News
When businesses and governments delegate operational tasks to AI agents, the discussion tends to start with capability. Can AI do what a person can do, such as reconcile accounts, negotiate with suppliers, sign a document or submit a public filing? And can it do so quickly and cheaply enough to justify putting it to work?
These questions matter, but performance is only part of the picture. Once an agent acts independently, different questions emerge; who authorized it, whose interests does it represent, where does its authority end and, perhaps most importantly, who is responsible when something goes wrong?
This is the accountability gap in agentic AI, and a more advanced model will not close it. An agent might be remarkably capable, yet still act with potentially unwanted or possibly even unlawful consequences.
The only way to bridge that gap is through a system with clear permission guardrails and an audit trail that links each agentic action to the person that authorized it, and can tell the difference between a person and a machine in the first place.
Ordinary error at extraordinary scaleWhen people think about AI risk, they tend to picture a machine breaking free of human control and pursuing goals of its own. The more immediate risk is less dramatic; a system simply getting an ordinary task wrong, again and again, with no clear line of responsibility and accountability.
A person might send an invoice to the wrong customer. An agent connected to the full customer database could send the same invoice to thousands. It might change the wrong field and then repeat the change across an entire market, not because it has become malicious, but because it has misunderstood an instruction and had the access to act on that.
The speed that makes an agent valuable can save a business hundreds of hours, but can also turn a small and recoverable mistake into a serious operational problem.
When an agent drafts an email for someone to review, this ambiguity may not matter very much because the person remains between the software and the outside world.
But when it can send the message, submit a declaration or move money, it matters a great deal. Imagine asking an assistant to book one flight and, instead of giving them a company card with an appropriate spending limit, handing over your passport, bank card and office keys. You may trust the assistant completely, but the permissions bear no sensible relation to the task.
Define the boundaries, solve the problemAI agents cannot hold citizenship or legal personhood, but they can be linked to natural persons in legally sound ways. For example, a reliable identifier could trace the agent's activity back to the person responsible for deploying it. Combined with clear permissions and mandates that make the terms of its authority visible and auditable, this would allow AI agents to carry out a range of operations and transactions in a more controlled way.
These controls could be very precise. An agent might be allowed to view financial information but not change it, prepare a payment but not approve it or order from named suppliers without exceeding a fixed amount. Its permissions might last for one transaction, one working day or the duration of a particular contract, after which it would expire without relying on someone to remember to switch it off.
Withdrawing that authority should be equally straightforward. If a company ends its relationship with an agent, changes supplier, or discovers that something is wrong, it should be able to cancel the it’s access without changing the credentials of the person behind it.
The agent’s legally anchored mandate in the various realms of these controls has a longer shelf life than any individual AI model, which will be upgraded, replaced and combined over time, often without the customer seeing much more than a new version number.
Putting the idea into practiceEstonia has decided to work through these questions now. In June, the government began developing a state-backed registration system for AI agents that will be available to both Estonian citizens and the country’s global community of entrepreneurs. The goal is to explore how Estonia’s fully digital state, where all public services are available online, can be opened to the emerging wave of AI-powered businesses.
Under the current proposal, a person would receive a registered numeric identifier that could be linked to one or more agents acting on their behalf. Operations performed by an AI agent are treated as operations performed by a machine, for which the natural person, the identity anchor, is liable. The AI agent can only operate within the limits of the authorizations granted to it.
For transparency, private service providers also need to know whether an operation was performed by a person or by a machine acting on their behalf. This allows them to apply appropriate controls, restrictions and risk models.
Built for delegationThe approach draws on more than two decades of digital government. Estonia’s system of personal identifiers and digital identities already allows people to act on behalf of others with clearly defined permissions.
An accountant can file a client’s taxes, an adult can manage an elderly parent’s affairs through the health portal, and several people can use a corporate bank account with individual rights and limits. In principle, the same framework could support mandates for AI agents.
This would give users greater confidence that safeguards are in place to protect the responsible person from foreseeable errors by an AI agent. It would also help close the accountability gap as agentic activity increases.
Before AI agents are given executive powers, they need a technically and legally binding framework that records who they represent, what they can do and who remains responsible for their actions.
We've featured the best AI tool.
This article was produced as part of TechRadar Pro Perspectives, our channel to feature the best and brightest minds in the technology industry today.
The views expressed here are those of the author and are not necessarily those of TechRadarPro or Future plc. If you are interested in contributing find out more here: https://www.techradar.com/pro/perspectives-how-to-submit
- Alienware introduces two new monitors to expand its QD-OLED lineup
- The AW3226Q is a new 4K tandem OLED RGB stripe gaming monitor available this fall
- Alienware also has a new esports QD-OLED monitor with a 560Hz refresh rate
The gaming monitor market is heating up with new competition from Alienware, specifically via the new AW3926QW 5K2K ultrawide. However, it's not resting on its laurels.
As reported by Wccftech, Alienware has announced two new gaming monitors, further expanding its QD-OLED lineup: the AW3226Q is a new 32-inch 4K RGB stripe tandem OLED monitor that uses the same technology found in Alienware's flagship 5K2K display. For esports players, the AW2527HX is a 560Hz QD-OLED with great motion clarity and response time.
The highlight among both is clearly the AW3226Q 4K display, which is effectively the closest gamers can get to Alienware's flagship display. The new 4K display also uses the same RGB stripe layout, significantly improving text readability. The only major difference is 5K2K resolution on the AW3926QW, with 33% more pixels than 4K due to its ultrawide aspect ratio.
The AW3226Q will also feature 1,000 nits of peak brightness, alongside DisplayHDR True Black 400 and Dolby Vision. Having used the latter on the Alienware AW3426DW I reviewed, it's one of the standout benefits for consistent brightness levels and minimizing the brightness dimming issues that occur on OLED displays (which is also addressed by the tandem OLED layers).
It's increasingly clear that tandem OLED is quickly becoming the new standard for high-quality OLED displays, and using a four-stack tandem OLED layer should help boost and maintain high brightness levels.
Will it have an affordable price point?Alienware surprised most consumers by announcing that its flagship 5K2K AW3926QW monitor would retail at $1,099 / £999 / AU$1,999.80. The competition from LG — two 5K2K displays — is significantly pricier, leaving many turning their attention to Alienware to experience higher-quality gaming via sharper images.
If Alienware's flagship monitor is anything to go by, the newly announced AW3226Q should be another affordable option for OLED hunters, and that's great news since OLED is arguably still the best display type for gaming.
There's no release date for the AW3226Q just yet — it's worth noting that Alienware's flagship monitor hasn't launched in all regions. However, gamers can expect this to hit the market in the coming months, with availability scheduled for this fall.
The AW2527HX QD-OLED, designed for esports, is set to launch in the first quarter of 2027, but there is no price confirmation.
We've been searching through all this year's Labor Day sales, and one thing is clear: A genuine 4K business monitor for $200 is still a rare find, so this deal really stood out to us. the Samsung ViewFinity S70H is down to $200 (was $300) at Amazon.
This 27-inch 4K UHD monitor has an IPS panel, HDR10, and Samsung's built-in eye-comfort features. Whether you're upgrading a home office setup or adding a second display for multitasking, this is the most compelling Labor Day monitor deals we've seen yet.
27" ViewFinity S7 (S70H): was $299.99 now $199.99
27-inch 4K UHD (3840x2160) IPS panel with HDR10, a 178-degree wide viewing angle, and both HDMI and DisplayPort inputs. Includes Samsung's Eye Saver Mode and flicker-free technology for long sessions.View Deal
4K UHD resolution at this price point is still uncommon, and the extra pixel density makes a real difference for text sharpness and general productivity compared to a standard 1080p or 1440p display. The IPS panel and 178-degree viewing angle also mean consistent color and brightness even if you're not sitting dead center.
HDR10 support and Samsung's Eye Saver Mode, which reduces blue light and prevents flicker, make this a comfortable choice for anyone spending long hours in front of a screen. Samsung's Display Manager software adds useful extras like split-screen layouts and brightness presets without needing third-party tools.
With both HDMI and DisplayPort inputs, it's flexible enough to pair with a laptop, desktop, or games console without needing an adapter.
Price Context & Historical ValueThis is the lowest ever price for this Samsung monitor, according to CamelCamelCamel. A $100 drop from $299.99 to $199.99 is a genuine markdown, around 33 percent off, and a strong price for a 4K monitor with HDR10 and IPS color accuracy.
Monitor pricing can fluctuate around major sales events, so it's worth confirming the price is still live at checkout, but this is a solid entry point into 4K at home if you've been waiting for the right price.
Should you buy it?✅ Buy the Samsung ViewFinity S70H if...
You want a genuine 4K monitor for work or media at a budget-friendly price, you want HDR10 support and Samsung's Eye Saver mode for long screen sessions, or you need both HDMI and DisplayPort inputs for a flexible desk setup.
❌ Skip the Samsung ViewFinity S70H if...
You want a high refresh rate for gaming, since this is a 60Hz panel, you need USB-C connectivity or a built-in KVM switch, or you're after a larger screen than 27 inches.
The Catch: What to know before you buyThis 4K monitor has a 60Hz panel. That's ideal for general office tasks, but it's not built for high-frame-rate gaming. It also skips USB-C connectivity and a built-in KVM switch, both of which appear on some pricier ViewFinity models. For everyday productivity and media use, none of that should matter much.
- TechRadar's finest are at IFA 2026 from September 4-8
- Submit your questions here, and the team will reply to you
- Get the inside scoop on the latest tech straight from the show floor
The TechRadar team has set up camp in Berlin for IFA 2026, Europe's largest tech trade show, rushing between booths and exhibits to catch the most exciting new gadgets ,and shake hands with the 1,900 or so brands showing off their latest kit.
With some 200,000 people descending on Berlin over the next five days, the team will be elbowing their way to the front of every stand to get hands-on with the newest tech — and they're inviting you to come along for the ride.
Want to know about the latest innovations in household electronics? Which gadgets wowed them? Or what it's like to be on the ground at a massive tech trade fair? Drop a question in the chat below, and one of the team will reply to you as soon as they can.
The show officially opened today, and runs until September 8, but the team have already got well acquainted with the Messeplatz, the vast exhibition space that's home to the showcase, thanks to a raft of press events earlier in the week.
Most of the news gets announced in the lead-up to the event, so a lot of the major unveilings have already happened, allowing our writers to spend time seeking out some of the more under-the-radar new gadgets.
And with many brands exhibiting, there's a lot to see. From Nvidia's game-changing RTX Spark laptops to a lawnbot with a mechanical arm, there's a real mix of new tech for us to get excited about — and the team are here to give you the inside scoop.
Contains spoilers for Alice and Steve season 1
Don't worry Alice and Steve fans, the Hulu (Disney+ internationally) show is not leaving us on a cliffhanger. It's been renewed for another round, so rest assured, we should get some of those burning (no pun intended...) questions answered.
Alice and Steve season 2: key information- Season 2 was confirmed in August 2026
- The core cast are expected to return for season 2
- No trailer yet
- The plot is expected to pick up soon after season 1's dramatic finale
When we last saw everyone, they were in the middle of a chaotic wedding venue fire. In intense scenes, Alice saved Steve and jumped off the roof into a pool with him, with their fates left unknown. Even though Alice was furious that Steve was marrying her daughter, she still risked her life to help save his.
With a finale like that, we should all breathe a sigh of relief that we'll get to see what happens next. And by the sounds of things, we won't be disappointed.
Speaking of the renewal, Sophie Goodhart, creator and writer, said: “I am so thrilled that Alice and Steve has been given a second season. No one will be prepared for what happens next, especially not Alice and Steve.”
Read on to find out everything we know about Alice and Steve season 2.
Alice and Steve season 2 release date(Image credit: Hulu)Alice and Steve has only just been renewed, so a release date has not yet been confirmed. When I have more information about when it's expected to air on Hulu and Disney+.
The series was well received, with Lee Mason, VP, Scripted, Disney+ EMEA, praising the series after its renewal.” He said: “It’s been fantastic to see the rapturous reactions to ‘Alice and Steve’ from viewers at home. Sophie has created a distinctive and original comedy that is striking a chord and sparking debate with audiences across the country.
"I’m excited to see what mayhem Sophie and Clerkenwell have in store for our titular characters after that delicious cliffhanger – but we can expect more laughs, betrayal, and bad decisions in season two.”
Alice and Steve season 2 trailer: is there one?No, it's too early for a trailer yet, but I'll keep you updated once one is available.
If I had to speculate, the trailer should immediately pick up after the fire, where we can hopefully learn the fates of those caught up in it. I really can't wait, I need to know if everyone made it out alive...
Alice and Steve season 2 cast speculationYali Topol Margalith, Nicola Walker and Jermaine Clement are all expected to return. (Image credit: Hulu)If everyone reprises their roles or survives the fire, we should get the core cast back on our screens in season 2. Should that happen, here's the full line-up we'll expect to see in Alice and Steve season 2.
- Nicola Walker as Alice
- Jemaine Clement as Steve
- Yali Topol Margalith as Izzy, Alice's daughter
- Joel Fry as Daniel, Alice's husband
- Tyrese Eaton-Dyce as Dom, Alice's son
- Marcia Warren as Val, Alice's mother
However, casts can change, so if any of these aren't coming back, I'll update you. Fingers crossed we'll see them all!
Alice and Steve season 2 story synopsis and speculationWhat's next for Steve and Izzy? (Image credit: Hulu)Considering season 1's cliffhanger, it's likely the fire will be a key focus at least for the first episode of season 2. The scene cut to black before we could see if Alice and Steve made it out of the venue alive, so we really need to learn what happened to them.
If that wasn't enough drama, there's so much more. Izzy is pregnant, initially believing it was Steve's. As it happens, the baby's father is her ex, Yannis, but Steve has insisted he still wants to be involved in the child's life. But something tells me it won't quite be this plain sailing, especially if Izzy's ex arrives back on the scene.
We haven't seen Yannis on screen yet, so there's a chance he could become a new, problematic character when season 2 picks up.


