three-year limited warranty.

Best tool set deal Craftsman 262-Piece Mechanic Tool Set with 3-Drawer VERSASTACK Tool Box (SAE/Metric Set, CMMT45309) $149 at Amazon
$249 Save $100   Get Deal at Amazon Why we like it

While it might not have a hammer or a tape measure, this 262-piece kit is the ultimate upgrade for anyone who wants to start doing their own auto maintenance or heavy-duty garage projects.

Right now, you can grab the Craftsman 262-Piece Mechanics Tool Set for $149 at Amazon. That's a 40% discount or a $100 price cut. It includes 118 sockets, 24 wrenches, 44 hex keys, dozens of specialty bits, and a three-drawer, Versastack-compatible box with a one-handed locking dial.

Best cordless tool deal CRAFTSMAN V20 Brad Nailer, 18GA, Cordless, Bare Tool Only (CMCN618B) $99 at Amazon
$159 Save $60   Get Deal at Amazon Why we like it

Whether you're working on baseboards or doing trim work, you'll need a cordless nailer. Right now, you can get the Craftsman V20 Cordless Brad Nailer (CMCN618B) for $99, down from $159, at Amazon. That's a 38% discount or $60 savings. It's also the lowest price we've tracked on this tool since 2023.

Note: This listing is for the tool only (the battery and charger aren't included). But if you already own the cordless drill we mentioned above (or any other tool in Craftsman's V20 lineup), you can just pop that same battery right into this nailer and get straight to work.

More Craftsman deals

• Craftsman Torque Wrench (CMMT99433) — $59.98 $75.49 (save $15.51)

• Craftsman Deep Impact Socket Set — $89 $109 (save $20)

• Craftsman V20 MAX Cordless Drill Driver and Impact Driver Set (CMCK200C2) — $99 $169 (save $70)

• Craftsman V20 Cordless Stick Vacuum Kit (CMCVS001D1) — $149 $199 (save $50)