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Hints and answers for Connections for May 14, #703.

• Beelink AI Mini packs 16 cores and 126 TOPS into a Mac Studio rival
• This mini PC doubles as a local AI server, no cloud required
• Built for developers and creators handling massive AI workloads

In a bold attempt to rival Apple's Mac Studio, Beelink, a Chinese company, has announced its new mini workstation, dubbed the AI Mini. This compact yet powerful device is designed to meet demanding computing requirements.

The AI Mini is Beelink's second mini PC powered by AMD's Ryzen AI Max+ 395 processor, which combines the Zen 5 CPU architecture with a high-performance integrated Radeon 8060S graphics card.

This 16-core, 32-thread chip delivers up to 126 TOPS of AI compute capability. Its APU architecture merges CPU and GPU processing into a unified platform, improving efficiency for both general-purpose computing and AI-specific tasks.

Huge RAM for handling large datasets

According to Beelink, the AI Mini can function as a local AI server, making it ideal for developers running intensive models like DeepSeek R1, without the need for external GPUs or cloud-based infrastructure.

The device supports up to 128GB of RAM, boosting its appeal as a high end workstation for professionals handling large datasets, video rendering, or machine learning workloads.

Beelink has confirmed the inclusion of dual USB4 ports, each capable of speeds up to 40 Gbps, along with a USB Type-C port located on the front panel. Additionally, the AI Mini supports dual 10 Gbps Ethernet ports, delivering seamless connections to multiple devices.

Priced at $1,999, this business PC is not inexpensive, at nearly double the cost of Beelink's previous SER9 HX-370. However, similar devices based on AMD’s Strix Halo chip, such as the GMKTec EVO-X2, have also crossed the $1,500 mark.

Via Beelink

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José Mujica, the charismatic former guerrilla fighter who later went on to lead Uruguay and became known as "the world's poorest president" for his austere lifestyle, has died at 89.

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Airbnb has been a disruptor since it hit the scene in 2007. Now, at its annual Summer Release event, it’s redesigning its app to make navigating easier and ultimately leveling up what you might expect from a stay at one of its many properties worldwide.

For instance, while you get a bit more space with an Airbnb, you might lose out on some amenities, be it a gym, an attached restaurant, or even some self-care. The tech company's answer is dubbed Airbnb Services, essentially a way to book a service like a massage, a haircut, or even a chef to arrive at wherever you’re staying.

That aims to fill in the missing gap of what you might get from a hotel, but it also gives you, the visitor, a bit more control, with the option of looking through the available options and picking the ones that fit your needs the most.

Similarly, Airbnb Experiences aims to replace the mundane with memorable, allowing you to book activities from locals in the cities where you stay to get the most out of them. These seem especially fun, and at a launch event, Airbnb certainly brought out the talent to up this.

Then, tying this all together is a redesign app that looks a lot easier to navigate and acts more like a helpful companion. If you have a stay booked, as well as services or experiences, it can bundle them as an itinerary for you, listing important reminders.

1. Book a haircut, massage, or a catered meal with Services

(Image credit: Airbnb)

Services seem like the most approachable addition, and probably one of the most requested. Rather than finding out if the host approves of a third-party, Airbnb handles the vetting and will offer 10 categories of services at launch. Those include chefs, photographers, massages, spa treatments, personal training, hair treatments, makeup, nails, prepared meals, and catering.

It’ll launch in 260 cities across the globe at first and lives directly in the Airbnb app – there is an entire ‘services’ category at the top, and after you book a location, or are considering, you can see recommended services.

Airbnb is vetting the service providers and promises that each has around 10 years of experience in the respective industry. Additionally, each instructor or provider has to go through a verification process and list out applicable trainings or certifications.

(Image credit: Airbnb)

Services will start at $50 in the US (we’re waiting for exact starting prices to be confirmed in the UK and Australia, but that converts to around £40 / AU$80) and are rolling out now. Airbnb is also encouraging providers to apply to become hosts for services on the platform.

The real kicker here, though, and one that potentially could have TaskRabbit concerned, is that you don’t need to book an Airbnb home for a stay to use Services or Experiences (more on this in a bit).

If you need a photographer for a birthday party or a shower, you could fire up Airbnb on your iPhone or Android phone, look through reviews, and hire a professional. Same for a hibachi chef for a girls' night out – at an Airbnb or in your own home – or for a caterer specializing in soup dumplings.

2. Memorable moments dubbed Experiences

(Image credit: Airbnb)

Next to Services up-top in the Airbnb app will be ‘Experiences’ with a hot-air balloon icon. And similar to the 'Icons' homes that Airbnb lets folks enter to win a stay in – like the house from Up or the control room from Inside Out – Experiences is a bit more pie-in-the-sky, in the best way possible.

These are unique activities run by folks from where you’re staying that aim to let you really immerse yourself in the locale. It could be a cooking class or a dining experience, but rather than just a meal at a restaurant, it’s interactive and potentially led by a Michelin-star chef, or you can freshen your wardrobe with a celebrity stylist.

(Image credit: Airbnb)

Similarly, rather than just visiting a historical place, you can be led through the site with a dedicated historian or take a workout class with an expert in that specific field. The idea is to have true experts for a more compelling, well, experience.

Experiences will be launched in 650 cities worldwide, and Airbnb says that will be expanding. There will also be a higher tier dubbed Airbnb Originals, which the company promises could lead you to eating barbecue with Patrick Mahomes in Kansas City or playing volleyball with an Olympian. There’s no word on pricing for these, but I suppose these might be more similar to Airbnb Icons, in that you enter for the chance to use these.

More likely, you’ll find yourself with the more standard Airbnb experiences, which aim to be more than just standard.

3. App redesign

(Image credit: Airbnb)

Helping to make all of these more appealing, and honestly more integrated into the booking of an Airbnb – maybe a beach bungalow, a fancy loft, or a classic cabin – the app is also getting smarter in some key ways. The layout aims to make this flow a bit easier, and for the app to act as a companion serving up reminders and suggestions.

The biggest change, though, is that Airbnb now allows users to search for properties worldwide alongside the best services and experiences all in one place. Under the hood, Airbnb says it’s built an entire new tech stack that adds capacity for these new offerings and sets up a large runway for the future.

And I think that hints at the broader play here – Airbnb doesn’t want to be an app you open once or twice a year for a big vacation or trip. Rather, it’s there and is an app with more tools in its chest, allowing you to book more casual everyday services but also more memorable ones, whether you’re on the go or for a staycation.

Carolina Milanesi, President and Principal Analyst at Creative Strategies, told TechRadar, “Expanding into services makes a great deal of sense as it allows for a richer experience than the stay itself and can certainly add to it by adding a more visceral component to the stay – say you are using a personal trainer while you travel or organizing a photographer for your girls reunion weekend. The option of booking even when you are not staying shows they are trying to expand and deepen the relationship with a customer by having multiple touch points through the year.”

It certainly adds up, and this could grow Airbnb’s user base as well. We’re going hands-on with the new app, and maybe even an experience or two soon, so we’ll report back with more. But if you’re keen to give it a go, update to the latest version of the Airbnb app now.

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• Windows 11 has a new preview build in the Beta channel
• It comes with an AI agent in Settings to help you change options
• Also a new hardware-related FAQ has been introduced in Settings, too

Windows 11 has a new preview build out and it comes with a big change: the introduction of AI to the Settings app in order to help Copilot+ PC owners find and choose the options they need.

This is a new piece of work Microsoft announced last week, but the company just said that it was coming to testing soon, at some stage this month. Well, that stage has now been set, and this ability has debuted in preview build 26120.3964 in the Beta channel.

That preview release comes with the full AI agent present in Settings, although of course, this is just the initial stages of testing. Also note that this is for Copilot+ PCs only, it won’t be applicable to normal Windows 11 PCs, as it leverages the peppy NPU that’s on board Copilot+ devices. (Microsoft also revealed fresh goodies inbound for non-Copilot+ machines, it should be noted too).

As I’ve covered before, the AI agent works via the usual query model. You type in what you’re looking for in Settings via a bar at the top of the panel using normal conversational language. For example, you could ask something like, “How do I put the YouTube video playing on my laptop onto my TV screen?” and the AI will find that relevant setting for screen mirroring.

The idea is to make tweaking settings or finding various capabilities a good deal easier, and with some options, AI will even recommended specific choices for you.

Another change to the Settings app in this preview build is a new hardware-related FAQ that provides info on your PC specs and how good they are. This nestles in the System > About panel within Settings, underneath the list of device specifications.

The questions-and-answers specifically relate to your PC, so if you only have 8GB of RAM for example, and you’re worried that might slow down apps – or moreover PC games – there’ll be a section on exactly what that memory loadout means for you in terms of expected performance levels.

Analysis: PC spec cards and AI accuracy

(Image credit: Future)

This is the first time we’ve seen this hardware FAQ appear in testing, though oddly, it’s not partnered with the related ‘PC spec cards’ (small info panels) that carry the individual details of your CPU, GPU, system RAM and storage (which have been spotted in testing before, minus the FAQ).

Presumably, these pieces of the puzzle are going to come together soon, delivering a useful extra for relative PC newbies who may not be so sure about what all these specs mean.

As for the AI agent, it looks nifty and offers plenty of promise, but there are a few notable catches here. Firstly, AI could get things wrong when it comes to the specific recommendations given for certain settings (but hopefully not in terms of the basic finding and displaying of relevant options).

So, we need to be cautious in that respect, and it’ll be interesting to see how accurate Windows 11 testers find the system, and what the initial feedback is – because this could be one of the best uses of AI Microsoft has found yet. Or the worst if it comes horribly off the rails, but Microsoft doesn’t appear overly ambitious here – yet – so that shouldn’t happen.

Secondly, only the English language is supported by the Settings agent for now. Finally, just Copilot+ PCs with Snapdragon processors are supported in testing to begin with, but Microsoft has said the agent will come to Copilot+ devices with AMD and Intel CPUs soon enough. Perhaps that’ll be the next preview release, then.

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• Alibaba's ZeroSearch can generate training material for its AI
• Cost savings of up to 88% are possible
• The tech requires additional GPUs

Alibaba's Tongyi Lab has found a way to train AI search models without using real search engines, which it says can reduce search training costs by up to 88% compared to commercial APIs like Google.

In a paper entitled "Incentivize the Search Capability of LLMs without Searching," Alibaba explains how the development uses simulated AI-generated documents to mimic real search engine outputs.

Interestingly, Alibaba's researchers also note that using simulated documents can actually improve the quality of training, because "the quality of documents returned by search engines is often unpredictable" and risks introducing noise into the training process.

Alibaba will train AI search models on AI-generated documents

"The primary difference between a real search engine and a simulation LLM lies in the textual style of the returned content," the researchers wrote. ZeroSearch can also gradually degrade the quality of documents in order to simulate increasingly challenging retrieval scenarios.

Of course, the key benefit to this technology is the significant cost saving available. Training with ZeroSearch's 14B model costs around $70.80 per 64,000 queries, compared with around $586.70 via Google's APIs. Costs are even lower for the 7B and 3B models, at $35.40 and $17.70 per 64,000 queries, and yet all three of the ZeroSearch models and the Google API method take the same amount of time.

However, Alibaba acknowledged that one, two, or four A100 GPUs are required for its ZeroSearch method, compared with no GPU requirement via the Google API method, which could present a negative impact in terms of sustainability, like energy consumption and emissions.

"Our approach has certain limitations. Deploying the simulated search LLM requires access to GPU servers. While more cost-effective than commercial API usage, this introduces additional infrastructure costs," the researchers concluded.

Still, challenging the reliance on expensive and gated platforms like Google Search APIs and reducing the costs could help democratize AI development even further.

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Anker Soundcore C40i: review

Enter the Anker Soundcore C40i, another competitor in the ever-growing field of open ear headphones. Thanks to their lack of a seal, these clip-on headphones are ideal for those who want to be aware of their surroundings – such as runners or gym-goers. At the same time, the Anker Soundcore C40i still aim to deliver a strong sonic experience – something that a lot of open ear models have struggled to accomplish. So how do they fare?

Well, as you may expect, you’re not going to get stunning audio from the Anker Soundcore C40i. Like all open ear headphones, the loose design means that sound is less concentrated and there’s ambient noise to compete with from your surroundings. Yet these still perform decently in the audio department. Well, that is, after a bit of tinkering.

You see, out of the gate, I wasn’t sure if me and the Anker Soundcore C40i would be best pals. The default Soundcore Signature tuning is a little convoluted and bass packs a pretty feeble punch… well, more of a tap really. But I had no need to fear, because like many of the best open ear headphones, the C40i have custom EQ settings. I simply wandered over to the Soundcore app and refined audio by selecting 3D Surround Sound.

I was actually quite surprised that the 3D audio mode was a hit – I’ve seen no end of headphones fail on this, including rival clip-on buds like the Edifier LolliClip. Bass response is improved and you get a decently immersive listening experience – I stuck with 3D mode for much of my testing. There’s also a Bass, Volume Booster and an eight-band custom option for those who aren’t digging the 3D effects.

After getting all set up, I got straight into A Seagull & Clouds by Himiko Kikuchi, a beautiful funk-infused jazz track. The C40i performed very well for a pair of open ear headphones, with subtle percussive elements including tambourines coming through clearly, yet subtly enough to give the expressive trumpet, dancing keys and smooth bass plenty of limelight.

Moving over to Black Eye by Allie X and the pounding drum machine didn’t have the razor sharp speed that I’ve heard from more premium headphones, but its depth was replicated nicely, especially given the C40i’s open build. Higher pitched vocal segments sounded perfectly clear at medium volumes but could sound a little harsh at top levels.

Overall, I’d argue that the C40i sound above-average for a pair of open ear headphones. There’s no LDAC for ‘hi-res’ listening and you’re unlikely to be wowed by massive sub-bass, for example. But these do still offer up surprisingly good separation and impressively immersive overall sound, which is to be applauded.

There’s no noise cancelling here, as seen with some open ear headphones like the Honor Earbuds Open. And if you pair that with the C40i’s inherently leaky open design, you can expect listening sessions to be significantly interrupted if you’re in busy areas.

That could be a big win if you’re concerned about the risks of using ANC-enabled buds in traffic-heavy areas for your morning run. But if you’re instead looking to shut out the world around you, don’t worry – you can check out our guide to the best noise cancelling earbuds instead!

(Image credit: Future)

In general, there really aren’t a ton of features to play around with on the Soundcore C40i. Again, you can adjust EQ in the super easy-to-use app, which also shows devices connected with multi-point and battery life remaining for each bud and the charging case. The only other major inclusion is customizable button controls. You can assign a different function to tapping once, twice, or three times on the buds’ buttons. Options include playback control, voice assistant activation and volume adjustment.

The decision to use traditional button controls was also one that I had no issue with whatsoever. Sure, it’s not the most modern approach, but it removes the frustration I’ve experienced when accidentally triggering touch commands on rivals like the Happy Plugs Clip. These buttons also let you take or reject calls, which brings me onto mic quality. I found the C40i performed nicely, with clear speech on both calls and a voice recording. Background static was very limited and I wasn’t subjected to harsh sibilance either – no complaints here!

Outside of their button controls, I didn’t quite fall in love with the C40i’s design, though. Firstly, they’re not particularly pretty, with the Midnight model I tested having an almost muddy shade to it. The case also feels a little chunky and positioning the sync button on the underside of the case is a little odd – not that I really needed it thanks to the C40i automatically pairing to my phone via Bluetooth 5.4.

I also didn’t find these open ear headphones to be particularly comfortable. They were a little tight for me, so I rarely found myself keeping them on for longer than a couple of hours at a time. That’s something that the slightly newer, more expensive model, the Anker Soundcore AeroClip corrected with a more flexible build.

A couple more things before I stop moaning – both the C40i’s waterproofing and battery life are markedly average, with a number of competitors outperforming them. They’re just IPX4-rated, meaning they can handle some water splashes and sweat, but might not be the best with water jets or submersion. That’s not the case for a model like the IP57-rated Huawei FreeArc, which have plenty of protection against the elements. And you’re getting a moderate eight hours of playtime from the buds and maximum 21 hours with the case – again, nothing special.

The C40i still plate up impressive audio in 3D sound mode and I’m a big fan of the Soundcore companion app, so their list price of $99.99 / £99.99 / AU$149.99 is hardly outrageous. But you can do better. Specifically, the newer Anker Soundcore AeroClip are a more rounded, comfortable pick and only cost a touch more. And if you’re on a tighter budget, you can grab an excellent budget alternative like the Huawei FreeArc, which I’ve spotted on sale for less than £80 fairly regularly – but more on these below.

Anker Soundcore C40i review: specs

Waterproof rating

IPX4

Battery life

7 hours (earbuds); 21 hours (with charging case)

Bluetooth type

Bluetooth 5.4

Weight

5.8g (per bud); 40g (charging case)

Frequency range

20Hz-20kHz

(Image credit: Future) Anker Soundcore C40i review: price and availability

• $99.99 / £99.99 / AU$149.99
• Launched in October 2024

The clip-styled Anker Soundcore C40i released in October 2024 alongside a more traditional open ear model, the Anker Soundcore Aerofit 2. You can grab this model in three colorways: Desert Bronze; Midnight (black); or my personal favorite, Champagne Mist, which is a see-through variant, similar to the Sony WF-C710.

The C40i launched with a list price of $99.99 / £99.99 / AU$149.99, which is in the budget-to-midrange category. It’s worth noting that this model is significantly pricier than its predecessor, the Anker Soundcore C30i, which are typically $69.99 / £59.99 / AU$99.99. On the other hand, you’ll have to shell out $129.99 / £129.99 (about AU$210) for the more recent (and superior) Anker Soundcore AeroClip.

(Image credit: Future) Should you buy the Anker Soundcore C40i?

Attributes

Notes

Rating

Features

Solid mic quality, effective 3D sound mode, battery life just OK, no ANC.

3.5/5

Sound quality

Need some tuning, but offer solid bass output and clear audio for open ears.

4/5

Design

Not the most comfortable, average waterproofing, nice button controls.

3/5

Value

Fairly priced but you can do better in a similar price range.

3.5/5

Buy them if...

You’re on a budget
With a sub-$100 / £100 list price, the Anker Soundcore C40i are far from the most expensive open ear headphones on the market. They’re a bit less than the newer AeroClip model, making them a solid budget alternative.

You’re not into touch controls
If you don’t want fiddly touch controls then you’re in luck, because the C40i stick with good ‘ol buttons. You can customize the button controls in the Soundcore app too, allowing you to assign a different function to one, two, or three button presses.

Don't buy them if...

You’re an audiophile
These sound above average for a pair of open ear headphones, but still, you’re not going to get that rich, detailed and separated sound that a pair of the best wired earbuds can offer, for example.

You’re looking for ANC
Like a lot of open ear headphones, you won’t get ANC out of the Anker Soundcore C40i. Combine that with their open design and you’re going to find that a lot of ambient noise will flow in.

Anker Soundcore C40i review: also consider

Anker Soundcore C40i

Edifier LolliClip

Huawei FreeArc

Price

$99.99 / £99.99 / AU$149.99

$129.99 (about £100 / AU$210)

£99.99 (about $130 / AU$200)

Waterproof rating

IPX4

IP56

IP57

Battery life

7 hours (earbuds); 21 hours (with charging case)

9 hours (earbuds); 39 hours (with charging case)

7 hours (earbuds), 28 hours (with charging case)

Bluetooth type

Bluetooth 5.4

Bluetooth 5.4

Bluetooth 5.2

Weight

5.8g (per bud); 40g (charging case)

7g (per bud); 46g (charging case)

8.9g (per bud); 67g (charging case)

Frequency range

20Hz-20kHz

20Hz-40kHz

Not stated

Edifier LolliClip
OK, so at the time of writing, this model is only available to those of you in the US, although I got to test them out myself on the other side of the pond. These are a great pair of open ear headphones that have plenty of features – including ANC, heart rate monitoring and blood oxygen tracking. They also supply strong sound quality, a neat design and high comfortability. Sure, their companion app isn’t as sleek as the Soundcore one and EQ options are a bit limited, but they’re still an option that’s well-worth your consideration. Read our full Edifier LolliClip review.

Huawei FreeArc
Conversely, the Huawei FreeArc are an alternate option for UK customers who want a truly excellent open ear experience. We love these buds for their “top-tier sound”, natural fit and competitive price. That’s right, these can also be yours for less than £100 (about $130 / AU$200). Like the C40i, there’s no ANC and battery life won’t blow you away. But still, these are a great value option in a red-hot market. Read our full Huawei FreeArc review.

Anker Soundcore C40i review: How I tested

(Image credit: Future)

• Tested during a one-week period
• Used in the office and while out in public
• Predominantly tested using Tidal

I tested the Anker Soundcore C40i across the course of a week, predominantly when working at Future Labs, but also when out and about. I played around with their full set of features, tuned in for casual and critical listening and assessed their quality across all EQ presets.

When listening to music, I made use of Tidal on my Samsung Galaxy S24 FE. As always, I ran through the TechRadar testing playlist, which includes tracks from a variety of genres and is optimized for assessing sound quality across the frequencies. I also blasted a ton of tunes from my personal music library and compared audio capabilities against the Soundcore AeroClip on ear headphones.

• First reviewed: May 2025
• Read more about how we test

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• Amazon's robots handled 224 units/hour, compared with humans at 243 units/hour
• Robots are more consistent, but humans can be quicker in some cases
• Further research is needed to prevent damages

After a series of robotics announcements over the past few years, including its latest Vulcan robot which has a sense of touch, Amazon is testing next-generation models named 'Stow' and 'Pick', and their names say it all – they're designed to assist in the stowing and picking processes at fulfilment centers.

However, the company has acknowledged that current robot technology is in no place to replace human workers despite achieving promising results.

According to its performance testing, humans averaged 243 units per hour compared with robots, at 224 units per hour. The difference is small, but Amazon also highlighted some nuances.

Amazon's robots are good, but not human good

Where the robots stand out is in consistency. "It was also found that humans had greater variation in stow rates: people can quickly stow many small items efficiently, but are slower with large items, crouching for lower bins, or when using a step ladder to reach the top bins," Amazon explained.

The company also observed how humans can perform multiple tasks at once with two hands, such as pulling out a storage bin with one hand and stowing an item with the other – something that the current generation of robots fails to do.

Still, the gap is closing, with Amazon's robots stowing at greater than 85% success at a similar stow rate to humans across more than half a million tests.

That said, there are some challenges with implementing robotics across Amazon warehouses, including damages caused by dropping products, inserting products into stowage bins, and crushing lightweight boxes.

As such, while full human replacement is not feasible yet, hybrid systems are proving to be highly effective, with more work needed on improving handling and reducing damages caused by robots.

"Deeper research into predicting complex item interaction may be required in scaling manipulation more general," Amazon's researchers added.

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