Tech
AI learns to follow predefined norms through a combination of logic and machine learning
Artificial intelligence is becoming increasingly versatile—from route planning to text translation, it has long become a standard tool. But it is not enough for AI to simply deliver useful results: it is becoming ever more important that it also complies with legal, ethical, and social norms. But how can such norms be taught to a machine?
At TU Wien, a new approach has now been developed. By combining machine learning and logic, autonomous agents can be trained to follow predefined norms. It is even possible to establish a hierarchy of these norms—declaring some to be more important than others. At IJCAI 2025, an AI conference held this year in Montreal, Canada, this work was recognized with the Distinguished Paper Award.
Trial and error
Teaching AI new abilities sometimes works a bit like teaching tricks to a pet: reward if the task is performed correctly, punishment if the response is wrong. The AI tries out different behaviors and, through trial and error, learns how to maximize its reward. This method is called reinforcement learning and plays a key role in AI research.
“One could try to teach AI certain rules by rewarding the agent for following norms. This technique works well in the case of safety constraints,” says Prof. Agata Ciabattoni from the Institute of Logic and Computation at TU Wien. “But this wouldn’t work, for instance, with conditional norms (‘do A under condition B’). If the agent finds a way to earn a reward, it might delay finishing its actual job on purpose, to have more time for scoring easy points.”
Norms as logical formulas
The TU Wien team chose a fundamentally different path, inspired by old philosophical works: norms are still represented as logical formulas, but agents get a punishment when they do not comply with them. For example, “you must not exceed the speed limit” is translated as “if you exceed the speed limit you get a punishment of X.” Most importantly, each norm is treated as an independent objective.
“The artificial agent is given a goal to pursue—for example, to find the best route to a list of destinations. At the same time, we also define additional rules and norms that it must observe along the way,” explains Emery Neufeld, the first author of the paper. “The fact that each norm is treated as a different objective allows us to algorithmically compute the relative weight that we have to assign to these objectives in order to get a good overall result.”
With this technique, it becomes possible to encode even complicated sets of rules—for instance, norms that apply only under certain conditions, or norms that depend on the violation of other norms.
Flexible norms
“The great thing is that when the norms change, the training does not have to start all over again,” says Agata Ciabattoni. “We have a system that learns to comply with norms—but we can then still adjust these norms afterwards, or change their relative importance, declaring one rule to be more important than another.”
In their paper, Ciabattoni and her team were able to show that this technique allows a wide range of norms to be imposed, while the AI continues to pursue its primary goals.
More information:
Preprint paper: Combining MORL with Restraining Bolts to Learn Normative Behaviour
Citation:
AI learns to follow predefined norms through a combination of logic and machine learning (2025, September 15)
retrieved 15 September 2025
from https://techxplore.com/news/2025-09-ai-predefined-norms-combination-logic.html
This document is subject to copyright. Apart from any fair dealing for the purpose of private study or research, no
part may be reproduced without the written permission. The content is provided for information purposes only.
Tech
Live TV Isn’t Dead. These Are the Best Live TV Streaming Services
I won’t mince words: Sling TV is confusing. It has, by far, the most confusing lineup of plans and add-ons out of any of the live TV streaming services I tested. There are a handful of core plans, none of which encompass the scale of Hulu Live TV, YouTube TV, or DirecTV, as well as about half a dozen add-ons to bring the channel roster up to par. This modular approach is annoying while shopping, though it also means you can save quite a bit of money by only picking up what you need.
The core of Sling is Blue and Orange. The Blue plan focuses on news and entertainment, while the Orange plan cuts news like MSNBC and CNN in favor of an array of ESPN channels. It’s clear Sling wants folks to pick up the Orange & Blue plan that combines these channel lineups. It’s about 30 percent cheaper getting them together than it is purchasing them separately (and about $30 cheaper than most other providers).
The Orange & Blue plan, which I recommend for most people, covers the major bases, but it loses out on some of the secondary channels available elsewhere. For instance, you get ESPN channels and Fox Sports 1, but not Fox Sports 2 or the Big Ten Network. You’ll need an add-on for those.
Most of Sling’s add-ons are $6 extra per month, minus the sports add-on, which is $15. The add-ons fill in the gaps depending on what you’re most interested in. The entertainment add-on includes Cartoon Network and MTV, for instance, while the movies add-on comes with Grit, TCM, and FXX. You can pick up all of the extras for $27 per month with Blue & Orange or $21 per month with other plans. Even with the full package, however, Sling comes in a few dollars below YouTube TV and Hulu Live TV, and there are opportunities to get your monthly price even lower by cutting some packages.
For apps, Sling has just about everything you could want. Roku, Samsung, LG, Apple, and Google TV are all supported, as are boxes from Cox, Xfinity, and even TiVo Stream. Mobile apps are available, and there’s an app for the Xbox (though not the PlayStation 5).
Although not as responsive as YouTube TV, the app felt smooth on my TCL QM8K. You can create profiles, see upcoming games, and favorite channels in the guide so they’re easy to find.
Tech
Tech Traveler’s Guide to Austin: Where to Stay, Eat, and Recharge
There’s no denying that an Austin tech scene, which has been simmering for decades, has reached a boiling point in the past few years. As of 2023, tech jobs accounted for 16 percent of all jobs in Austin—almost double the national average, according to the Austin Chamber of Commerce. Tech giants like Apple, Google, and Oracle all have a presence in the Texas capital, and startups like Mio, Closinglock, and MadeIn are garnering hype and VC funding. The Wall Street Journal may be hedging its bets on the hype it previously bestowed upon the city in the wake of the pandemic, but Austin persists as a kind of Babylon for burned-out techies who are tired of the Silicon Valley rat race.
The scrappy “Keep Austin Weird” era is on the wane, but there’s still plenty that feels authentic and lovable in this once-sleepy college town that was content with doing its own thing in the shadows of nearby metropolises like Dallas and Houston. If your heart isn’t dead-set on reliving the hazy glory days of the city portrayed in Richard Linklater’s classic 1993 film Dazed and Confused, you’re all but guaranteed to have a blast while bar-hopping, basking in the sun, and stuffing your face with some of the best barbecue in the world. And of course there’s live music. So, so much live music.
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Where to Stay
Video: Pete Cottell
Austin’s tech scene initially caught a spark in the sprawling hills west of the city—hence the “Silicon Hills” tag—but the influx of Gen X and millennial workers has created an explosion of incubators, coworking spaces, and urban lifestyle hubs that are more centrally located than the environs preferred by the suburbanized old guard that came before them. Whether you prefer a quick drive to the office park or a quick walk to your new “coffice” for the day, our picks have you covered.
1901 San Antonio St., (512) 473-8900
Situated near the Texas State Capitol on the Southwest corner of the University of Texas at Austin, the Otis is a comfortable middle ground between a boutique hotel and an international chain operation. It’s far enough from the commotion of both downtown and campus to feel calm, yet just a stone’s throw from both. The rooftop pool is clutch for winding down with a Lone Star after a long day of meetings, which can be conveniently hosted onsite at one of the six event spaces, and Acre 41 is the kind of multiuse restaurant that’s great for checking emails over coffee in the morning and brokering big deals over a Texas ribeye at night.
700 San Jacinto St., (512) 476-3700
Austin is growing upward at an unprecedented clip, but until it starts putting up New York–style pencil skyscrapers, the Omni Hotel stands out as one of the most iconic pieces of its skyline. This glistening 20-story marvel is just a few blocks from the core of Austin’s entertainment district on West 6th Street, though you wouldn’t be faulted for hardly leaving the property if a bar crawl on “Dirty 6th” isn’t your thing. The rooftop pool offers stunning views of the city and beyond, and the three onsite restaurants provide an array of dining options suitable for all occasions.
1108 E 6th St., (737) 205-8888
Many maverick tech workers are in the sole proprietor/bootstraps phase of their career, which means cutting costs while still feeling luxe (or at least presenting as such) is important. East Austin Hotel offers traditional rooms for a slight upgrade, or you can save some serious cash by booking a “cabin” room with a suite of shared private bathrooms in the middle of the floor. You’ll still have access to the pool in the middle of the property, and the hotel’s proximity to the laid-back, neighborhood-y vibe of East 6th Street makes it a great pick for aspiring professionals who would prefer to commingle with locals rather than pound the pavement with office drones.
Photograph: Sarah Kerver/Getty Images
605 Davis St., (512) 542-5300
Rainey Street ain’t what it used to be, but this charming enclave of bungalows turned bars still packs more character into a tiny city block than most midsize cities can muster in their entire downtown footprint. It’s a solid all-purpose pick for moderate luxury in the middle of one of Austin’s most charming and memorable downtown-adjacent neighborhoods.
10901 Domain St., (855) 596-3398
Most out-of-towners would be quite bummed to find out their work trip in Austin is centered around a lifestyle mall that’s a 45-minute drive from downtown, but The Domain is actually a pretty great place to spend a few days if duty calls. It’s a simulacrum of a walkable city right near blue-chip operations like Apple and Chase, so you might as well lean into the whole thing and shack up at a cool hotel that doesn’t feel like a suburban motor inn off the freeway. Lone Star Court is fashioned in the likeness of a hill country lodge, with a pair of conjoined courtyards that center around a teal oval-shaped pool with its own bar and lounge.
7415 Southwest Pkwy., Building 8, Suite 100, (512) 551-4009
Nestled atop a main thoroughfare in the “Silicon Hills” of West Austin is a shiny new AC Hotel that checks all the boxes a techy business traveler might have. It’s a short drive to heavyweights like AMD and Dell, and a handful of VCs like LiveOak and Cavvy dot the rolling hills that are on stunning display from the pool and the rooftop bar. The adjacent strip mall offers handy essentials like a local market that serves coffee and sandwiches all day, an upscale Mexican spot with great happy hour specials, and a movie theater with a bar that’s a great place to kill a few hours between meetings.
Where to Work
Photograph: Pete Cottell
Whether you’re looking for a quiet desk for the day or a parachute into a bustling tech-y social scene, the variety of coworking options available in Austin is staggering and has something for everyone. Before you walk in off the street, we strongly suggest checking their website for availability and pricing, and while you’re surfing the web, you might as well check out Austin Coworking and Deskpass, as they’re excellent resources for updates on events, newcomers to the scene, and deals on participating offices.
310 Comal St., Floor 2, (512) 399-6320
Bond Collective is a solid choice for the post-hipster techies who prefer the laid-back vibe of East Austin over the corporate thrum of downtown or the West Austin hills. Day passes start at $35 for quick drop-ins, and monthly memberships offer access to almost all Bond Collective locations in the US—with many locations in New York, Philly, and the DC area—along with 24/7 access and ad hoc conference rooms if needed.
701 Brazos St., (512) 548-9675
This startup social hall functions more so as an IRL hub for meetups and events for the entrepreneur set, but it also offers quite a few open coworking events throughout the week if you prefer a more lively and interactive environment while you tap away at your laptop. You might meet your next full-stack developer here, or (more realistically) you might swill some beers and play pop-a-shot with some dudes who ditched California for the booming startup scene the Texas capital has been riding high on for several years now.
1700 S Lamar Blvd., #338, (512) 596-2683
Tucked in the back of a new build in the cozy Zilker/South Lamar neighborhood is Fibercove, a bright and buzzy coworking space that boasts off-street parking, a Google Fiber-powered network, a cafe, and a podcast studio where you and your best buds can chat about food and politics with the hopes of going viral. Local favorites like Odd Duck, Tiki Tatsu-Ya, and an Alamo Drafthouse outpost are within a short walk, and the space shares walls with a location of the boozy brunch chain Snooze if mimosas and chilaquiles are in order.
Where to Get Your Coffee
Courtesy of Radio Coffee and Beer
1115 E 11th St.
Austin is home to a staggering number of excellent coffee shops that focus solely on brewing great coffee. It’s also chock-full of multiuse all-day drinking spots where the hours melt away and your taste for a cortado in the morning and a cafe de cachapa in the afternoon is joyously accommodated. Radio Rosewood falls in the latter camp. Coffee (and coffee cocktails, no judgment) start flowing at 7 am daily, and the Shortwave Diner truck parked outside slings a variety of diner staples like smash burgers, hot dogs, and breakfast sandwiches throughout most of Radio Rosewood’s generous hours of operation.
Multiple locations
Figure 8 is one of the most popular purveyors for cafés that don’t roast their own beans, which makes it easy to find just about anywhere, but the opportunity to try its outstanding espresso and drip coffee right at the source is one you must enjoy if possible. This low-slung rectangle of a building sits on the edge of a quiet residential area, but the inside is always buzzing gently with activity and caffeination. Order a shot made from African or Central American beans if possible, and keep an eye out for a bin of fresh breakfast tacos near the register if you need a snack.
Multiple locations
With a decade-plus of explosive growth in their rear view, it’s fair to say Houndstooth is akin to third-wave roasters like Stumptown, Blue Bottle, and Intelligentsia, all of which are synonymous with their respective cities. Their downtown location lives in the lobby of an office tower right smack in the middle of Austin’s business district, which makes it a great place to sip a cortado between meetings or escape the grind of the workday with a cold brew and a croissant.
1505 Town Creek Dr.
Nature is healing, and one of Austin’s most beloved all-night hangs has finally resumed its 24/7 schedule. As its name denotes, The Buzz Mill is a lumber mill–themed coffee bar that’s great for late-night study sessions, marathon coding sprints, work drinks with the crew, or a mellow place to sip on a drink or two while you wait for whatever it is you were doing all day to flush out of your system.
Where to Eat
Photograph: Pete Cottell
1201 S Lamar Blvd.
This South Lamar bistro casts a wide net in terms of influence, with contemporary riffs on Texan comfort classics serving as the backbone of the dozen-or-so items that populate its menu. Look no further than the climax of their current dinner offerings—a wagyu strip steak that’s plated with tater tots and masa queso—for a cheeky tell of what to expect from their delightfully low-brow iterations on high-minded chefiness.
1900 S 1st St.
Austin is located in Texas, and people in Texas love animal products. On the other hand, Austin is also a hot spot for well-heeled progressives, which means the vegetarian and vegan food is on point if you know where to look. Bouldin Creek Cafe is a funky and colorful mainstay for eco-friendly fare that’s elegant enough for a dinner date yet also crunchy enough to please a table of hungover hippies who went a bit too hard at the day rave that dragged on until 4 in the morning.
2330 W N Loop Blvd.
For 50 years this North Austin cochina has gifted Texans with upscale Mexican cuisine that joyfully transcends what your average taqueria-goer imagines when food from south of the border comes to mind. Here you’ll find stunning platters of wagyu tacos, tangy ceviches, and decadent mole that converge in a way that suggests what might happen when Mexico City answers the question of what a brasserie might look like in a hyper-modern American metropolis.
2305 E 7th St.
Founded by Joe Avila in 1962, this humble East Austin diner infuses hearty brunch fare with stately Mexican tradition. The proper move here is a breakfast plate that typically includes eggs, beans, potatoes, tortillas, and your choice of protein. Their signature dish—the Joey Rocha Plate—is centered around a rich pork guisada and sausage or bacon and is easily one of the most crave-worthy and iconic breakfast dishes in all of Austin. Smaller appetites are accommodated by a full lineup of tacos, including a handful of breakfast tacos alongside more traditional two-biters like barbacoa, chicharrone, and migas.
4710 E 5th St.
Justine’s is an Austin-ified update of the French brasserie model of casual indulgence. Its kitchen serves up decadence until midnight on weekends, offering the pre- or post-party set decadent burgers, frites, seafood dishes, and a few stunning salad options that pair wonderfully with an expansive list of cocktails, aperitifs, and wines from all over the price spectrum.
Best Barbecue
Photograph: Pete Cottell
Anointing one barbecue spot out of the hundreds in the area as “the best” is a fool’s errand, so a quick-and-dirty list of knockouts that suit a variety of needs is more appropriate. Know that most have a line well before they open, brisket sells out quickly, and very few are open more than three or four days a week. Terry Black’s is an exception to all of these rules, with generous hours, a massive seating area, and an industrious pit that makes it easy to score award-winning brisket for the entire crew at 7 pm on a Monday. La Barbecue is a consensus favorite among chefs and influencers, earning high marks for its outstanding sausage and brisket, along with its approachability—online ordering is clutch when you don’t have the time or patience for the line. KG BBQ has the most unique story on this list, with a charismatic Egyptian pitmaster who adds a Middle Eastern spin to familiar Texas staples in the form of sumac rice bowls topped with brisket, barbecue lamb pitas, and cardamom and pistachio rice pudding for dessert.
Best Breakfast Tacos
Similar to barbecue, there is no best breakfast taco spot in Austin. Most locals choose based on proximity and reliability, while natural selection weeds out the bad ones in short order. That said, the handful of locations in the Veracruz All Natural empire offer something for everyone all over town, and most of them are situated in a truck park that usually has coffee, pastries, and other local goodies on offer courtesy of the other vendors. Vaquero Taquero is a solid pick for folks situated near UT or downtown, and the Bouldin Creek location of El Tacorrido slings breakfast tacos (and other styles) out of a walk-up/drive-thru window every day from 7am to midnight.
Bars and Breweries
Photograph: Pete Cottell
1133 E 11th St.
This cheeky East Austin post-dive ingests the memories of every Midwestern transplant’s favorite windowless dump and polishes them up real nice like, in a convivial nod to the great American institution that is the neighborhood watering hole. Ice cold lager and top-tier boozy slushies wash down satisfying pub grub courtesy of the Delray Cafe truck outside, which slings smash burgers, Detroit-style coneys, and all manner of fried fare until the wee hours of the evening.
406 Walsh St.
Better Half is a great place to start the morning with a breakfast sandwich and a coffee, put your head down, and grind away on your laptop for hours, then celebrate a job well done with a draft cocktail and another sandwich. Its light and airy aesthetic, plus its massive outdoor footprint, make this Old West Austin bar/café hybrid an inviting hub for productivity, lounging our outright shenanigans if the mood strikes.
3901 Promontory Point Dr.
While Austin has seen no shortage of IPA factories come to fruition in the past decade, it’s fitting that its most significant opening rolled into town by way of the OP beer scene in Portland, Oregon. Founded in 2019 by a pair of Breakside veterans, the expansive, quasi-suburban footprint of Meanwhile brewing manages to be peak Austin in its amenities, with an massive outdoor space that boasts a stage, picnic tables galore, a kids play area, and a fleet of food trucks that puts many stand-alone truck parks to shame. The beer is also excellent, with a strong focus on crushable lagers, hazies, and the particular brand of West Coast IPAs that Breakside has brewed for award-winning results since the early 2010’s.
Tech
Nation’s largest fleet of police Cybertrucks to patrol Las Vegas
The nation’s largest police fleet of Tesla Cybertrucks is set to begin patrolling the streets of Las Vegas in November thanks to a donation from a U.S. tech billionaire, raising concerns about the blurring of lines between public and private interests.
“Welcome to the future of policing,” Clark County Sheriff Kevin McMahill said during a recent press conference, surrounded by the Cybertrucks while drones hovered overhead and a police helicopter circled above him.
The fleet of 10 black-and-white Cybertrucks of the Las Vegas Metropolitan Police Department with flashing lights and sirens are wrapped with the police department’s logo. About 400 officers have been trained to operate the trucks that will use public charging stations.
The all-electric vehicles are equipped with shotguns, shields and ladders and additional battery capacity to better handle the demands of a police department, McMahill said.
The donation has raised concerns from government oversight experts about private donors’ influence on public departments and the boost to the Tesla brand. The department is the latest U.S. city to turn to Tesla models even as Elon Musk ‘s electric vehicle company has faced blowback because of his work earlier in the year to advance the president’s political agenda and downsize the federal government.
McMahill noted the trucks will help keep officers safer because they are bulletproof, while Metro’s other squad cars are not. Each Cybertruck is valued at somewhere between $80,000 and $115,000 and will be used to respond to calls like barricades and shootings in addition to regular patrols.
The Cybertrucks also offer unique benefits such as a shorter turn radius, he said.
“They look a little bit different than the patrol cars that we have out there, but they represent something far bigger than just a police car,” the sheriff said. “They represent innovation. They represent sustainability, and they represent our continued commitment to serve this community with the best tools that we have available, safely, efficiently and responsibly.”

Cybertrucks have bee
n repeatedly recalled
The fleet comes amid a roller coaster year for Tesla that has dealt with multiple recalls.
In March, U.S. safety regulators recalled virtually all Cybertrucks on the road.
The National Highway Traffic Safety Administration’s recall, which covered more than 46,000 Cybertrucks, warned that an exterior panel that runs along the left and right side of the windshield can detach while driving, creating a dangerous road hazard for other drivers, increasing the risk of a crash. Tesla offered to replace the panels free of charge in notification letters sent out in May.
In late October, Tesla announced another recall of more than 63,000 Cybertrucks in the U.S. because the front lights are too bright, which may cause a distraction to other drivers and increase the risk of a collision.
Las Vegas officer Robert Wicks with the department’s public information office said all of Tesla’s recalls will have been dealt with before the Cybertrucks patrol the streets. The March recall regarding panel issues was handled before the department received the trucks, he said.

Federal regulators also have opened yet another investigation into Tesla’s self-driving feature after dozens of incidents in which the cars ran red lights or drove on the wrong side of the road, sometimes crashing into other vehicles and causing injuries.
The Cybertrucks modified for the Las Vegas police fleet do not have any kind of self-driving feature.
Laura Martin, executive director of the Progressive Leadership Alliance of Nevada Action Fund, said the imposing trucks with their sharp angles “seems like they’re designed for intimidation and not safety.”
“It just seems like Cybertrucks arriving on the streets of Clark County shows that Sheriff McMahill is prioritizing corporate giveaways and police militarization over real community needs,” she said.
Some express concerns with private donation
The donation comes after President Donald Trump earlier this year shopped for a new Tesla on the White House driveway and said he hoped his purchase would help the company as it struggled with sagging sales and declining stock prices.
Athar Haseebullah, executive director of the American Civil Liberties Union of Nevada, said now the Las Vegas fleet of another Tesla model “to patrol our communities really draws the next parallel there.”

Haseebullah also is worried about the Cybertrucks’ surveillance abilities that the public may not be unaware of, and that the fleet might give Tesla access to police data.
Following the explosion of a Cybertruck outside of Trump’s Las Vegas tower earlier this year, Tesla was able to provide detailed data of the driver inside, including the driver’s movements leading up to the explosion.
Ed Obayashi, a special prosecutor in California and an expert on national and state police practices, said private donations to law enforcement is not uncommon nor illegal unless a local or state law prohibits it.
In this case, the donation is a physical piece of equipment, and the money can’t be diverted to something else, Obayashi said. That said, he doesn’t think the trucks provide the department with a specific advantage.
“There’s not going to be really any distinct or noticeable advantage or benefits, so to speak, other than the fact that it’s a free vehicle and it saves the taxpayers money to replace equipment,” Obayashi said.
Donation comes from tech venture capitalist
The Las Vegas fleet was a donation totaling about $2.7 million from Ben Horowitz, co-founder of the Silicon Valley venture capital firm known as Andreessen Horowitz, or a16z, and his wife, Felicia Horowitz.

The couple, who live in Las Vegas, have made multiple donations to the department, including between $8 million to $9 million for Project Blue Sky, the department’s implementation of drones throughout the valley. They’ve also donated funds to buy emergency call technology and license plate readers—products from companies in which Andreessen Horowitz invests.
Ben Horowitz, who has donated to political campaigns for both Democrats and Republicans, was among the investors who backed Elon Musk’s bid to take over Twitter, now known as X.
His venture capitalist firm also hosted McMahill and Metro Chief of Staff Mike Gennaro on a podcast in November 2024.
Ben and Felicia Horowitz could not be reached for comment, however in a 2024 blog post, Ben Horowitz described their interest in donating to the department, stressing the importance of public safety and the difficulties public sectors have in budgeting for technology.
McMahill said the couple wanted to make sure that Las Vegas didn’t “become California when it comes to crime.”
© 2025 The Associated Press. All rights reserved. This material may not be published, broadcast, rewritten or redistributed without permission.
Citation:
Nation’s largest fleet of police Cybertrucks to patrol Las Vegas (2025, November 2)
retrieved 2 November 2025
from https://techxplore.com/news/2025-11-nation-largest-fleet-police-cybertrucks.html
This document is subject to copyright. Apart from any fair dealing for the purpose of private study or research, no
part may be reproduced without the written permission. The content is provided for information purposes only.
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