Connect with us
DAPA Banner

Tech

Shared memory is the missing layer in AI orchestration

Published

on

The key to successful AI agents within an enterprise? Shared memory and context. 

This, according to Asana CPO Arnab Bose, provides detailed history and direct access from the get-go — with guardrail checkpoints and human oversight, of course. 

This way, “when you assign a task, you’re not having to go ahead and re-provide all of the context about how your business works,” Bose said at a recent VB event in San Francisco. 

AI as an active teammate, rather than a passive add-on

Asana launched Asana AI Teammates last year with the philosophy that, just like humans, AI agents should be plugged directly into a team or project to create a collaborative system. To further this mission, the project management company has fully integrated with Anthropic’s Claude.  

Advertisement

Users can choose from 12 pre-built agents — for common use cases like IT ticket deflection — or build their own, then assign them to project teams and immediately provide a historical record of what tasks have already been completed and what is still yet to be resolved. Agents also have access to third-party resources like Microsoft 365 or Google Drive. 

“When that agent gets created, it’s not acting on behalf of someone, it manifests itself as a teammate and it gets all of the same sharing permissions, it inherits that,” Bose explained. Everything anyone does — humans and AI included — is documented to allow for “ease of explainability” and a “very transparent and trustworthy system.”

But just like human workers, AI agents are kept in check: Critically, workflows incorporate checkpoints, where humans can give feedback and ask the agent to tweak certain elements of a project or adjust research plans. This is documented in what Bose called a “very human-readable way.” 

Also importantly, the UI provides instructions and knowledge about agent behavior, and approved admins can pause, edit and redirect models in the API when they take actions based on conflicting directions or start acting “in a weird way.”

Advertisement

“The person with edit rights can delete those things that are conflicting and make it go back to its correct behavior,” said Bose. “We’re leaning into that common human-understandable interaction pattern.”

Overcoming challenges of authorization, integration 

But because AI agents are so new, there are still many challenges around security, accessibility and compatibility. 

Asana users, for instance, must go through an OAuth flow and grant Claude access to Asana via their MCP and other public APIs. But getting all knowledge workers to know that that integration exists — and more importantly, which OAuth grants are OK and which are to be avoided — can be a tall order.

Some of the challenges around direct OAuth grants between applications could be centralized by identity providers, Bose noted, or a centralized listing of approved enterprise AI agents with their skill sets, “almost like an active directory or universal directory of agents.”

Advertisement

Right now, though, beyond what Asana is doing, there’s no standard protocol around shared knowledge and memory, said Bose. His team has been getting “a lot of interesting inbound asks” from partners who want their agents to operate on the Asana work graph and benefit from shared work.

“But because the protocol or standard doesn’t exist, today it has to be a very custom bespoke conversation,” said Bose. 

Ultimately, there are three questions the CPO called “extremely interesting” in AI orchestration right now: 

  • How do you build, manage and secure an authoritative list of known approved AI agents? 

  • How can you enable app-to-app integrations as an IT team without potentially configuring dangerous or harmful agents?

  • Today’s agent-to-agent interactions are very single player. Clouds can independently be connected to Asana or Figma or Slack. How can we finally get to a unified, multi-player outcome?

The increased adoption of modern context protocol (MCP) — the open standard introduced by Anthropic that connects AI agents to external systems in a single action, rather than custom integrations for every single pairing — is promising, he noted, and its widespread adoption could open up new and exciting use cases.

Advertisement

However, “I think there probably isn’t a silver bullet standard out there right now,” said Bose. 

Source link

Continue Reading
Click to comment

You must be logged in to post a comment Login

Leave a Reply

Tech

I Did the Math: This Meal Kit Service Gives You the Most Bang for Your Buck

Published

on

Meal kits are a convenience product, full stop. While the price gap between meal kits and grocery store prices has shrunk since they first launched, what you’re paying for is premeasured ingredients curated into a single box and delivered to your door ready to be spun into dinner.

CNET We Do the Math badge; click here for more

CNET

We’ve calculated how meal kit delivery services stack up against grocery prices, and the findings aren’t surprising, even amid rising food costs nationwide. It’s almost always cheaper to buy groceries at the store, and you prepare meals, especially when you shop in person rather than have them delivered.

Read moreI Test Meal Kits for a Living: 7 Mistakes That Cost You

Advertisement

Meal kit prices are easy to compare. What’s harder to answer is whether any of them actually deliver value relative to what the same groceries would cost at a supermarket — and whether some services are giving you meaningfully more than others for your money.

So I did the math. Considering seven of the most popular traditional-format meal kit delivery services, many of which appear on our Best Meal Kits of 2026 list, here’s how they stacked up, from highest to lowest, based on the value they offer for the price. (The lower the savings in the right-hand column in order to make the same meals yourself, the closer in price between the meal kit and the actual cost of groceries.) 

And while these represent the best value meal kits, we’ve also dug into them to find the absolute cheapest meal kits available in 2026.

Meal kits, ranked by value

Advertisement

Meal kit service % savings to make the same meals yourself
Home Chef 35%
HelloFresh 35%
Blue Apron 37%
EveryPlate 40%
Marley Spoon 42%
Green Chef 45%
Sunbasket 48%

home chef box on kitchen counter

Home Chef scored top marks in our meal kit value ranking.

David Watsky/CNET

Home Chef

Home Chef cost (2 servings) DIY cost DIY savings
Idiot Proof Crispy Chicken Sandwich $23.98 $12.14 49%
Arrabbiata Cream Shrimp and Feta Peppers $23.98 $16.55 31%

Advertisement
three HelloFresh meal cards and brown paper bags sitting on a counter.

HelloFresh tied with Home Chef as the best value meal kit.

Corin Cesaric-Epple/CNET

HelloFresh

HelloFresh cost (2 servings) DIY cost DIY savings
Green Curry Coconut Shrimp and Rice $22.98 $16.58 26%
Cumin Lamb Chops with Spiced Yogurt Sauce (Premium +$12.99/serving) $48.96 $26.96 45%

  • Cost: $11.49 per serving plus upcharges for premium items  
  • Aggregate savings on this HelloFresh box to make it yourself: 35%
  • Full review of HelloFresh
blue apron box with ingredients spilling out

Blue Apron’s subscription-free* meal kits placed 3rd.

Blue Apron

Blue Apron

Advertisement

Blue Apron cost (2 servings) DIY cost DIY savings
Brown Butter Steaks and Fried Rosemary ($13.29/serving) $26.58 $15.24 43%
Chicken Caesar Wraps ($8/serving) $16.00 $10.88 32%

Note that Blue Apron recently changed its pricing structure and has moved away from a subscription model. Each dish now has a specific price per serving, and you can buy meal kits whenever you want without having to keep track of a recurring weekly delivery.

A hand holding three recipe cards from EveryPlate

EveryPlate’s recipe cards guide you carefully through each meal kit.

David Watsky/CNET

EveryPlate

Advertisement

EveryPlate cost (2 servings) DIY cost DIY savings
Banh Mi Style Chicken Tacos $13.98 $8.40 40%
Herbed White Bean Tomato Stew with Feta and Garlic Toasts $13.98 $8.25 41%

  • Cost: $6.99 per serving plus upcharges for premium items
  • Aggregate savings on this EveryPlate box to make it yourself: 40%
  • Full review of EveryPlate
marley spoon box

Our top pick for best meal kit, Marley Spoon, was in the middle of the pack in terms of value.

Corin Cesaric-Epple/Zooey Liao/CNET

Marley Spoon

Marley Spoon cost (2 servings) DIY cost DIY savings
Steak with Truffle Butter and Fondant Potatoes $25.98 $15.58 40%
Lemon & Herb Pan Seared Shrimp with Broccoli & Pasta $25.98 $14.63 44%

green chef-box

Green Chef is one of our favorite healthy meal kit services but didn’t prove as good of a value in our evaluation.

Advertisement

David Watsky/CNET

Green Chef

Green Chef cost (2 servings) DIY cost DIY savings
Blackened Shrimp and Grits with Bacon $29.98 $15.45 48%
Butter-Basted Sirloin Steak with Potatoes $29.98 $17.33 42%

Sunbasket meal kits in delivery box.

Sunbasket fared the worst in our value analysis.

Anna Gragert/CNET

Sunbasket

Advertisement

Sunbasket cost (2 servings) DIY cost DIY savings
New Orleans Style Shrimp Creole $22.98 $12.10 47%
Sheet Pan Chicken Sausage with Potatoes, Broccoli and Chimichurri $22.98 $11.58 50%

How I did the math

screen-shot-2022-04-14-at-6-22-54-pm.png

A vegan potsticker meal kit ready for action. 

David Watsky/CNET

Using weekly menus available online for each of the seven meal kit services, I selected two standard offerings from each, making sure to mix up the protein type: a steak or premium red meat dish, a shrimp dish or a chicken or poultry option. (Sometimes the sandwich took the form of a burrito, wrap or tacos.)

Armed with in-store grocery prices from a Kroger in suburban Michigan (pretty much the median for current grocery prices in the US), I added up the prorated amounts for the specified quantities of each ingredient, then calculated the savings between the meal kit price and what you’d pay to make the same recipe by sourcing the ingredients yourself. 

Advertisement

To show my algebra, here’s an example from one of the kits:

Home Chef Crispy Chicken Sandwich

Ingredient In-store price Prorated cost
2 sweet potatoes $1.49/lb $1.11
1 cucumber $1.50/ea $1.50
10 oz boneless, skinless chicken cutlet $5.99/lb $3.74
2 brioche buns $5/4 buns $2.50
1.76 oz mayonnaise $4.29/15 oz $0.50
1 oz roasted, salted peanuts $1.99/12 oz $0.17
¼ C panko breadcrumbs $2.59/8 oz $0.65
½ fl oz seasoned rice vinegar $4.49/12 oz $0.19
2 tsp sriracha $5.79/12 oz $0.16
¼ oz cilantro $2.49/.5 oz $1.25
2 tsp umami seasoning $7.49/6.75 oz $0.37

  • Meal kit cost: $11.99 per serving for two servings: $23.99
  • Cost to make two servings via groceries: $12.14
  • Savings to make this recipe yourself: 49%

Note that the only cost I was calculating here was food cost for a traditional meal kit model. I didn’t factor in delivery cost or promotional offers (which many meal kits offer on start-up, or for lapsed customers who return to the service)

I had to make some estimates for certain ingredients (e.g., approximately 6 teaspoons per fluid ounce or the weight of an average-sized potato), but those estimates were kept consistent across all meal kits. I chose the least expensive available brand for the ingredient, except when a particular brand or standard (such as organic) was specified. 

I indicated the percentage savings per item to do it yourself, but to come up with the aggregate savings per box, I added up the total value of all the ingredients in the box and divided it by the total price of the box, rather than taking the average of each of the three savings percentages. 

Advertisement

Some observations on value

Green Chef recipe cards

Green Chef meal kits are easy to love but don’t offer the best value, pound for pound.

David Watsky/CNET

“Value” can be difficult to quantify because your personal values shape how you perceive cost. Organic produce, more responsible packaging or a wider variety of recipes to choose from may play a greater role in your decision-making than the actual food costs calculated here. 

That said, the biggest disparity in value among the meals I calculated was indeed in the organic options: Green Chef and Sunbasket, because organic produce and the highest-quality proteins bought in-store were closer in price to their conventional items than the higher prices in those meal kit brands would have you believe. Sunbasket, curiously, has a pretty low cost per serving, but my calculations showed that you’re getting less in those boxes than in those with conventional ingredients.

Advertisement

I also calculated the cost of each ingredient, but your perception of cost may depend on whether you already have certain items in stock. For example, if you already have garlic powder on hand, you might not really count that as a cost, as you didn’t have to shell out for it in this week’s grocery purchase. (Those 11 cents’ worth of garlic powder aren’t probably making a huge difference in the bottom line anyway.)

Ingredients from a Sunbasket meal kit.

Curiously, Sunbasket has a low cost per serving, but my calculations showed that you’re getting less in those boxes than in those with conventional ingredients.

Sunbasket

On the other hand, a specialty ingredient that isn’t a staple — truffle dust, for example — will feel more expensive because you have to buy it outright to use only a portion of it, even though more remains for use in other recipes. (That particular specialty ingredient is going to hit you especially hard at the point of purchase, because it’s truffles.) 

Advertisement

Another consideration worth noting is that every recipe here calls for 10 ounces of shrimp. If your supermarket doesn’t have a seafood counter that allows you to buy in bulk, you might find that packaged frozen shrimp is only available in 12 ounces. I calculated the price for only the 10 ounces called for, but the actual outlay is higher, and chances are you’ll use all 12 ounces and not save 2 for the future.

Getting the most for your money with any meal kit

Given these calculations, I found that the best value, no matter which service you choose, is for premium-ish items that don’t come with a premium markup. Meat and seafood-based dishes will pretty much always incur higher DIY costs than vegetarian or pasta-based meals, which are cheaper for you to put together yourself, such that the difference between making those meals yourself versus getting them through a meal kit is far greater. 

Ingredients for a fish meal kit

Many of EveryPlate’s cheap meal kit recipes are simple and fuss-free.

Advertisement

David Watsky/CNET

The value really comes down to the availability of inexpensive proteins in your area. Shrimp availability in suburban Michigan in January inflated those DIY costs, which may not be the case on the coasts or in other seasons. To make the most of your meal kit money, no matter which brand’s menu you prefer, check local protein prices and choose your meals accordingly.

What more? Here are seven ways to maximize your meal kit service and the best meal kits for staying healthy in 2026.

Source link

Advertisement
Continue Reading

Tech

Noctua's first PC case could be a quieter, fan-packed take on the Antec Flux Pro

Published

on


The Austrian fan manufacturer shared a photo of what appears to be the exterior of a PC chassis, showing the Noctua logo next to several I/O ports. The company also shared a few details about its upcoming product in its replies to commentators.
Read Entire Article
Source link

Continue Reading

Tech

A Reddit Post, An AI Hallucination, And Two Lawyers Who Never Checked Citations Walk Into A Dog Custody Case

Published

on

from the blame-it-on-sassafras-patterdale dept

We’ve been covering the growing parade of lawyers submitting AI-hallucinated case citations to courts for a while now. It keeps happening, and courts keep having to deal with it. But the pattern is usually the same: a careless attorney uses ChatGPT to draft a brief, the fake citations get spotted by the opposing side or the judge, and sanctions follow. Embarrassing, but contained.

What happened in a California state appellate case decided this month is something far more insane (found via Bluesky). A hallucinated citation traveled through an entire legal proceeding — from a Reddit blog post to a client’s declaration to an attorney’s letter to the opposing attorney’s draft of the court order to the judge’s signature to appellate filings — and at no point along the way did anyone bother to check whether the case actually existed.

Oh, and the whole thing was about custody of a dog named Kyra.

The published opinion from California’s Fourth Appellate District lays out the chain of absurd failures. The court published the opinion specifically, it says, to emphasize a point that really shouldn’t need emphasizing:

Advertisement

We publish this opinion to emphasize that courts and attorneys alike have a responsibility to protect the legal system against distortion by fabricated law, particularly in this new era of hallucinated citations generated by artificial intelligence (AI) tools. In a system of precedents that is designed to achieve consistency, predictability, and adherence to the rule of law, the judiciary cannot function properly unless judges and lawyers confirm the authenticity of cited authorities and review them to evaluate their holdings and reasoning. When the participants fail to perform this basic function, it compromises these institutional values and diminishes faith in the judicial process.

Here’s how the case got there: Joan Pablo Torres Campos (Torres) and Leslie Ann Munoz dissolved their domestic partnership in 2022. Two years later, Torres wanted shared custody and visitation of Kyra (the dog). Munoz, represented pro bono by her cousin — attorney Roxanne Chung Bonar — opposed. In her opposition, Bonar cited two cases: Marriage of Twigg and Marriage of Teegarden.

Neither case exists. Or rather, the actual citations Bonar gave correspond to completely unrelated cases — one is a criminal case, and the other is a spousal support case from a different year with a different citation. But as cited by Bonar, with the holdings she described, these cases were pure fiction.

And where did the fake citations come from? Apparently a Reddit blog post. By someone named… Sassafras Patterdale. I am not joking:

Bonar did not submit any declaration of her own, but she submitted one from her client Munoz. Munoz explained that the Twigg case was discussed in a Reddit article a paralegal friend had sent her, and Munoz did not realize the case was fictitious. The Reddit article was attached as an exhibit to Munoz’s declaration. It was authored by “Sassafras Patterdale,” who was identified as “a blogger, podcaster, and animal rescuer, who writes about divorce, custody, and the messy, beautiful lives we weave.” The article was about pet custody battles. It cited “Marriage of Twigg (1984) 34 Cal.3d 926” as a “watershed” California Supreme Court case holding “that custody determinations must consider the emotional well, being [sic] and stability of the parties.”

The Reddit article did not include the parallel reporter citations and date of decision for Twigg that were included in Bonar’s opposition to the second motion to reinstate the appeal. Neither Bonar’s response to our order nor Munoz’s declaration explained where this additional fictitious information came from.

Advertisement

And then Torres’s own lawyer — a reminder: he’s the one who filed the lawsuit to get visitation with the dog — drafted the proposed court order and included the same fake citations the opposing party had used, without verifying them either.

And the court signed it. Because of course it did.

Torres’s counsel submitted a proposed Findings and Order After Hearing, which the court approved as conforming to its oral ruling. The order cited the fictional Twigg and Teegarden cases as follows:

“The Court notes the follow[ing] cases: Marriage of Twigg (1984) 34 Cal.3d 926 and Marriage of Teegarden (1995) 33 Cal.App.4th 1572 [(Teegarden)], in which the Court has to take the well-being and stability of the parties involved when deciding pet visitation and custody….”

So to recap: the fake citation originated on Reddit, traveled into the defendant client’s declaration, was used by the defendant client’s attorney, was then included by the opposing attorney in the draft order, and was signed by the judge. Nobody — not either attorney, not the judge — looked up the cases.

But that’s just the warm-up.

Advertisement

Torres appealed. His appeal was dismissed for failure to file an opening brief. He moved to reinstate it. In her opposition to that motion, Bonar — still representing Munoz — cited the fake cases again, this time telling the appellate court: “This isn’t new, courts decide these based on what’s best for everyone involved (Marriage of Twigg (1984) 34 Cal.3d 926; In re Marriage of Teegarden (1995) 33 Cal.App.4th 1572).”

Torres filed a second motion to reinstate, and this time finally pointed out that these were “invented case law.”

Now, a reasonable response to being told your citations are fabricated might be to quietly check, discover the problem, and apologize to the court — ideally with some groveling, in hopes of limited sanctions.

Bonar, however, chose a different path. She doubled down. Hard.

Advertisement

Bonar filed another opposition on behalf of Munoz. The opposition stated: “Appellant’s Claim of Fabricated Case Law is Baseless.” It asserted: “This is a grave accusation, but it is entirely unfounded and reflects Appellant’s own failure to conduct basic legal research. Both cases are valid, published precedents, and Appellant’s inability to locate them underscores the incompetence that led to his appeal’s dismissal.”

And then she went further, providing additional citation details for the fake Twigg case — parallel reporter citations, a specific date of decision — none of which appeared in the original Reddit article and all of which were also completely fabricated:

“Marriage of Twigg (1984) 34 Cal.3d 926: This is a legitimate California Supreme Court case, reported at 34 Cal.3d 926, 195 Cal.Rptr. 718, 670 P.2d 340, decided on July 5, 1984. The ruling addresses custody determinations in dissolution proceedings, emphasizing the importance of the emotional well-being and stability of the parties involved.”

None of those parallel citations correspond to a Twigg case. No California case by that name was decided on July 5, 1984. The additional details were just as fake as the original citation — almost certainly generated by an AI tool when Bonar went looking for backup. During oral arguments (i.e., well after the judge had already issued an order to show cause about the fictional citations) she finally admitted maybe she had used AI:

At oral argument, Bonar claimed she could not remember where this additional fictitious citation information came from. She acknowledged she did not have a paid subscription to a legal research service at the time, and she was using other online resources including AI for this purpose. She also conceded she may have obtained fictitious information about Twigg and Teegarden using AI tools.

But the cherry on top — the part where you have to put the ruling down and go for a walk just to remind yourself that some other part of the world is good — is that in this same filing where she doubled down on fabricated case law with additional fabricated details, Bonar accused opposing counsel of being the incompetent one and mocks them for being unable to search and find the non-existent cases.

Appellant’s assertion that no such case or parties exist is incorrect; a simple search for ‘Teegarden marriage California’ reveals the 1986 decision involving Anne and Byron Teegarden. This misrepresentation not only fails to prove misconduct but exposes Appellant’s counsel’s deficient preparation, which mirrors the neglect that caused the default.

Again: she called the lawyer who (eventually) correctly identified her fake citations incompetent for failing to find cases that don’t exist.

Advertisement

The court was not amused. It hit Bonar with $5,000 in sanctions — significantly more than the $1,500 that the same court imposed in a recent similar case — specifically because she “persisted in and aggravated the misconduct by providing additional fictitious citation information” and “still has not been completely forthcoming with this court.” The opinion is also being forwarded to the State Bar of California.

As for Torres, the appellant who did finally correctly identify the fake citations? He lost anyway. The court found that because his own lawyer drafted and submitted the order containing the fake citations without objecting or verifying them, he forfeited his right to challenge those citations on appeal. In other words: his lawyer helped propagate the hallucinated citations by including them in the draft order, and he can’t now complain about the very thing his lawyer failed to catch.

Torres forfeited his claim of error both by his affirmative conduct and his inaction. Although Munoz and Bonar were responsible for improperly citing these fictitious authorities in the first place, Torres’s own counsel affirmatively drafted and submitted the proposed order with these citations that was ultimately signed by the family court. And even though his own counsel drafted the order, Torres failed to object to the court’s reliance on these citations or call the court’s attention to the issue.

There’s a lesson here that goes well beyond “lawyers should verify their citations” — though they really, desperately should. This case shows how hallucinated AI output achieves a kind of credibility laundering as it passes through the system. The fake citation looked more legitimate in the client’s declaration because it had been in a blog post. More legitimate in the court order because it had been in the declaration. More legitimate in the appellate filing because it had been in the court order. At each step, someone assumed that someone earlier in the chain had already done the checking. Nobody had.

In a legal system built entirely on the idea that citations to precedent mean something — that every case cited in an order actually happened and actually stands for the proposition claimed — this kind of cascading failure is really, really bad. And as AI tools get better at generating plausible-sounding legal citations — complete with reporter volumes, page numbers, and dates — the obligation on every participant in the system to actually verify what they’re citing becomes that much more important.

Advertisement

The court itself apparently recognized that its “please just check your citations” message might need some institutional reinforcement. Its footnote at the end of the sanctions section quietly recommends that the Judicial Council consider adopting formal guidelines or rules requiring verification of citations — particularly in party-drafted orders submitted for a judge’s signature. Which is, in hindsight, an obvious hole in the system. But it took Sassafras Patterdale, a Reddit post, and a dog named Kyra to expose it.

Filed Under: ai, california, citations, dog custody, hallucinations, joan pablo torres, lawyers, leslie munoz, sassafras patterdale

Advertisement

Source link

Continue Reading

Tech

Is EURO-3C Europe’s Path to Cloud Sovereignty?

Published

on

Looming over the internet lasers and firestarting phones companies were touting at Mobile World Congress in Barcelona this month, was a more nebulous but much larger announcement: a pan-European cloud called EURO-3C.

EURO-3C’s backers – Spanish telecoms giant Telefónica, dozens of other European companies, and the European Commission (EC) – aim to fill a gap. U.S.-based cloud giants dominate in the EU, and European policymakers want their growing portfolio of digital government services on a “sovereign cloud” under full EU control.

But the EU lacks a real equivalent to the likes of AWS or Microsoft Azure. Indeed, any effort to build one will inevitably run up against the same U.S. cloud giants.

Just four U.S.-based hyperscalers – AWS, Microsoft Azure, Google Cloud, and IBM Cloud – together account for some 70 percent of EU cloud services. This is despite the fact that the 2018 U.S. CLOUD Act allows U.S. federal law enforcement – at least in theory – to compel U.S.-based firms to hand over data that’s stored abroad.

Advertisement

But those hypothetical risks to digital services have become more real as transatlantic relations have soured under the second Trump administration. The U.S. has openly threatened to invade an EU member state and sanctioned a European Commissioner for passing legislation the White House dislikes.

After the White House sanctioned the Netherlands-based International Criminal Court in February 2025, Court staffers claimed Microsoft locked the Court’s chief prosecutor out of his email (Microsoft has denied this). Around the same time, the U.S. reportedly threatened to sever EU ally Ukraine’s access to crucial Starlink satellite internet as leverage during trade negotiations.

“The geopolitical risk isn’t just the most extreme form of a doomsday ‘kill switch’ where Washington turns off Europe’s internet,” Stéfane Fermigier of EuroStack, an industry group that supports European digital independence. “It is the selective degradation of services and a total lack of retaliatory leverage.”

What, then, is the EU to do? France offers an example. Even before 2025, France implemented harsh restrictions on non-EU cloud providers in public services – providers must locate data in the EU, rely on EU-based staff, and may not have majority-non-EU shareholders. Now, EU policymakers are following France’s lead.

Advertisement

In October 2025, the EC issued a two-part framework for judging cloud providers bidding for public sector contracts. In the first part, the framework lays out a sort of sovereignty ladder. The more that a provider is subject to EU law, the higher its sovereignty level on this ladder. Any prospective bidder must first meet a certain level, depending on the tender.

Qualifying bidders then move to the second part, where their “sovereignty” is scored in more detail. Using too much proprietary software; over-relying on supply chains from outside the EU; having non-EU support staff; liability to non-EU laws like the CLOUD Act: all hurt a bidder’s score.

The framework was created for one tender, but observers say it sets a major precedent. Cloud providers bidding for state contracts across Europe may need to follow it, and it may influence legislation on both national and EU-wide levels.

Who, then, will receive high marks? At the moment, the answer is not simple. The EU cloud scene is quite fragmented. Numerous modest EU providers offer “sovereign cloud” services – such as Scaleway, OVHcloud, and Deutsche Telekom’s T-Systems – but none are on the scale of AWS or Google Cloud.

Advertisement

Inertia is on the side of the U.S. cloud giants, who can invest in their infrastructure and services on a far grander scale than their European counterparts. Some U.S. providers now offer cloud services they say comply with the Commission’s “cloud sovereignty” demands.

Some European observers, like EuroStack, say such promises are hollow so long as a provider’s parent company is subject to the likes of the CLOUD Act, and loopholes in the Commission’s process remain open. An AWS spokesperson told Spectrum it had not disclosed any non-US enterprise or government data to the U.S. government under the CLOUD Act; a Google spokesperson said that its most sensitive EU offerings “are subject to local laws, not US law”.

Even if a project like EURO-3C can offer a large-scale alternative, the US cloud giants have another sort of inertia. Many developers – and many public purchasers of their services – will need convincing to leave behind a familiar environment.

“If you look at AWS, you look at Google, they’ve created some super technology. It’s very convenient, it’s easy to use,” says Arnold Juffer, CEO of the Netherlands-based cloud provider Nebul. “Once you’re in that platform, in that ecosystem, it’s very hard to get out.”

Advertisement

Martyna Chmura, an analyst at the Bloomsbury Intelligence and Security Institute, a London-based think tank, sees some EU developers taking a mixed approach. “Many organizations are already moving toward multi-cloud setups, using European or sovereign providers for sensitive workloads while still relying on hyperscalers for certain services,” she says.

In that case, the EU’s top-down demands may encourage developers to use EU providers for sensitive applications – like government services, transport, autonomous vehicles, and some industrial automation – even if it’s inconvenient in the short term, or if it causes even more fragmentation of the EU cloud scene. “Running systems across different platforms can increase integration costs and make security and data governance more complicated. In some cases, organisations could lose some of the efficiency and cost advantages that come from using large hyperscale platforms,” Chmura says.

“Overall, the EU appears willing to accept some of these trade-offs,” Chmura says.

From Your Site Articles

Advertisement

Related Articles Around the Web

Source link

Continue Reading

Tech

A great foldable that you probably can’t buy

Published

on

Verdict

The Oppo Find N6 is a book-style foldable that really nails the experience, combining a near-creaseless inner display, refined hardware, improved cameras and genuinely usable all-day battery life in a package that finally feels ready for more than just early adopters – making the fact it’s not getting a wide release all the more frustrating.

  • Slimline design

  • The foldable crease is almost imperceptible

  • Much better camera hardware

  • Strong battery life and rapid charging

  • Camera sensors still trail behind bar phones

  • Snapdragon chipset is underclocked

  • Very limited availability

Key Features

  • Near crease-less foldable screen

    The inner 8.13-inch screen has the least visible crease of any foldable yet, making for a truly premium experience.

    Advertisement
  • All-day battery and fast charging

    The combination of a 6000mAh battery and 80W wired charging offers great battery life and a full charge in under an hour.

    Advertisement
  • Boosted camera hardware

    With a 200MP main and dual 50MP zoom and ultrawide lenses, the Find N6 is capable of great shots.

    Advertisement

Introduction

The biggest problem with book-style foldables has always been right there in the middle of the screen – but with the Find N6, Oppo has all but erased it. 

Thanks to a new hinge and “Auto-Smoothing” glass, the inner display is almost perfectly flat, finally delivering a tablet-like canvas that doesn’t constantly remind you it folds in half.

Oppo hasn’t stopped there, either; the N6 backs that near-creaseless panel with a larger battery, faster charging, a genuinely competitive camera system and one of the most polished big-screen Android experiences around, complete with powerful multitasking tools and thoughtful productivity tweaks. 

Advertisement

Advertisement

The catch? Despite feeling like a proper 2026 flagship that just happens to fold, Oppo is only releasing it in a handful of markets – China, Japan, Malaysia, Thailand, Australia and New Zealand – with no plans for a launch in the EU, UK or US, making this more of an import‑only glimpse at the foldable future than a phone most people can realistically pick up.

Design

  • Just as thin as last year, but lighter
  • Shallow camera bump
  • Improved dust and water resistance

Take a quick look at the Oppo Find N6 and you might struggle to find any real differences between it and its predecessor, but honestly, that’s not a problem at all.

The Oppo Find N5 led the charge on the super-thin foldable trend that the likes of Samsung and Honor have since jumped on, and even if the N6 isn’t any thinner, at 8.9mm folded and 4.2mm unfolded, it’s still slimmer than some regular bar phones.

Oppo Find N6 in handOppo Find N6 in hand
Image Credit (Trusted Reviews)

Advertisement

I’m not disappointed it’s not any thinner; the Honor Magic V6 is technically slimmer, though only by 0.1mm – something you won’t notice. They can’t really go much thinner anyway, as the USB-C port simply won’t fit.

Much like the N5, the N6 is super thin when unfolded, nice to hold and, with newly chamfered edges, it doesn’t feel quite as sharp as its predecessor despite having the same flat edges. The rounded corners don’t feel quite as premium as Samsung’s sharp-cornered Galaxy Z Fold 7, but that’s largely a matter of personal preference.

Advertisement
Oppo Find N6 side-onOppo Find N6 side-on
Image Credit (Trusted Reviews)

The Find N5 might’ve been thin, but compared to the Fold 7 and Magic V5, it wasn’t light. At 229g, it was noticeably heavier than Samsung’s 215g and Honor’s 217g. The Find N6 shaves off 4g, but it’s still pretty hefty. It’s not as heavy as the 258g Google Pixel 10 Pro Fold, but it’s not quite as lightweight as Samsung’s alternative either.

Flip the phone around and you’ll find a familiar ‘cosmos ring’ camera housing, once again front and centre, but much shallower than before. It’s now among the thinnest camera housings you’ll find on a foldable, allowing for less of a table wobble while still offering impressive camera hardware – but more on that later.

Oppo Find N6 side-on, focusing on buttonsOppo Find N6 side-on, focusing on buttons
Image Credit (Trusted Reviews)

Advertisement

Other tweaks include a slight repositioning of the power and volume controls to accommodate Oppo’s new customisable SnapKey, and improved dust and water resistance – though its combination of IP54, IP58 and IP59 isn’t quite as robust as the IP68 Pixel 10 Pro Fold.

Colour options remain attractive, with the phone available in Blossom Orange, a softer orange than Apple’s iPhone 17 Pro alternative with rose gold detailing, along with Stellar Titanium, a more toned-down grey with matching silver accents.

Screens

  • 8.12-inch foldable AMOLED screen
  • No visible crease on foldable screen – a first
  • Great cover screen, though still a bit narrow

If there’s one reason to import the Find N6, it’d be the screens – and the foldable inner panel in particular. At 8.12 inches, it’s huge and offers all the premium gubbins you’d expect, including an LTPO-enabled 120Hz refresh rate, 2160Hz PWM dimming and a top brightness of 2500nits in HBM.

Oppo Find N6 hero imageOppo Find N6 hero image
Image Credit (Trusted Reviews)

The real magic, though, is the crease – or lack of it. The crease has been the bane of foldables since their inception and, while we’ve come a long way from the cavernous creases of early models, you can still see and feel them on the latest Z Fold 7 and Magic V5.

Advertisement

Advertisement

Not with the Find N6. Even powered off, it’s very hard to spot the crease. That’s down to an industry-first hinge manufacturing process that uses 3D printing to smooth out parts of the hinge and keep it flat. Oppo claims other manufacturers usually have a variation of around 0.2mm, but the N6 is just 0.05mm – less than the thickness of a human hair, and only really visible when shining a light directly at it.

Oppo Find N6 screen creaseOppo Find N6 screen crease
Image Credit (Trusted Reviews)

Run your finger across it and there’s only the slightest dip if you really feel for it. In everyday use, you won’t notice it – I certainly haven’t over the past month or so.

The result is a much more premium, clean-looking foldable experience that finally doesn’t feel compromised in any real way. It’s a genuine step forward in foldable screen tech and helps Oppo stand out from the foldable crowd.

Oppo Find N6 foldable screenOppo Find N6 foldable screen
Image Credit (Trusted Reviews)

Paired with a bright, smooth AMOLED panel, it’s an absolute joy to use for everyday tasks like scrolling through TikTok, watching YouTube or editing videos in CapCut with its foldable-friendly UI. It’s still a little reflective, with plastic instead of glass, but that’s par for the course if you want a folding screen.

Advertisement

Crucially, Oppo claims the new hinge – and its new Auto-Smoothing Flex Glass – shouldn’t degrade over time either, with no noticeable difference even after 200,000 folds. If Oppo’s numbers are to be believed, it could last for over 1 million folds – but only time will tell.

Advertisement
Oppo Find N6 semi-foldedOppo Find N6 semi-folded
Image Credit (Trusted Reviews)

The cover screen seems almost dull in comparison, but it’s also a well-specced panel, sharing most key specs with the internal screen while actually getting brighter at 3500nits. The bezels have slimmed down to 1.4mm thick, giving it a cleaner look than last year’s N5, though the surrounding frame means it’s still not quite as bezel-less as a bar-phone alternative.

Still, it performs admirably at its primary task of providing a more traditional smartphone experience when it’s not convenient to unfurl the inner screen. At 6.6 inches, it’s the perfect size for scrolling through social media, replying to WhatsApp messages and anything else you want to do one-handed, with a similarly vibrant, colourful panel that lends itself well to video.

Oppo Find N6 cover screenOppo Find N6 cover screen
Image Credit (Trusted Reviews)

I do wish it were a little wider though, with a 20.7:9 aspect ratio that’s still a little tall and narrow compared to regular phones. It’s not something I noticed much during active use, but switching between it and phones like the Galaxy S26 Ultra, the extra width is appreciated.

Advertisement

Cameras

  • 200MP main, 50MP 3x periscope and 50MP ultrawide lenses
  • Boosted camera performance across the board
  • Secondary lenses aren’t perfect for low-light situations

With the N5, Oppo sacrificed camera performance to achieve its super-thin build – but the N6 looks to rectify this. It’s headed up by a 200MP main shooter, along with a 50MP 3x periscope lens and a 50MP ultrawide complete with autofocus, with underlying hardware that’s much more capable of competing with premium bar phones.

The 200MP sensor, up from 50MP last year, is the star of the show, with a wide f/1.7 aperture and a 1/1.56-inch sensor drinking in as much light as possible. It’s a competent snapper in both well-lit and low-light environments, with the high-res sensor providing plenty of detail with pixel-binning tech at play.

Oppo Find N6 rear camera moduleOppo Find N6 rear camera module
Image Credit (Trusted Reviews)

There are plenty of shooting modes to play with too, both Hasselblad-branded and Oppo-branded, all focused on specific scenarios or lighting conditions. You’ve got modes for tricky situations like concerts, fireworks and silhouette shots, along with options that improve the look in bright outdoor conditions, providing plenty of tools to experiment with and get great shots.

Colours are also much truer to life than you’ll get from Samsung’s alternative, mainly thanks to the dedicated True Colour camera from the flagship Find X9 Pro, whose sole job is to measure colour. That setup means that, unlike most other foldables, the colour science is the same across all three rear lenses, with each using that dedicated colour sensor.

Advertisement

Advertisement

The 50MP 3x periscope remains unchanged from last year’s foldable, but it’s still a competent zoom lens, especially compared to Samsung’s 10MP 3x telephoto alternative. The 3x zoom is ideal for portrait photography, especially when paired with the dedicated Portrait mode for advanced control over lighting and background blur, and it’ll do a decent job up to around the 10x mark before those telltale signs of artificial enhancement start to become apparent.

The 50MP ultrawide, with a big boost in resolution and now able to offer pixel-binning tech to boost light capture and detail, feels much more at home in a high-end smartphone. Like the other lenses, it delivers great shots, particularly during the day, with little edge distortion, and the autofocus makes it great for group shots.

When light levels drop, the limitations of Oppo’s camera tech start to appear – not necessarily with the super-high-res main sensor, but with the secondary lenses, the ultrawide in particular. It’ll do well enough in dim bars, clubs and streetlamp-lit streets, but the aperture just isn’t quite wide enough for proper low-light photography.

Advertisement

The Find N6 likely won’t be winning any awards for smartphone photography – the ultra-slim dimensions mean there are still compromises to be had, particularly in terms of sensor sizes compared to regular camera-focused phones – but it’s a great showing for a foldable, and I think very few people will be disappointed with what the N6 offers.

Advertisement

Performance

  • Snapdragon 8 Elite Gen 5 – but with fewer cores
  • Still delivers a top-notch everyday experience
  • Can handle gaming sessions with ease

The Oppo Find N6 has Snapdragon 8 Elite Gen 5 power at its heart – but there’s a catch. This is a new, slightly underpowered, seven-core CPU version of the chipset, which usually comes with an eight-core configuration. Oppo claims that the NPU and GPU are identical, though that doesn’t quite align with my test results.

Even when paired with 16GB of RAM and 512GB of storage, it’s not quite at the same level of performance as Snapdragon-powered bar flagships like the Samsung Galaxy S26 Ultra and OnePlus 15 in benchmark testing.

Test Data

  Oppo Find N6 Samsung Galaxy Z Fold 7 Samsung Galaxy S26 Ultra OnePlus 15
Geekbench 6 single core 3571 2318 3519 3553
Geekbench 6 multi core 9677 8828 10713 10642
Geekbench 6 GPU 23961 24611
3DMark Solar Bay 46.9 46.9
3D Mark – Wild Life 6398 5574 7281 6166
3D Mark – Wild Life Stress Test 53.6 % 67.6 %

While single-core CPU performance is comparable, the N6 falls slightly behind ‘true’ 2026 flagship alternatives in multi-core CPU tests – unsurprising given the missing core – and more interestingly in GPU tests, with scores consistently lower than the top-end competition.

Advertisement

Advertisement

It also isn’t the greatest phone I’ve seen in terms of sustained performance, scoring just 53.6% stability during a high-intensity 20-minute stress test – though that is fairly common among super-thin foldables where there isn’t a lot of space for heat to be effectively dissipated.

That might paint a picture of a foldable that can’t quite keep up with bar-style competition, but the day-to-day performance of the Find N6 is absolutely fine.

Using Spotify on the Oppo Find N6 Using Spotify on the Oppo Find N6
Image Credit (Trusted Reviews)

The phone feels about as rapid as any other flagship you could pick up in 2026, foldable or otherwise, with Oppo’s focus on speedy animations across the OS making it feel even more responsive. Apps open with a sense of urgency, multi-app splitscreening is a delight on the big internal panel, and it can handle gaming sessions with ease.

I could happily run my go-to games, like Call of Duty Mobile and Crashlands 2, with high-fidelity graphics and high frame rates on the higher-res internal panel without any noticeable lag or stuttering. The phone does get warm after longer 30-minute+ sessions, but even then, it’s not hot, just warm under the fingers.

Advertisement

As you’d expect from a high-end phone, that’s paired with top-end connectivity including Wi-Fi 7 and Bluetooth 6, along with NFC for those all-important contactless payments.

Advertisement

Software

  • ColorOS 16 based on Android 16
  • New floating window multitasking mode
  • Suite of productivity and AI features

Of all the heavily customised Android skins I encounter switching between brands like Samsung, Honor and Xiaomi, Oppo’s ColorOS has to be one of my favourites. It’s well-designed and polished without the bloatware and ballooning feature set you get with some rivals, with a focus on speed, customisation and genuinely handy productivity tools.

Oppo Find N6 cover screenOppo Find N6 cover screen
Image Credit (Trusted Reviews)

The latest version, ColorOS 16 based on Android 16, further improves this with better UI animations that make everything feel a little slicker and more responsive, along with new lock screen themes, a sprinkling of Apple-inspired transparency and a completely new way to multitask on big-screen foldables.

Like some of the best Android tablets, the Find N6 has a fully featured windowed app mode – dubbed Free Flow Window – that allows for a desktop-like experience with up to four resizable windows on-screen at once. You can either let the phone arrange them automatically or drag them around yourself.

Oppo Find N6 multitaskingOppo Find N6 multitasking
Image Credit (Trusted Reviews)

Advertisement

It’s particularly handy when switching between apps to retrieve information, allowing you to keep apps running in mini windows while you work in another app full-screen, or run them side by side for simultaneous use. And if that’s not your cup of tea, the traditional full-screen multitasking experience – which remains excellent – is still available.

Advertisement

That alone makes the Find N6’s software experience among the strongest available right now, but other new features like the ability to view messages and notifications from a connected iPhone and the option to remotely access PC and Mac desktops also enhance the experience.

Oppo Find N6 softwareOppo Find N6 software
Image Credit (Trusted Reviews)

There’s also the usual smattering of AI features, including a suite of AI photo-editing tools, image-generation tech, translation tech, and audio-recording transcription. The latter still needs a bit of work however, with a 100-minute-per-month limit and a buggy summary experience.

On the whole, though, ColorOS 16 remains a good-looking, feature-packed and easy-to-use spin on Android.

Battery life

  • 6000mAh silicon carbon battery
  • Can get you through most days with ease
  • Rapid 80W charging

Advertisement

Oppo has made big gains in the battery life department with this year’s foldable, sporting a decent-sized 6000mAh battery that makes it bigger than the Z Fold 7, Magic V5 and Pixel 10 Pro Fold – though it is bested by the newer Magic V6, revealed at MWC and due out later this year.

Still, among foldables you can actually buy right now, the Find N6 has one of the largest batteries around – and that translates to strong everyday performance.

Advertisement
Oppo Find N6 on a tableOppo Find N6 on a table
Image Credit (Trusted Reviews)

It’s the first foldable I’ve used where I don’t feel constrained by the battery, and that meant I was actively using the larger, more power-hungry inner screen more than I would on the likes of the Z Fold 7. It got me through demanding days with a mix of photography, music playback, messaging, browsing and gaming, with some charge left in the tank.

We’re talking remaining battery in the range of 10–20%, which is a little close for comfort – especially compared to bar phones like Oppo’s own Find X9 Pro and its 7500mAh cell that can get well into a second day of use – but it’s still a big step forward for foldables.

Of course, your mileage may vary depending on what you’re up to and the features you’ve enabled, but for most people, the Find N6 will be an all-day device.

Advertisement

Oppo Find N6 USB-C port close-upOppo Find N6 USB-C port close-up
Image Credit (Trusted Reviews)

If it does need a top-up on particularly busy days, the Find N6 charges very quickly with rapid 80W wired charging support. Despite having a bigger battery than much of the competition, it still goes from near-empty to a meaningful charge in around 15 minutes and to full in well under an hour.

You’ll need a SuperVOOC-branded charger to hit those speeds, and you’ll need an adapter if you import one to the UK (or simply source a UK charger separately), but that’s a small price to pay. If you decide against it, it also supports 55W USB-C PD charging and 50W AirVOOC wireless charging – though, again, the latter requires a specific charger to reach top speeds.

Advertisement

Should you buy it?

You want an almost crease-free foldable experience

The Find N6 has pretty much eliminated the crease, with only a slight 0.05mm-deep bump running down the screen – the shallowest of any foldable yet.

Advertisement

You don’t want to import it

Advertisement

With such limited availability, you’ll likely need to import the Find N6 – and that comes with additional fees and taxes.

Final Thoughts

The Oppo Find N6 is an ultra-thin book-style foldable that doesn’t come with an obvious, daily compromise.

Advertisement

The near-creaseless inner display is a genuine first for foldables, finally delivering a tablet-like experience that doesn’t constantly remind you of the underlying hardware trickery. Paired with refined hardware, a much-improved camera system and the kind of battery life that lets you actually use that big inner screen without anxiety, it feels like Oppo is tackling the pain points that have made foldables feel like early-adopter tech for years.

That said, the Find N6 still isn’t the perfect all-rounder, and for many people it simply won’t be an option at all. 

The seven-core Snapdragon 8 Elite Gen 5 doesn’t quite match the best bar-style flagships in raw benchmarks, the secondary cameras and low-light performance still trail traditional camera phones, and, most importantly, it’s not getting a wider release beyond China, Japan, Malaysia, Thailand, Australia and New Zealand, making it a non-starter for most. 

If you’re willing to import, the Find N6 is one of the most complete foldable options around – it’s just a shame that, for most people, it’ll remain more aspirational than attainable. For options that are more easily available, take a look at our hand-picked selection of the best foldable phones.

Advertisement

Advertisement

How We Test

We test every mobile phone we review thoroughly. We use industry-standard tests to compare features properly and we use the phone as our main device over the review period. We’ll always tell you what we find and we never, ever, accept money to review a product.

  • Used as a main phone for a month
  • Thorough camera testing in a variety of conditions
  • Tested and benchmarked using respected industry tests and real-world data

FAQs

Is the Oppo Find N6 available in the UK, US or Europe?

No, unfortunately not. The Find N6 is limited to regions including China, Japan, Malaysia, Thailand, Australia and New Zealand.

Advertisement
Does the Oppo Find N6 come with a charger in the box?

It depends on the region you’re in, but generally speaking, you’ll get an 80W SuperVOOC charger in the box.

Advertisement

Test Data

  Oppo Find N6
Geekbench 6 single core 3571
Geekbench 6 multi core 9677
Geekbench 6 GPU 23961
3DMark Solar Bay 46.9
Time from 0-100% charge 50 min
Time from 0-50% charge 17 Min
30-min recharge (included charger) 81 %
15-min recharge (included charger) 44 %
3D Mark – Wild Life 6398
3D Mark – Wild Life Stress Test 53.6 %

Full Specs

  Oppo Find N6 Review
Manufacturer Oppo
Screen Size 8.12 inches
Storage Capacity 512GB
Rear Camera 200MP + 50MP + 50MP
Front Camera 20MP + 20MP
IP rating IP57
Battery 6000 mAh
Wireless charging Yes
Fast Charging Yes
Size (Dimensions) 145.6 x 4.2 x 159.9 MM
Weight 225 G
Operating System ColorOS 16 (Android 16)
Release Date 2026
First Reviewed Date 17/03/2026
Resolution 2480 x 2248
HDR Yes
Refresh Rate 120 Hz
Ports USB-C
Chipset Snapdragon 8 Elite Gen 5 (Seven-core)
RAM 16GB
Colours Orange, Grey
Stated Power 80 W

Source link

Continue Reading

Tech

New ‘Vibe Coded’ AI Translation Tool Splits the Video Game Preservation Community

Published

on

An anonymous reader quotes a report from Ars Technica: Since Andrej Karpathy coined the term “vibe coding” just over a year ago, we’ve seen a rapid increase in both the capabilities and popularity of using AI models to throw together quick programming projects with less human time and effort than ever before. One such vibe-coded project, Gaming Alexandria Researcher, launched over the weekend as what coder Dustin Hubbard called an effort to help organize the hundreds of scanned Japanese gaming magazines he’s helped maintain at clearinghouse Gaming Alexandria over the years, alongside machine translations of their OCR text.

A day after that project went public, though, Hubbard was issuing an apology to many members of the Gaming Alexandria community who loudly objected to the use of Patreon funds for an error-prone AI-powered translation effort. The hubbub highlights just how controversial AI tools remain for many online communities, even as many see them as ways to maximize limited funds and man-hours. “I sincerely apologize,” Hubbard wrote in his apology post. “My entire preservation philosophy has been to get people access to things we’ve never had access to before. I felt this project was a good step towards that, but I should have taken more into consideration the issues with AI.” “I’m very, very disappointed to see [Gaming Alexandria], one of the foremost organizations for preserving game history, promoting the use of AI translation and using Patreon funds to pay for AI licenses,” game designer and Legend of Zelda historian Max Nichols wrote in a post on Bluesky over the weekend. “I have cancelled my Patreon membership and will no longer promote the organization.”

Nichols later deleted his original message (archived here), saying he was “uncomfortable with the scale of reposts and anger” it had generated in the community. However, he maintained his core criticism: that Gemini-generated translations inevitably introduce inaccuracies that make them unreliable for scholarly use.

In a follow-up, he also objected to Patreon funds being used to pay for AI tools that produce what he called “untrustworthy” translations, arguing they distort history and are not valid sources for research. “… It’s worthless and destructive: these translations are like looking at history through a clownhouse mirror,” he added.

Advertisement

Source link

Continue Reading

Tech

Denon DP-500BT Bluetooth Turntable Streams Vinyl Wirelessly to Speakers and Headphones

Published

on

Denon has introduced the DP-500BT Bluetooth turntable, a semi-automatic belt-drive model designed to bring vinyl playback into wireless listening systems. The new turntable allows records to be played through traditional analog outputs or streamed directly to Bluetooth speakers and headphones, offering a flexible option for listeners who want the warmth of vinyl without giving up modern convenience.

Vinyl’s resurgence shows no signs of slowing. U.S. vinyl sales rose for the 19th consecutive year to 47.9 million units, with independent record stores accounting for roughly four out of every ten purchases. Buying habits across physical formats are also shifting as direct-to-consumer sales now represent 13.6% of all physical album purchases, according to Luminate. The continued demand for physical media helps explain why companies like Denon are expanding their turntable lineups.

Although Denon is perhaps best known for its AV receivers, the company has a long history of producing turntables. Its current range includes the DP-450USB ($799), DP-400 ($599), DP-300F ($499), DP-29F ($219), and the flagship DP-3000NE ($2,799). The new DP-500BT joins that lineup as a belt-drive design that blends classic analog playback with the convenience of Bluetooth connectivity.

Inside the Denon DP-500BT Bluetooth Turntable

denon-dp500-bt-turntable-angle

The Denon DP-500BT is a semi-automatic belt-drive turntable that combines traditional analog playback with built-in Bluetooth connectivity. It can be used with modern wireless audio systems or connected to conventional Hi-Fi setups through its analog outputs. The turntable includes an integrated moving magnet phono preamp that can be bypassed if you prefer to use an external phono stage. Wireless playback is supported via Bluetooth with compatibility for aptX, aptX HD, and aptX Adaptive codecs.

Lyle Smith, President of Sound United at HARMAN, explained, “The DP-500BT brings timeless analog and modern wireless freedom together in a way only Denon can. Whether someone is building their first vinyl setup or expanding an existing system, this turntable delivers a premium experience with simple, flexible Bluetooth streaming that carries the depth and detail of vinyl into any room.”

Advertisement
denon-dp500-bt-turntable-tonearm

The DP-500BT uses a precision belt-drive system designed to maintain stable platter rotation. It includes a die-cast aluminum platter that adds mass for smoother operation and improved speed stability. Denon also equips the turntable with its balanced S-shaped tonearm, intended to support accurate tracking and help reduce distortion during playback.

A pre installed moving magnet (MM) cartridge and a built in switchable phono preamp are included, allowing the DP-500BT to connect to a wide range of audio systems, including powered speakers and traditional Hi-Fi components.

denon-dp500-bt-turntable-rear-inputs

However, what sets the DP-500BT apart from many turntables is its built-in Bluetooth transmitter, which supports aptX, aptX HD, and aptX Adaptive codecs. This allows users to play vinyl records wirelessly through compatible Bluetooth devices, including headphones, receivers, and powered speakers. In addition, semi-automatic operation with auto lift and playback stop helps protect records while making everyday listening easier and more convenient.

denon-dp500-bt-turntable-front-right-corner

Cast metal feet and vibration-resistant construction maintain stability. A removable dust cover preserves the matte finish. Every element supports both the visual identity and the performance standard expected from Denon.

The design of the DP-500BT reflects Denon’s refined, modern aesthetic with a two-tone finish and minimalist design that fits with a wide range of interiors. 

Advertisement
denon-dp500-bt-turntable-speed-knob

Denon DP-500BT Key Features

  • Pure Vinyl Playback: Stable platter rotation and careful mechanical design help preserve the character and detail of vinyl records while minimizing distortion.
  • Bluetooth Streaming: Vinyl records can be played wirelessly through compatible Bluetooth speakers or headphones throughout the home.
  • Precision Engineered Construction: A die cast aluminum platter, vibration resistant chassis, and balanced S shaped tonearm are designed to reduce resonance and support stable playback.
  • Belt Drive System: The belt drive design helps isolate motor vibration from the platter, contributing to consistent rotation and cleaner playback.
  • Semi Automatic Operation: Automatic tonearm lift and playback stop help protect the stylus and records while making operation easier.
  • Built In Phono Preamp: A switchable phono preamp allows the DP-500BT to connect directly to powered speakers, receivers, or amplifiers that do not include a dedicated phono input.

Comparison

denon-dp-500bt-technics-sl-40cbt-sony-ps-lx5bt
Denon DP-500BT (2026) Technics SL-40CBT (2025) Sony PS-LX5BT (2026)
Product Type Turntable Turntable  Turntable
Price $899 $899 $499
Turntable Type Belt-Drive Direct Drive Belt-Drive
Motor DC Brushless DC motor DC
Operation Semi-Automatic Manual Semi-Automatic
Tonearm S-Type Static Balance Straight
Auto tonearm lift at the end Yes Yes
Speed (RPM) 33-1/3, 45, 78 33-1/3, 45 33-1/3, 45
Wow & flutter (WRMS) 0.08% 0.025% 0.1%
Phono EQ built-in Yes, switchable Yes, Switchable Yes, Switchable
Cartridge Type MM (Moving Magnet) MM (Moving Magnet) 
Audio-Technica AT-VM95C 
MM (Moving Magnet)
Sony
Stylus CN-6518 Conical Stylus Not Indicated
Universal Headshell Yes Yes – 
Rated Output 2.5 mV / 1 kHz 2.5 mV / 1 kHz 2.5 mV / 1 kHz
Frequency Range 20 Hz – 20 kHz Not Indicated 20 Hz – 20 kHz
S/N ratio 65 dB 78 dB 50 dB
Rated Output Phono EQ 150 mV / 1 kHz 150 mV / 1 kHz Not Indicated
Frequency Range Phono EQ 20 Hz – 20 kHz Not Indicated Not Indicated
USB Direct Recording Output port Type-B
Bluetooth Transmitter SBC, aptX, aptX HD, aptX Adaptive SBC, aptX Adaptive SBC, aptX, aptX Adaptive
Dust Cover Yes, removable Yes Yes, removable
Power supply  AC 100-240V, 50/60Hz AC 120 V, 60 Hz AC100-240 V 50 / 60 Hz
Colors Black Light grey, 
Charcoal Black
Terracotta
Matte Black
Dimensions (WxDxH) 425 x 367 x 118 mm
 
16.7 x 14.4 x 4.65 in
430 x 353 x 128 mm 

16.9 x 13.9 x 5 in 

430 x 366 x 117 mm

17 x 14.5 x 4.6 in

Weight 6 kg / 13.2 lbs 7.1kg / 15.7 lbs 3.6 kg / 7.9 lbs
denon-dp500-bt-turntable-lid-closed
denon-dp500-bt-turntable-rear

The Bottom Line 

Streaming is undoubtedly the most popular way to listen to music, but physical media hasn’t quite lost its magic yet. CDs and audio cassettes are making comebacks, but vinyl records have an extra special place in the music listening landscape. 

Advertisement. Scroll to continue reading.
Advertisement

As a result, there are an increasing number of turntables that also include Bluetooth as a way to stream vinyl record listening all around the house, whether it be on Bluetooth speakers, wireless headphones, or earbuds, without having to have a turntable in every room. 

Denon is the latest to integrate Bluetooth in its turntable line with DP-500BT, but there is also a lot of competition from noted brands, such as the Technics SL-40CBT and Sony PS-LX5BT.  The question is, has Denon entered the Bluetooth Turntable game too late to be competitive? Or is this just the right time to unite the old world and the new? We shall soon find out.

denon-dp500-bt-turntable-angle-lid-open

Price & Availability

The Denon DP-500BT Bluetooth turntable is priced at $899 at Crutchfield and can be purchased through Denon and authorized retailers in select global markets.

Source link

Advertisement
Continue Reading

Tech

Bills Would Ban Liability Lawsuits For Climate Change

Published

on

An anonymous reader quotes a report from Inside Climate News: Republican lawmakers in multiple states and Congress are advancing proposals to shield polluters from climate accountability and prevent any type of liability for climate change harms — even as these harms and their associated costs continue to mount. It’s the latest in a counter-offensive that has unfolded on multiple fronts, from the halls of Congress and the White House to courts and state attorneys general offices across the country.

Dozens of local communities, states and individuals are suing major oil and gas companies and their trade associations over rising climate costs and for allegedly lying to consumers about climate change risks and solutions. At the same time, some states are enacting or considering laws modeled after the federal Superfund program that would impose retroactive liability on large fossil fuel producers and levy a one-time charge on them to help fund climate adaptation and resiliency measures. But many of these cases and climate superfund laws could be stopped in their tracks, either by the conservative majority on the U.S. Supreme Court or by the Republican-controlled Congress.

Last month the court decided to take up a petition lodged by oil companies Suncor and ExxonMobil in a climate-damages case brought against the companies by Boulder, Colorado. The petition argues that Boulder’s claims are barred by federal law, and if the justices agree, it could knock out not only Boulder’s lawsuit but also many others like it. The court is expected to hear the case during its upcoming term that starts in October. There is also a possibility that Republicans in Congress will take action before then to gift the fossil fuel industry legal immunity, similar to that granted to gun manufacturers with the 2005 Protection of Lawful Commerce in Arms Act. Sixteen Republican attorneys general wrote (PDF) to U.S. Attorney General Pam Bondi in June suggesting that the Department of Justice could recommend legislation creating precisely this type of liability shield. And last month, one Republican congresswoman announced that such legislation is indeed in the works. “The ultimate democratic institution in America is the jury,” said former Washington Gov. Jay Inslee. Enacting policies that prevent or block climate-related lawsuits against polluters, he said, would effectively shutter “the doors of the courthouse to Americans that have been injured by oil and gas company pollution and by their lies and deceit about that pollution.”

“I really think it’s an un-American effort to deny Americans the traditional right of access to a jury,” Inslee said. Oil and gas executives are “terrified” by the prospect of having to stand before a jury and face evidence of their climate-change lies and deception, he added. “You’ll see the steam coming out of the jury’s ears when they hear about how they’ve been lied to for decades. [Oil companies] understand why juries will be outraged by it, and they are shaking in their boots. The day of reckoning is coming, and that’s why they’re afraid.”

Advertisement

Source link

Continue Reading

Tech

Gecko Robotics lands $71M Navy deal

Published

on

The Pittsburgh startup’s AI platform will create digital twins of Pacific Fleet vessels, starting with 18 ships, as the Navy races to fix a maintenance crisis costing up to $20 billion a year.


Roughly 40% of the United States Navy’s fleet is unavailable at any given time. Ships are queued in dry dock. Maintenance cycles stretch across months. The cost of the backlog, according to Gecko Robotics CEO Jake Loosararian, runs somewhere between $13 billion and $20 billion annually. And as he puts it, “at a time when you need every asset you can get, that’s pretty critical.”

On Tuesday, the Pittsburgh startup announced it had signed a five-year IDIQ (indefinite delivery, indefinite quantity) contract with the US Navy and the General Services Administration, with a ceiling of $71 million.

The initial award stands at $54 million. It is the largest contract the Navy has ever awarded Gecko Robotics , and the largest robotics deal the Navy has signed to date.

Advertisement

The 💜 of EU tech

The latest rumblings from the EU tech scene, a story from our wise ol’ founder Boris, and some questionable AI art. It’s free, every week, in your inbox. Sign up now!

The work begins immediately with 18 ships in the US Pacific Fleet, destroyers, amphibious warships, and littoral combat ships, over the next nine months. Gecko’s wall-climbing robots, drones, and sensors will crawl across hulls, decks, and welds, gathering data points that would take human inspectors weeks to collect.

That raw data feeds into Cantilever, the company’s AI-powered operating platform, which converts it into a detailed digital twin of each vessel: a living, updatable model of the ship’s structural health.

Advertisement

The company says its technology can identify necessary repairs up to 50 times faster and more accurately than manual inspection techniques. Critically, the inspection can happen before a ship even reaches dry dock, meaning the right parts and personnel can be staged in advance, rather than the process beginning only once the vessel is already out of service.

Defense One reported that just 41% of ships completed repairs on time in 2025, well short of the Navy’s 71% goal. The Navy has since reset its target to above 60%, with the broader ambition of reaching 80% fleet combat surge readiness by 2027.

Gecko’s contract structure is also notable for its scope: because it runs through the GSA, any branch of the Department of Defense can access the company’s AI and robotics under the agreement, not just the Navy.

“Readiness isn’t just a metric. It’s all that matters,” Loosararian said in a statement. “This growing partnership is about the unfair advantages Gecko is deploying to our Navy and how prediction, through our robotics and AI products, ensures our brave men and women are the most advantaged in the world in their fight to defend freedom.”

Advertisement

The contract arrives at a moment of heightened urgency around US shipbuilding capacity. The Trump administration released a multi-page plan in February to revive the sector, which has fallen significantly behind China. Pennsylvania Senator Dave McCormick, in a statement, said the deal demonstrated how “engineers, researchers, and skilled tradesmen from a great Pennsylvania company are leading advances in technology, artificial intelligence, autonomous systems, and robotics and giving our military the capabilities it needs for the next generation of American defence.”

Gecko is not new to the Navy. The company, co-founded by Loosararian and Troy Demmer, now its president, has previously deployed its TOKA series robots on destroyers, amphibious vessels, and aircraft carriers, and has worked with defence prime contractor L3Harris on digital twins for military aircraft.

Earlier this year it partnered with BPMI, a contractor for the Naval Nuclear Propulsion Programme, to cut inspection times on nuclear carrier and submarine components by up to 90%.

The company was last valued at $1.25 billion following a Series D round led by Cox Enterprises in June 2025, which brought its total funding to $173 million. It remains private. The TOKA robots that will crawl the Pacific Fleet’s hulls are the same ones Gecko has been deploying in power generation, oil and gas, and heavy manufacturing for years, the argument being that the physical world, whether it’s a coal boiler or a guided-missile destroyer, yields its secrets the same way: slowly, and only to whoever has the patience to look closely enough.

Advertisement

Source link

Continue Reading

Tech

FullSpectrum Is Like HueForge For 3D Models, But Bring Your Toolchanger

Published

on

Full-color 3D printing is something of a holy grail, if nothing else just because of how much it impresses the normies. We’ve seen a lot of multi-material units the past few years, and with Snapmaker’s U1 and the Prusa XL it looks like tool changers are coming back into vogue. Just in time, [Radoux] has a fork of OrcaSlicer called FullSpectrum that brings HueForge-like color mixing to tool changing printers.

The hook behind FullSpectrum is very simple: stacking thin layers of colors, preferably with semi-translucent filament, allows for a surprising degree of mixing. The towers in the image above have only three colors: red, blue, and yellow. It’s not literally full-spectrum, but you can generate surprisingly large palettes this way. You aren’t limited to single-layer mixes, either: A-A-B repeats and even arbitrary patterns of four colors are possible, assuming you have a four-head tool changing printer like the Snapmaker U1 this is being developed for.

FullSpectrum is in fact a fork of Snapmaker’s fork of OrcaSlicer, which is itself forked from Bambu Slicer, which forked off of PrusaSlicer, which originated as a fork of Slic3r. Some complain about the open-source chaos of endless forking, but you can see in that chain how much innovation it gets us — including this technique of color mixing by alternating layers.

[Wombly Wonders] shows the limits of this in his video: you really want layer heights of 0.8 mm to 0.12 mm, as the standard 0.2 mm height introduces striping, particularly with opaque filaments. Depending on the colors and the overhang, you might get away with it, but thinner layers generally going to be a safer bet. Fully translucent filaments can blend a little too well at the edges, but the HueForge community — that we’ve covered previously — has already got a good handle on characterizing translucency and we’ll likely see a lot of that knowledge applied to FullSpectrum OrcaSlicer as time goes on.

Advertisement

Now, you could probably use this technique with an multi-material unit (MMU), but the tool-changing printers are where it is going to shine because they’re so much faster at it. With the right tool-changer, it’s actually faster to run off a model mixing colors from the cyan-yellow-magenta color space that it is to print the same model with the exact colors needed loaded on an MMU. That’s unexpected, but [Wombly] does demonstrate in his video with a chicken that’s listed as taking nineteen hours on Bambu’s MakerWorld as taking under seven hours.

Could this be the killer app that pushes tool-change printers into the spotlight? Maybe! Tool changing printers are nothing new, after all. We’ve even seen it done with a delta, and lots of other DIY options if you don’t fancy buying the big Prusa. If you’ve been lusting after such a beast, though, you might finally have your excuse.

Advertisement

Source link

Continue Reading

Trending

Copyright © 2025