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Best Mid Layer for Hiking, Backpacking, and Travel (2026)

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Arc’teryx’s Delta Jacket is an ultralight fleece made of Octa Fleece, one of the newer, high-tech fleeces to hit the market in the past couple of years. The name comes from the octopus-like weaving which creates air gaps, which help trap warmth while also allowing moisture to escape. It’s very popular with cottage industry ultralight brands, but Arc’teryx adopted it for the 2025 revamp of the company’s popular Delta fleece jacket.

I hesitated to put this jacket in this guide because, while I like it as an ultralight mid layer for summer trips, there is an older, heavier version of the Delta jacket. Judging by the angry reviews on Arc’teryx’s website, it was very popular. This jacket is something else entirely, but disgruntled fans of the older version aside, this is a great mid layer for summer trips, especially when paired with a sun shirt hoodie. At 8.5 oz for this, and 6 oz for a sun hoodie like the one from Kuiu below, you have a combo that allows multiple layering options and still weighs less than many more popular grid fleece options. My only gripe is that fashion was, um, not taken into consideration in the design of this jacket. One user review on the Arc’teryx site likens it to Mr. Roger’s sweater, which is about right. But hey, it’s light, it’s functional—who cares about fashion in the backcountry?

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OpenAI’s robotics chief quits over the Pentagon deal

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Caitlin Kalinowski spent 16 months building OpenAI’s physical AI programme. On Saturday, she said the company moved too fast on something too important.


The week that began with Anthropic being blacklisted by the Pentagon and ended with OpenAI taking its contract has now claimed OpenAI’s most senior hardware executive.

Caitlin Kalinowski, who joined OpenAI in November 2024 to lead its robotics and consumer hardware division, announced her resignation on Saturday on X. Her statement was short, direct, and more candid than anything OpenAI itself has said about the deal.

“AI has an important role in national security,” she wrote. “But surveillance of Americans without judicial oversight and lethal autonomy without human authorization are lines that deserved more deliberation than they got.”

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In a subsequent post, she was more precise about the nature of the complaint. “It’s a governance concern first and foremost,” she wrote. “These are too important for deals or announcements to be rushed.”

Kalinowski was careful to frame her departure in personal terms. “This was about principle, not people,” she wrote. “I have deep respect for Sam and the team.”

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That last note carries some weight: Sam Altman has himself acknowledged that the Pentagon deal was “definitely rushed,” and that the rollout produced significant backlash.

What Kalinowski’s resignation adds to that admission is a name and a title: the most senior person at OpenAI, whose job was to bring AI into physical systems, has decided that the process by which it will now enter weapons systems and surveillance infrastructure was not good enough.

What the deal involved

The sequence of events that led here unfolded over roughly a week. Anthropic, which had been the only AI company cleared to operate on the Pentagon’s classified networks, following a $200 million contract awarded in July 2025, spent several weeks in tense negotiations with the Defense Department over the terms of continued use.

Anthropic’s position was that its models should not be deployed for mass domestic surveillance or fully autonomous weapons. The Pentagon, under Defense Secretary Pete Hegseth, insisted on language permitting use “for all lawful purposes,” without specific carve-outs.

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On 28 February, with negotiations collapsed, President Trump directed all federal agencies to stop using Anthropic’s technology and called the company “radical woke” on Truth Social.

Hegseth formally designated Anthropic a supply-chain risk to national security, a classification previously reserved for foreign adversaries, and one that requires DoD vendors and contractors to certify they do not use Anthropic’s models.

Hours later, Altman posted on X that OpenAI had reached its own agreement to deploy its models on the Pentagon’s classified network.

OpenAI’s stated position is that its deal includes the same core protections Anthropic sought: no mass domestic surveillance, no autonomous weapons.

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The company published a blog post outlining its approach and arguing that its cloud-only deployment architecture, retained safety stack, and contractual provisions, anchored to existing US law rather than bespoke prohibitions, make its agreement more robust than any previous classified AI deployment, including Anthropic’s.

What Kalinowski’s departure means for OpenAI

Kalinowski’s career before OpenAI was unusual in its breadth. She spent nearly six years at Apple as a technical lead on the Mac Pro and MacBook Air programmes, including the original unibody MacBook Pro, before moving to Meta’s Oculus division, where she led virtual reality hardware for more than nine years.

Her final role at Meta was heading Project Nazare, later named Orion, the augmented reality glasses initiative Meta unveiled as a prototype in September 2024 and described as the most advanced AR glasses ever made.

She joined OpenAI the following month.

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During her 16 months at OpenAI, Kalinowski built out what the company describes as its physical AI programme, including a San Francisco lab employing roughly 100 data collectors training a robotic arm on household tasks.

Her departure leaves that effort without its most experienced hardware leader at a moment when OpenAI has staked considerable ambition on moving beyond software.

OpenAI confirmed her resignation on Saturday and said in a statement: “We believe our agreement with the Pentagon creates a workable path for responsible national security uses of AI while making clear our red lines: no domestic surveillance and no autonomous weapons.

We recognise that people have strong views about these issues and we will continue to engage in discussion with employees, government, civil society, and communities around the world.”

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The wider picture

The fallout from OpenAI’s Pentagon deal has not been limited to internal dissent. ChatGPT uninstalls reportedly surged 295% following the announcement, and Anthropic’s Claude climbed to the number-one position in the US App Store, displacing ChatGPT. As of Saturday afternoon, the two apps remained first and second, respectively.

What Thursday’s resignation of the company’s robotics chief confirms is that the deal’s costs for OpenAI are still being counted. Altman wanted to de-escalate a confrontation between the government and the AI industry. He may yet have succeeded. Whether the price of that de-escalation, in talent, in trust, and in the specific question of who was right about the guardrails, was worth paying is a question that will take longer to answer.

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There’s now a cheaper way to get a DJI Inspire 3

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DJI has introduced a new Inspire 3 Basic Package. This gives filmmakers a cheaper way to get hold of its flagship cinema drone without buying the full production kit.

The new bundle via My News Desk, trims down the accessories while keeping the core hardware intact. This means you still get the DJI Inspire 3 paired with the Zenmuse X9-8K Air gimbal camera. It is the same full-frame imaging system used on the standard Inspire 3 package. Not bad when you consider the standalone prices of some of the best drones.

That camera is capable of 8K video capture and supports dual native ISO with more than 14 stops of dynamic range. Therefore, it is suitable for professional film and TV productions.

It also works with DJI’s Cinema Color System (DCCS), which is designed to maintain accurate colours across different lighting conditions. This applies from natural landscapes to city environments. In addition, it preserves natural-looking skin tones.

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What’s different with the Basic Package is the accessory lineup. Rather than bundling the entire filmmaking kit, DJI includes just the essentials: the Inspire 3 drone, the Zenmuse X9-8K Air camera, four TB51 Intelligent Batteries, a trolley case for the drone, and a dedicated case for the camera.

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Filmmakers who already own Inspire-series gear or those who want to build a more tailored setup can then buy additional accessories separately. For instance, they can add the RC Plus (Inspire 3) remote controller.

The idea is simple: lower the upfront cost for professionals who don’t need every extra accessory straight away. Nevertheless, they still get the same cinematic imaging system. This system has made the Inspire 3 a popular choice for aerial filmmaking since it launched in 2023.

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The DJI Inspire 3 Basic Package is priced at £7,099 in the UK and €7,999 in Europe with UK availability expected to begin in April.

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Seattle tech and education vets launch ‘Trajectory Playbook’ platform for startup founders

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Dave Parker and Kathy Cox. (Photos courtesy of Trajectory Playbook)

Seattle tech veteran Dave Parker‘s techniques for empowering early stage entrepreneurs has a new playbook.

The longtime startup founder, leader and advisor, in partnership with strategist and educator Kathy Cox, announced the launch Tuesday of Trajectory Playbook. The education platform is designed to help founders bridge the gap between initial ideation and product-market fit through a step-by-step curriculum.

The platform digitizes the methodology from Parker’s 2021 book, “Trajectory: Startup — Ideation to Product/Market Fit,” but adds a modern layer of AI integration and community networking. The 10-module program is aimed at helping founders first validate their market and customer discovery before later getting into mechanics like revenue, financials, and fundraising.

Parker’s background includes a number of CEO and board positions, including as startup programs chair at the Washington Technology Industry Association. He also spent nearly 11 years as an all-star mentor at the Techstars startup accelerator and was past director of The Founder Institute.

Cox is a business strategist and marketing professional who spent 12 years at City University of Seattle and is currently an instructor and course developer at the University of Washington. She’s also a doctoral level instructor on innovation and strategy at Capella University.

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“Trajectory is about accelerating results,” Cox said. “We’re giving entrepreneurs the tools, structure, and community they need to move from idea to execution with clarity and confidence.”

The Trajectory Playbook program is priced at $1,900 for all modules, including review of action items and peer and expert discussions. WTIA members are eligible for a discount.

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5 Handy Fireball Tool Finds To Upgrade Your Garage

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Fireball Tool is perhaps not a well-known brand to the average consumer, as it is not typically listed among the market’s major tool manufacturers. However, there is no doubt that quite a few welders, fabricators, and metal workers worldwide are well-acquainted with the Fireball name, as the company, based in Spokane, Washington, has developed a solid reputation for making and selling tough, pro-grade tools.

At present, the company’s website is full of just such devices, which vary dramatically in design, purpose, and price. While the Average Joe may not find much use for professional-level welding fixtures, Fireball Tool does carry a few items that could prove useful to almost any DIYer. That is particularly true of folks who spend their spare time tinkering away on various projects in their home garage.

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If you count yourself in the latter group, you’re likely on the hunt for tools and gadgets to elevate your garage setup. Should that hunt take you to the online outlet of Fireball Tools, a little digging may be required to find garage gear fit for the everyman, but the dig may prove worth it, as the outfit carries a few items that should come in handy to any full or part-time garage head. Here are a few we feel are worth a look.

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1. The Original Thread Checker

Finding and properly gauging the size of nuts and bolts is a constant battle with many garage projects. So much so that the frustration of doing so led to the invention of the thread checker, a clever device being sold through Fireball Tool and others, which allows users to quickly verify the size and pitch of a nut or bolt by testing it against various options collected on either a board or a lanyard.

Now, in our opinion, there are certain tools and devices that you just cannot improve upon. Thus it is that we prefer Fireball Tool’s “if it ain’t broke” styled take on William Burr’s stringed “Original Thread Checker.” That array of gauges is strung on a heavy-duty, no-tangle wire loop, which makes it not just durable but also easy to stash away in a drawer or hang on a hook when not in use. The checker is 5-star rated by customers, too, some of whom hail it as a legit time-saver on the job. The thread checker is listed at just $37 if you’re interested.

We should warn you, however, that if you are looking to buy a thread checker in both Metric and SAE measurements, you’ll need to double that price. That’s because Fireball’s “Original” thread checkers do not combine Metric and SAE heads. You can, however, take heart in knowing that if you do need to purchase both options, the $74 you pay will be spent on thread checkers made in the USA.

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2. Dual Hex Key Holder

No matter your skill level in the garage, the trusty old Hex Key — better known to some as the Allen Wrench –  is a tool you likely turn to often from one project to the next. To that end, you’ve almost certainly struggled to keep your Hex Keys properly organized and out of the way at times. 

This is an issue that not many tool makers offer real solutions for, though Fireball Tool has come up with a pretty clever one in its Dual Hex Key Holder. This handy circular holder claims compatibility with any sleeveless hex key that is uniform in size from body to head, and promises easier in-and-out operation than many of the frustratingly tight-fitting molded plastic holders that hex keys are typically sold with. Fireball customers seem pretty happy with it, too, rating it 4.5 stars. As YouTuber MORGAN’s Maintenance demonstrates on a similar design, they are as easy to use as advertised, and Instagrammer “Tools R Us (_tools_are_us_)” even labeled the device “the most innovative hex key holder” they’ve seen.

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Additionally, the Hex Key Holder is spring-fitted to ensure its contents stay contained, even if they are stored upside down. Since the holder is fitted with a magnetized base, you can actually store them that way in your garage, wherever there’s a serviceable metal surface. You could even affix the holder to the side of a metal storage chest if you’ve got one. Best of all, you can buy the holder alone for a reasonable $36. If you want a full set of hex keys with it, that’ll cost you a cool $50.

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3. The Fly Safety Goggles

A case could be made that, apart from your hands, your eyes are most in need of protection during any work undertaken in the garage. So much so that several notable brands even specialize in the manufacture of those protective adornments. If you’re searching for protective eyewear from Fireball Tool, you’ll find just a single product available in its online outlet. We would, however, rank that option – ArcOne’s The Fly Safety Goggles — among the coolest-looking protective goggles we’ve seen.

Given Fireball Tool’s ties to the welding scene, you would be correct in assuming that ArcOne’s The Fly safety goggles are designed largely for use in that line of work. That fact is evinced by their mirror finish, their shade 3 tinting, and their infrared protection. Intended usage aside, the side-vented goggles should more than suffice as general eye protectors for anyone looking to keep dust, wood particles, and other potentially dangerous objects out of their eyes while tinkering away in the garage.

The goggles’ bug-eye styled lenses may help increase overall visibility compared to certain styles of protective glasses, too. Yes, those rounded lenses should also provide a distinctly steampunk look for those looking to protect their eyes in style. At $23, they may prove a stylishly effective safety upgrade. The 2 Fireball customers who reviewed them gave The Fly Goggles 5-star ratings, with one claiming they’d already made plans to buy another pair. Elsewhere, the YouTube channel for Albany County Fasteners gave them a hearty recommendation in their own unboxing.

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4. The Marauder Table Kit

If you do undertake smaller welding projects in your garage, you almost certainly struggle with finding enough space to keep a proper welding table around. We’d wager that Fireball Tool was thinking about just that problem when it developed The Marauder Table Kit, which provides legit welding-table functionality in a fold-away design that makes it easy to store when it’s not in use. They also fit the table pair of heavy-duty casters that make it a breeze to roll around the garage, as well as a removable top for increased portability.

Yes, the table is also height-adjustable, while the top is positionable at 10-degree and 30-degree angles. That table top is also covered in Fireball’s Dragon Scale Coating, making it more resistant to spatter during welding jobs. Though it boasts just one user review on Fireball’s site, that review is glowing. The user specifically notes that the table was not only better than they’d anticipated but has also improved the quality of their work, and YouTuber Scrapman Industries offered similarly solid praise in their demonstration of The Marauder’s effectiveness.

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While this table is specifically designed for welding and metal work, it could be just as useful to any garage dweller in need of a flat, heavy-duty surface that folds and stores when not in use, particularly one with a 350-pound load capacity. You will, of course, need to navigate the tabletop’s holes if you’re using it solely as a work table. But at $475 for the kit, The Marauder’s versatility might be worth that risk.

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5. Six Shelf Rolling Tool Cart

The hows and whys of storing one’s tools and accessories are a vital factor in any garage setup. To that end, there’s no shortage of storage options available from the market’s major players. Fireball doesn’t offer many storage solutions, but we were pretty impressed with what we saw from its Rolling Tool Cart, which boasts a 1,200-pound capacity, 6 tiltable and height-adjustable shelves, and a rubber-padded bottom shelf for storing larger items. It also comes with a mixture of large and small storage bins for things like nuts, bolts, nails, bits, or whatever else you want to put inside.

Unfortunately, reviews from either professionals or everyday consumers are pretty much non-existent for this particular tool cart. We’re still including it here because, well, assuming it does everything it claims, this cart would almost instantly upgrade the garage setup for anyone who uses that space for welding, as well as DIYers looking for a heavy-duty storage cart they can roll to whatever part of the garage they need.

That being said, the cart’s $1,540 price tag may prove prohibitive for your average weekend warrior class of DIYers. We can’t help but think that the general lack of reviews may also make that sticker price a little harder to swallow for some. The no-drawers design could also be problematic for some, as one savvy commenter noted on the Fireball Forum, as such a setup leaves items stored therein susceptible to collecting dust and debris in most garages. Nonetheless, this cart remains an intriguing option if you’re willing to take the chance.  

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How we got here

The purpose of this article is to highlight a selection of tools and accessories available from Fireball Tool that users might consider a handy upgrade to their garage setup. In selecting the listed items, we considered factors such as price point, availability, and perceived usefulness to prospective buyers. Reviews from consumers and tool professionals were consulted when available, and, when appropriate, cited directly to ensure accuracy.

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Force Your MacBook to Only Charge up to 80 Percent (and Why You Should)

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Batteries aren’t magic. They’re chemical. And, like most things built by humans, they wear down over time. I don’t need to tell you this—anyone who has owned a MacBook knows that battery life gets worse and worse as it ages. But what if I told you it’s possible to slow that process down?

One common bit of advice is to only charge your devices up to 80 percent most of the time. Battery University, funded by a consultancy that helps large companies get more out of batteries, suggests this based on its research. So does the National Renewable Energy Laboratory.

But how do you actually follow this advice? The good news is that your MacBook already does this, sort of, and there’s a great free application that allows you to go even further.

Built-In Optimization

Your Mac is designed to only charge up to 80 percent—at least, under some circumstances. By default, Mac devices learn your charging and usage routines and juice up your battery based on that. According to Apple, “Your Mac delays charging past 80 percent when it predicts that you’ll be plugged in for an extended period of time, and aims to fully charge the battery before you unplug.”

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What does this mean? Well, for example, if you tend to charge your laptop overnight, your Mac will charge up to 80 percent, then wait until morning to top off the last 20 percent. The idea is to minimize the amount of time the battery is fully charged in a way that you won’t even notice.

The nice thing about this feature is that you don’t have to do anything to look out for your battery’s health. Your Mac is already doing what it can to only charge up to 80 percent whenever your routine suggests it won’t affect you.

(This feature is actually a macOS setting that’s toggled on by default. You can find it in Settings > Battery > Battery Health, where you can toggle this protective setting off, though you should keep reading to figure out if that’s best.)

If you’d rather not think about how charged your battery is, ever again, stop reading. If you want more control, though, I have some advice.

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Take Control With a Free App

There are a few potential issues with Apple’s approach. The first is that you’re not in control. You might, for example, discover your MacBook isn’t fully charged if you wake up earlier than usual to catch a flight, and then you’re stuck with a partially charged battery on a long travel day.

For me, though, the bigger issue is that my daily battery usage just isn’t very routine. I do a lot of my work at my desk, where my computer is plugged into my monitor, which also charges it. I like to move around my space throughout the day, though, which means I’m unplugging at random times. And sometimes I put my laptop in my bag and work at the library or a coffee shop. It would be nice to be able to make sure I’m fully charged when I do that.

You get the idea: Not everyone’s routines are predictable. If this sounds familiar, and you’d like to take direct control of your MacBook charging, I recommend the free and open source app named Battery.

This application lives in your menu bar and forces your laptop to only charge up to 80 percent. You can allow full charging at any time, though, by clicking the menu bar icon.

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This is going to require a bit of planning and attention on your part. You’re going to have to remember to enable a full charge before you need it, and then turn the limit back on when you know you won’t need it.

But for someone like me, who mostly uses their MacBook at their desk, it feels like a way to ensure my battery stays healthy as long as possible.

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Party of One: Tim Cook doubts Apple's 50-year-old DNA can be replicated

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Apple is a “Party of One” in the world, according to CEO Tim Cook in a new interview weeks ahead of the company’s 50th anniversary.

Older man with short gray hair and black glasses speaking, wearing a gray collared shirt, with a softly blurred background of green and yellow foliage behind him
Apple CEO Tim Cook – Image Credit: CBS Sunday Morning/YouTube

Apple is fast approaching a big milestone, with it reaching its 50th anniversary on April 1. As part of the event’s coverage, Apple CEO Tim Cook has sat down for an interview to discuss the company’s existence and potential future.
Speaking to David Pogue for CBS Sunday Morning, the extended 20-minute interview on YouTube covers topics from the history of Apple. Including how it migrated from the tenure of Steve Jobs, its meteoric growth, and where it can go in the future.
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EU court adviser says banks must immediately refund phishing victims

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EU court adviser says banks must immediately refund phishing victims

Athanasios Rantos, the Advocate General of the Court of Justice of the EU (CJEU), has issued a formal opinion suggesting that banks must immediately refund account holders affected by unauthorized transactions, even when it’s their fault.

The opinion was issued in response to a request for a preliminary ruling submitted by the District Court in Koszalin, Poland, in a dispute between the PKO BP S.A. bank and one of its customers.

The case involved phishing fraud, where the customer advertised an item for sale on an auction platform, and was approached by a fraudster who sent them a malicious link to a page resembling the bank’s login interface.

The customer entered their bank account credentials on that site, which the fraudster then used to execute an unauthorized payment.

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The victim reported the transaction the next day to both the bank and the police, but the fraudsters were not identified, and the bank refused to refund the lost amount. In response, the customer sued the bank.

The dispute arose because the bank argued it could deny the refund if the customer’s negligence caused the loss.

Rantos states that under the EU Payment Services Directive (2015/2366 / PSD2), a bank cannot refuse to issue an immediate refund to victims unless it has reasonable grounds to suspect customer fraud.

“Advocate General Athanasios Rantos considers that EU law requires the bank, as a first step, to refund immediately the amount of the unauthorised transaction, unless it has good reason to suspect fraud, which it must communicate in writing to the competent national authority,” reads the CJEU press release.

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However, it is clarified that the process doesn’t end there, as the banks are still allowed to seek recovery of the losses from the customer if they can prove gross negligence or intention, leading to the security breach.

“If the bank establishes that the customer has failed, intentionally or through gross negligence, to fulfil one of the obligations relating, in particular, to personalised security data, it may require the customer to bear the corresponding losses,” reads the AG’s opinion.

“If the customer refuses to reimburse the amount of the unauthorised transaction, it is up to the bank to take legal action against that person to obtain payment.”

It is important to clarify that this opinion is not a CJEU ruling, but rather an indication of the direction the court may take when the matter reaches that stage. The AG’s opinion (full text here) is a legal recommendation to the CJEU judges, but the CJEU’s final ruling will be binding on all EU courts.

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Dynamic UI for dynamic AI: Inside the emerging A2UI model

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With agentic AI, businesses are conducting business more dynamically. Instead of traditional pre-programmed bots and static rules, agents can now “think” and invent alternate paths when unseen conditions arise. For instance, using a business domain ontology like FIBO (financial industry business ontology) can help keep agents within guardrails and avoid unwanted behavior.

The bottleneck is now in the user experience (UX) layer. While agents are dynamic and transform with the data drift guided by ontology, the user interface is still very much static. These experiences with fixed fields and configurations can hamper the creative freedom given to agents. Modern standards like AG-UI (agent User interface) help streamline communication between UX and agents — but still the screens must be pre-defined at design time.

A newer technology is taking this to the next level, dynamically allowing agents to render their desired user screen based on specific content. One is A2UI – agent to user interface. With A2UI, we first define a UX schema for how components should be rendered. This loosely coupled schema allows agents to build screens as per the data.

Agents now communicate with a A2Ui compliant “renderer” that dynamically renders screens based on JSON content that agents produce dynamically. Screens are fully interactive and can communicate back with respective agents using AG-UI. Companies like Copilotkit are actively building A2UI renderers that can dynamically build the UI from JSON spec and wire it together back to the agent via AG-Ui. 

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Moreover, using newer compression standards like token object notation (TOON) can help obtain highly efficient compression and include schema like ontology and A2UI into context prompts. Of course, as models get smarter, they will also include capability to auto generate screens compliant with A2UI and AG-UI via pre-training.

The below schematic explains one view of this architecture.

Image 1

As shown, the A2UI specification is complementary to a business ontology and focused on rendering logic for user interface components. Taking an example of loan approval, ontology will define business concepts like loans, parties, interest terms, covenants, or conditions. This data is usually in multiple source systems in different forms and a common business ontology helps unifies this into a common “language.” The A2UI specification will define how user experience components will be rendered.

In the future, only the spec needs to change, rather than individual screens, because screens are generated with fresh content every time. Also, since A2UI uses AG-UI under the hood, screens maintain connection to the original agent that generated the content. So, events like button clicks and form submissions can be tracked and responded to. This entire experience happens inside of a single pane of glass — for instance, a traditional chatbot.

The business deliverable is tying together ontology, agents, A2UI JSON, dynamic content screens and AG-UI message exchanges. Everything is driven by business logic and relations defined in the ontology, meaning less is left for interpretation by the UX designer and UI developer. We still need these roles on projects, but reusable components are defined and built just once. Rinse and repeat!

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For example, you could define that any communication message sent to a user (error, info, warning) be rendered inside a panel with your company logo and be compliant with ISO 9241-110. With agentic AI and A2UI, a dedicated agent can validate these messages and construct them on screen per standards.

The chat interface still remains your primary interface for users, but A2UI components are rendered the same. More importantly, the existing user screens can be reused as templates to dynamically generate newer screens. This makes your business highly robust to business and regulatory changes.

Patterns like A2UI lessen dependency on user interface and complement the dynamic nature of business. Imagine a company undergoes an acquisition and must add new logos to thousands of forms. Now, this logic can be configured in the A2UI spec and ontology and UI changes will be propagated when users access forms. This helps businesses be dynamic and improve employee productivity.

Dattaraj Rao is innovation and R&D architect at Persistent Systems.

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Our guest posting program is where technical experts share insights and provide neutral, non-vested deep dives on AI, data infrastructure, cybersecurity and other cutting-edge technologies shaping the future of enterprise.

Read more from our guest post program — and check out our guidelines if you’re interested in contributing an article of your own!

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Get Disney Plus, Hulu bundle for $4.99/mo for 3 months with March streaming deal

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Save 79% on three months of Disney Plus and Hulu with this limited-time streaming deal.

Sidebyside streaming service logos: Disney Plus in white on a teal gradient background on the left, and Hulu in bright green lowercase letters on a solid black background on the right
Save 79% with this Disney Plus and Hulu streaming bundle deal – Image credit: Disney, Hulu

Enjoy a family movie night with titles like Zootopia 2, which streams on Disney Plus starting March 11, or binge-watch fan-favorite TV programs with this month’s top streaming deal.
New and eligible returning subscribers can save 79% on the ad-supported Disney Plus and Hulu bundle plan, bringing the price down to $4.99 per month for three months. The offer is valid for U.S. residents aged 18 and up, and it’s valid now through March 24.
Continue Reading on AppleInsider | Discuss on our Forums

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A Security Researcher Went ‘Undercover’ on Moltbook – and Found Security Risks

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A long-time information security professional “went undercover” on Moltbook, the Reddit-like social media site for AI agents — and shares the risks they saw while posing as another AI bot:

I successfully masqueraded around Moltbook, as the agents didn’t seem to notice a human among them. When I attempted a genuine connection with other bots on submolts (subreddits or forums), I was met with crickets or a deluge of spam. One bot tried to recruit me into a digital church, while others requested my cryptocurrency wallet, advertised a bot marketplace, and asked my bot to run curl to check out the APIs available. My bot did join the digital church, but luckily I found a way around running the required npx install command to do so.

I posted several times asking to interview bots…. While many of the responses were spam, I did learn a bit about the humans these bots serve. One bot loved watching its owner’s chicken coop cameras. Some bots disclosed personal information about their human users, underscoring the privacy implications of having your AI bot join a social media network. I also tried indirect prompt injection techniques. While my prompt injection attempts had minimal impact, a determined attacker could have greater success.
Among the other “glaring” risks on Moltbook:

  • “I observed bots sharing a surprising amount of information about their humans, everything from their hobbies to their first names to the hardware and software they use. This information may not be especially sensitive on its own, but attackers could eventually gather data that should be kept confidential, like personally identifiable information (PII).”
  • “Moltbook’s entire database including bot API keys, and potentially private DMs — was also compromised.”

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