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Garbage in, Agentic out: why data and document quality is critical to autonomous AI’s success

by admin October 1, 2025



There is a lot of optimism about the future of agentic AI because it promises to drive higher levels of digital transformation by autonomously handling complex, multi-step tasks with accuracy, speed, and scalability.

Much of the buzz around AI agents is due to their ability to make decisions without human intervention, freeing up skilled talent for strategic work, and scaling decision-making without adding headcount.

That said, how can companies go beyond the hype to gain a better understanding of how agentic AI can drive higher efficiency and return on investment?


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According to PwC, there is growing interest translating into IT investments in agentic AI. In its May 2025 survey, 88% of respondents said their team or line of business plans to increase AI-related budgets in the next year because of agentic AI.

Scott Francis

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Technology Evangelist at PFU America, Inc.

And 79% reported AI agents are already being adopted in their companies, and of those that have adopted agents, two-thirds (66%) claim they’re delivering measurable value through increased productivity.

But there are some clouds on the horizon: Gartner predicts that more than 40% of agentic AI projects will be canceled by the end of 2027 due to escalating costs, unclear business value, or inadequate risk controls.

However, done right, and with proper preparation, agentic AI has the potential to be far more disruptive than generative AI because of its direct impact on business KPIs such as cost reduction, faster decision-making, and task completion.

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Agents driving healthcare transformation

Early-adopter use cases are already showing promise. Take Nvidia for example. The AI innovator is developing an enterprise AI platform to create task-specific AI agents, including one for The Ottawa Hospital that will handle patients’ pre-operative questions 24/7.

This includes providing details on how to get ready for surgery, and on post-surgery recovery and rehabilitation. According to Kimberly Powell, vice president and general manager of healthcare at Nvidia, AI agents can save providers time and money, while also enhancing the patient experience.

However, the investment in agentic AI is a waste of time, money, and resources if the input models are receiving outdated, poor quality, or inaccurate data. In the case of The Ottawa Hospital agent in development, it relies on well-organized, accurate, up-to-date patient information to drive decision making and automate tasks.


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Healthcare is just one potential use case for agentic AI. Businesses in almost any industry stand to benefit from improved efficiency through task automation, reduction in human error, and scaled decision making in applications ranging from customer support, procurement, IT operations, and more.

Data and document quality determine agentic AI effectiveness

Unlike GenAI — a very useful content creation tool — agentic AI acts autonomously, which is why data and document quality is even more imperative. The LLMs at the core of agents require clean, validated, and secure data because agents’ actions and decision making are only as good as the data and rules it’s given.

Agentic AI relies on structured data and digitized documents to make decisions, trigger workflows, or generate outputs. Bottom line: inaccurate, outdated, or incomplete data directly skews the logic the AI uses to act.

One scenario illustrating how agents can go terribly wrong is in bank loan applications. If the financial data from scanned forms or other inputs is outdated, it could lead the AI to approve a high-risk applicant, increasing the potential for bank losses.

For non-digital documentation, hard copies that have been scanned using old equipment with low resolution and poor image quality can confuse optical character recognition (OCR) and natural language processing (NLP) systems, leading the agent to misinterpret content.

Advanced, high-speed imaging scanners that rotate skewed documents, offer 300 DPI resolution, and utilize adaptive thresholding to enhance characters, remove stains, watermarks, and background noise are ideal for accurate OCR recognition – and more accurate results.

Data preparation makes all the difference

To stop autonomous agents from “hallucinating” or delivering poor decisions that may could impact operational efficiency, organizations should follow industry leading data management and retention best practices to prepare data sets prior introduction to an LLM, including:

  • Preprocess and clean data – Without consistently doing data “spring cleaning” even the most advanced AI will struggle and be less effective. It’s critical to remove duplicate documents and data, outdated versions, and corrupt files. Using AI for document classification, summarization, and cleanup dramatically speeds up the process while reducing manual effort. Even fixing typos, formatting issues, and inconsistent structures in scanned documents and PDFs will improve AI inputs, minimizing the potential for “garbage in, garbage out.”
  • Classify and tag documents – Once the data has been cleansed and processed, apply metadata labels — such as “sales presentation” or “HR training manual” — to documents for easier identification and then organize content into semantic categories relevant to business processes. Giving documents structure enables agents to gain a better understanding of context and relevance.
  • Preserve data confidentiality – It’s critical that all AI systems only have access to the data and documents they need, and nothing more. This also applies to the use of external APIs or tools. Sensitive, personal data that’s no longer needed should be sanitized and erased permanently to minimize risks related to data privacy, leakage, or compliance violations.
  • Test and analyze – Finally, run tests on sample prompts using smaller document sets and then analyze the outputs. Using feedback loops and refine data sources and formatting before scaling up occurs. This important step will enable IT teams to catch formatting issues, hallucinations, or data misinterpretations early.

The quality imperative and the future of agentic AI

There’s a lot riding on the promises of autonomous AI with spending projected to reach $155 billion by 2030. However, for agentic AI to be accurate, reliable, and support compliance, organizations must prioritize data and document quality.

By adopting best practices that prioritize clean, well-governed data, and clear documentation, organizations can ensure the AI agents they’re employing operate with precision and integrity. In a future shaped by autonomous systems, high-quality information isn’t just an asset, it’s a prerequisite for trusted and effective agentic output.

We’ve featured the best cloud document storage.

This article was produced as part of TechRadarPro’s Expert Insights channel where we feature the best and brightest minds in the technology industry today. The views expressed here are those of the author and are not necessarily those of TechRadarPro or Future plc. If you are interested in contributing find out more here: https://www.techradar.com/news/submit-your-story-to-techradar-pro



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A female photographer holding the DJI osmo Nano
Product Reviews

DJI Osmo Nano review: a tiny modular action cam big that’s big on quality

by admin September 23, 2025



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DJI Osmo Nano: two-minute review

The DJI Osmo Nano is the latest in the brand’s line of action cameras. Rather than building on a predecessor it’s a whole new concept in its own right, although it shares the same-sized 1/1.3-inch CMOS sensor as the DJI Osmo Action 5 Pro, which landed at the end of 2024.

The range of best action cameras is more diverse today than it was even just a few years ago. The one-block shops of design like the GoPro Hero 13 Black are still popular, for sensible reasons like ruggedness and extended battery times, but modular designs like the Osmo Nano and the new Insta360 Go Ultra are becoming more common.

Why? We don’t just want to hold our action cams or use a fiddly mount to attach them to our bike handlebars anymore. The content creation universe is continuing to grow, and so is the number and variety of places where we need our cameras to go.

In a nutshell, the Osmo Nano is a light, wearable action camera. You can wear it around your neck, on your head, on a hat or helmet, plonk it on your car, bike, or even attach it to your dog. It’s remarkably small, and at 52g it’s a gram lighter than its main competitor, the Insta360 Go Ultra, released a month before it.

The product is modular in design and built as a two-piece system, with a tiny, standalone camera unit that pairs with the Multifunctional Vision Dock underneath. The dock acts as a remote, screen, and charging station, with a small but bright 1.9-inch display to help you compose shots and adjust settings.

(Image credit: Lauren Scott)

These two parts join together via two clips and a strong magnetic system, and it’s this magnet that also allows the camera to snap onto DJI’s various accessories, for a wide range of hands-free, wearable mounting options.

Although the camera is a fully IPX8-rated unit that’s waterproof down to 10m, the dock is only IPX4-rated for splash resistance, which limits its use in heavy rain or near a body of water – a totally rugged design this is not.

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Inside the camera is a 1/1.3-inch CMOS sensor, which captures a dynamic range of up to 13.5 stops according to DJI. I haven’t done any calculations with my test images on this, but I did find great levels of detail and color in bright sky highlights as well as darker, shadowy areas like tunnels. I was genuinely impressed by the level of detail and tone the camera could capture, particularly for a sensor this small (in full-frame terms).

For me, DJI has always been a brand for what I’d call ‘serious’ creators, and that’s something I’m pleased to see the brand has leaned into with the Osmo Nano. There aren’t any ‘fun’ filters or gimmicks in the menus. Instead, the settings are pared back to sensible and helpful options; voice controls and gestures to start recording all work very well to make hands-free shooting that much easier.

A big draw for professionals is the color performance. I was surprised to discover that the Osmo Nano can record in 10-bit color with D-Log M and HLG profiles – a pro-level feature that gives you more leeway for color grading in post-production, if you want to edit manually rather than relying on the automatic outputs from the DJI Mimo app. In 10-bit, I found videos were punchy but still well-balanced.

(Image credit: Lauren Scott)

Performance-wise, the Osmo Nano delivers exceptionally well in some areas but underwhelms in others. The promise of rapid file transfer holds up, with the 128GB version clocking transfer speeds of up to 600MB/s over a USB 3.1 connection. This is a huge time-saver.

Battery life, however, is a clear limitation. While DJI claims up to 90 minutes from the camera and 200 minutes with the dock, I found that shooting at 4K/60fps got me closer to just 60 minutes of continuous recording. On the upside, the dock’s ability to fast-charge the camera to 80% in about 20 minutes means you can be back to shooting in no time.

The RockSteady 3.0 and HorizonBalancing stabilization features work well for walking or light activity, and even when I tried recording star jumps and high-intensity workouts, the footage was stable in sports mode. Audio quality is good all-round too, and two built-in microphones capture immersive stereo sound, with decent but not brilliant wind reduction. Another plus for more advanced creators is the ability to pair the Nano with two mics separately, and you won’t need receivers if they’re from DJI.

While the image quality is good for a camera this small, it’s still bound by the limitations of its form factor. The fixed 143-degree ultra-wide field of view is great for first-person shots, but obviously lacks the versatility of a more zoomed-in lens. And while DJI’s SuperNight mode for low-light shooting is better than ever, it’s limited to 30fps and 8-bit color.

(Image credit: Lauren Scott)

Today’s best DJI Osmo Nano deals

The Osmo Nano is pricing is really aggressive, coming in much cheaper than the Insta360 Go Ultra and the GoPro Hero 13 Black – and that’s with built-in storage too, meaning you can start shooting straight out of the box.

It’s not necessarily the most charming camera I’ve tested, but it’s thoroughly dependable and sensible, and for that reason I found it growing on me, while the low price sweetens the deal. The DJI Mimo app is less intuitive than Insta360’s, and AI edits are a little less exciting, but it’s smart and stable, and puts a clear live feed with access to settings at your fingertips on your smartphone.

DJI isn’t marketing the Osmo Nano for family users, and it lacks some of the fun features of the Insta360 lineup, plus Toddler Titan mode for capturing kids. While charging is fairly speedy it doesn’t charge as quickly as its main competitor, the Insta360 Go Ultra, either, but the camera does last longer.

If you need a fully rugged and all-in-one device for more extreme sports or environments, the GoPro Hero 13 Black or the DJI Action 5 Pro might be a better choice. But this is a well-thought-out, truly wearable action camera for creators who want to experiment with unique perspectives, and need a B-camera for places their main camera can’t go, for a B-cam price.

(Image credit: Lauren Scott)

DJI Osmo Nano: specs

Swipe to scroll horizontallyDJI Osmo Nano specs

Sensor

1/1.3-inch CMOS

Max Resolution

35MP (6880 x 5160) photos
4K, 60fps footage

Weight

Camera: 2.54oz / 53g Vision dock: 3.8oz / 72g

Dimensions

Camera: 57 x 29 x 28mm
Vision Dock: 59 x 42 x 22mm

ISO Range

100–25600

Lens

FOV: 143 degrees
Aperture: f/2.8
Focus: 0.35m to ∞

Operating Time

Camera: 90 mins*
Camera + Multifunctional Vision Dock: 200 mins*

Connectivity

Bluetooth, Wi-Fi, USB-C 3.1

Storage

64GB/128GB built-in
microSD card, up to 1TB

Waterproofing

Camera: 33ft (10m)
Vision Dock: IPX4-Rated

DJI Osmo Nano: Price and availability

  • Launched worldwide on September 23 2025, except US
  • Osmo Nano Standard Combo (64GB) costs £239 / AU$529
  • Osmo Nano Standard Combo (128GB) costs £259 / AU$589

The DJI Osmo Nano was announced on August 23, 2025, and is now shipping from DJI’s online store and authorized retailers, including Amazon. It won’t be available officially in the United States at launch. A DJI Spokesperson told TechRadar that “DJI remains dedicated to the US market and is optimizing our strategy to best serve our customers amidst evolving local conditions.”

There are two standard combos to choose between, broken down by the internal storage capacity: the Osmo Nano Standard Combo at 64GB (£239 / AU$529) or 128GB (£259 / AU$589).

Each combo comes with the same content, including the Osmo Nano Camera, Multifunctional Vision Dock, Magnetic Hat Clip, Magnetic Lanyard, a protective case, USB-C cable (USB 3.1), and a Dual-Direction Magnetic Ball-Joint Adapter Mount. The protective case is more just a plastic sheath rather than substantial padded protection.

That price puts it way below the Insta360 Go Ultra Standard Combo ($449.99 / £369 / AU$759), which is more impressive given that you get built-in storage too. It’s also less than the GoPro Hero 13 Black (now available for around $359.99 / £315).

Image 1 of 4

(Image credit: Lauren Scott)(Image credit: Lauren Scott)(Image credit: Lauren Scott)(Image credit: Lauren Scott)

DJI Osmo Nano: Design

  • Standalone camera is waterproof, dock is splashproof
  • Magnetic base connects easily to mounts
  • The camera weighs 1.83oz / 52g

The DJI Osmo Nano camera is oblong-shaped, about half as wide as it is long. It sits comfortably between your thumb and forefinger in either portrait or landscape mode, but I didn’t find it as pocketable as the Insta360 Go Ultra because of its extra depth.

Without the dock, the Osmo is a light, wearable action camera at just 52g. Adding the dock, by way of two secure mounting clips and a magnetic, adds another 72g and turns the camera into a more complete action companion. It’s small, but I found the combo top-heavy on uneven surfaces, making low-level shots without a mount more difficult.

There’s just one built-in OLED HD touchscreen on the dock, rather than a screen at the front and back, or a flippable design like the Insta360 Go Ultra. This means you have to detach and remount the camera every time you want to go from shooting your environment to talking to the camera (if you want to see yourself, that is). Unlike the Go Ultra, which simply plops back into place with strong magnets, flipping the Osmo Nano around is a bit fiddly.

The design is gray and plastic, which is familiar territory for both DJI and action cams in general. The body is subtly textured though, meaning it’s easy to grab onto with cold, wet or sweaty hands. Ruggedness is key for an action camera, but only the wearable part of the Osmo Nano is waterproof. The camera is IPX8-rated for submersion up to 10 metres underwater.

The dock is only splash, rain and likely sweat resistant, and I wouldn’t fancy its chances in a heavy rain shower. This is a shame, because it limits potential usage and introduces a little caution to creativity when shooting. It’s also a far cry from DJI’s Action 5 Pro, which is verified down to 20m / 65ft.

(Image credit: Lauren Scott)

While the dock isn’t waterproof, you can use the whole product in temperatures of -20C to 45C (-4F to 113F), so you’re good for everything from winter sports to desert treks. A lens cover screws over the main lens, so if you damage or scratch it a replacement costs a fraction of buying a whole new unit.

The Osmo Nano has just two physical controls: there’s a big red record button on the top of the camera and another on one side of the dock. These also act as power switches, and they require some force to push down so that you’re not likely to press them accidentally. That’s it, other than a small flap that opens up on the other side of the dock to reveal the USB 3.1 port for charging and transferring files, plus the microSD slot, which takes up to a 1TB card.

Image 1 of 3

(Image credit: Lauren Scott)(Image credit: Lauren Scott)(Image credit: Lauren Scott)

I didn’t find the DJI Osmo Nano as enjoyable or easy to navigate as other action cameras I’ve tested. You swipe up to access video settings, down for the main menu, and left to change the shooting mode. To toggle Pro Mode on or off, you tap the slider icon on the right side of the screen.

It’s not rocket science, but at 1.96 inches the small screen means you need to be extra precise with your touch gestures to bring up menus and dial in settings. My partner – who has bigger hands and fingers than I – sometimes had to tap the screen a few times to activate settings.

The menus are mainly black and white with yellow accents, and I found this less eye-catching than the GoPro or Insta360 ecosystems, although that may be more a matter of personal preference. Some settings are also overlaid on the live picture and can be difficult to read. The camera doesn’t have the same detailed tutorials and guides that you get when you start using the Insta360 Go Ultra, although I’m sure DJI fans will have no trouble finding their way around.

Image 1 of 1

(Image credit: Lauren Scott)

DJI Osmo Nano: Performance and features

  • Quick-edit videos on the DJI Osmo Mimo app
  • Standalone camera charges 80% in about 20 mins
  • In-built storage and takes microSD cards up to 2TB

The performance of the Osmo Nano is hard to pin down. In some areas I felt it delivered exceptionally well, but in others it was a bit underwhelming. The rapid file transfer ended up being surprisingly helpful, and in my tests with the 128GB version DJI’s claim of up to 600 MB/s transfer speed over USB 3.1 holds up, and I found it a huge time-saver compared to sending lots of files wirelessly.

The camera’s battery life is a limitation, though, particularly when shooting at higher resolutions like 4K/60fps. I got closer to 60 minutes of continuous recording here – rather than the 90 minutes that DJI claims at 1080p/24fps – which isn’t bad for its size, but lags behind the multi-hour endurance of larger cameras like the Osmo Action 5 Pro. The dock can top up the battery on the go, and I was also impressed by its ability to charge to 80% in just 20 minutes, especially if you’re as bad as I am at remembering to charge your gear before a shoot.

You then get up to 200 minutes of 1080p/24fps video from the dock, but in reality, I found this closer to two hours once the screen and Wi-Fi are on and you’ve powered the camera up and down a few times.

If you tend to record short clips throughout a longer day, it’s nothing to worry about. If you’re the type of shooter to record continuously, you may lament the fact that there aren’t replaceable batteries to swap out when you run out of juice. I left the camera running for my battery tests during a particularly warm day, and although it felt hot to the touch during, it never overheated to the point of turning off.

(Image credit: Lauren Scott)

The Osmo Nano is equipped with DJI’s RockSteady 3.0 stabilization and HorizonBalancing. It handles a fair amount of shake, but it’s not on the same level as a dedicated gimbal like the Osmo Pocket series. In footage of fast-paced, high-impact activities like running on trails you’ll still see some micro-jitters, but for walking shots it’s pretty impressive.

Using different mounts will dictate how stable your results are. Using the pendant seemed to cause me more wobbles than handholding the camera, for example, but the head mount gave me super-smooth footage when running. It’s worth noting that there are different levels of stabilization, with daily, sport, or anti-motion blur options. You can also turn off image stabilization to save battery, or if you’re using a secondary DJI product to keep things stable.

The DJI Osmo Nano performs really well in remote shooting scenarios without a phone. The voice commands, like ‘start recording’, work almost instantaneously in a quiet environment, but require you to shout when it’s loud (not a great look in a city center). I found that gestures worked well too, and I liked being able to pat the camera when it was powered off to start recording, or nod my head when it was mounted on my head. Much more subtle.

(Image credit: Lauren Scott)

The Osmo Nano has two built-in microphones for stereo sound, and I found the audio straight out of the camera surprisingly immersive. It picks up sound from a variety of directions when you’re shooting in a public place, but still hones in on your voice when you’re speaking to the camera clearly.

Like all action cameras, the audio quality sounds muffled underwater, but the clarity returns more quickly than others I’ve tested when you pull the camera back out into fresh air. There are lower and stronger wind reduction modes, and both did a decent job of reducing disturbance when I captured some clips on a blustery countryside walk, without removing the noise entirely (see the clips below). My voice was clear and free from distortion, but it’s not the perfect solution for clean audio; for that, you’ll need a separate mic.

A major draw is the ability to connect the Osmo Nano directly to DJI’s wireless microphones without needing a separate receiver. I haven’t been able to try this yet, but I can see it being convenient for creators who want to capture high-quality audio, especially those already with DJI mics.

DJI Osmo Nano: Image quality

  • 1/1.3-inch sensor
  • Video up to 4K/120fps and 35MP photos
  • 10-bit D-Log M and HLG color profile options

The Osmo Nano has a 1/1.3-inch sensor, the same size as you’ll find in the Osmo Action 5 Pro and just a fraction smaller than the one in the Insta360 Go Ultra. Video headlines include 4K at 60fps in 16:9 format, and 4K 120fps slow-mo footage, which expands to 1080p 240fps.

The specs are one thing, but the proof is in the pudding; or in this case, in the videos and shots you get from the camera. Overall, I think the image quality is good for an action camera of this size. As ever, it won’t completely replace a full-sized or full-frame camera, but that’s not the expectation here. The fixed 143-degree ultra-wide field of view is perfect for first-person POV shots, and I could fit a whole wedding group in the frame (I don’t have permission to include the sample shot in the review, sadly), but it’s not easy to zoom in on the scene should you want to get closer in.

I tested the Osmo Nano in all weather and lighting scenarios. DJI touts the wide dynamic range of the Osmo Nano, but in direct sunshine I noticed some banding where the highlights had been clipped. You can see this in the video above, which was a test of the one-tap editing feature in the DJI Mimo app.

4K resolution is sharp and punchy, and even in 8-bit color mode the camera seems to capture vibrant blue skies and leafy greens, and handles quick changes in light (coming out of a dark tunnel, from indoors to outdoors) well; however, while I like a bit of lens flare, this is one area that could be handled better. It tended to keep my face exposed when I was talking to the camera, but this wasn’t set up anywhere in the camera. If I were to generalize, I’d say footage comes out darker than Insta360’s Go Ultra, possibly for greater leeway when editing, where the Insta option is designed for near-automatic use.

DJI’s SuperNight mode does a decent job of reducing noise in low light, but it only works at up to 30fps and with 8-bit color, which might limit its utility for serious cinematographers. It’s the best night image quality in a wearable camera I’ve seen, but it’s still bound by the laws of physics – a smaller lens and sensor will always have certain limitations compared to a larger, more dedicated camera. There’s some AI-smoothing being applied to reduce noise in low-light footage, but this is less obvious to the untrained eye, and less muddy than some night modes I’ve seen on earlier action cameras.

DJI’s automatic horizon leveling (which can be calibrated) is pretty flawless, and the RockSteady image stabilization is most impressive in sports mode. To really test it out, I wore the camera on DJI’s headband mount and recorded the first five minutes of a high-intensity workout. Throughout a gruelling round of burpies, star jumps and squats, the footage was stable and smooth (almost unnaturally so). Trail runs, dog walks, and cycle clips were all just as usable, but the handheld results are slightly more jittery than using a dedicated mount.

Photos from the camera have a medium-range megapixel count (the maximum resolution is 35MP and you can shoot in a 16:9 or 4:3 ratio), and as to their quality, I said the same thing about Insta360 Go Ultra’s photo results: they’re good enough to insert into videos, but I probably wouldn’t use them for standalone social posts or prints as a creator. Consider them as an additive rather than a standalone feature, and you won’t be disappointed.

Image 1 of 4

(Image credit: Lauren Scott)(Image credit: Lauren Scott)(Image credit: Lauren Scott)(Image credit: Lauren Scott)

Impressively, the Osmo Nano gives you the option of recording footage with a flat color profile (DJI’s D-Log M setting), designed to preserve the maximum color and brightness info in the video file, especially in lights and darks.

While the footage out of the camera is desaturated in this mode, I found you had far more wiggle room to adjust the colors, contrast, and saturation to achieve a specific, cinematic look without losing any of the detail captured in the original scene. This is also going to benefit creators shooting a project with the Osmo Nano alongside other cameras who want their edited work to look consistent.

DJI Osmo Nano: testing scorecard

Swipe to scroll horizontallyDJI Osmo Nano

Attributes

Notes

Rating

Price

Much cheaper than the Insta360 Go Ultra, and that includes helpful built-in storage.

5/5

Design

Unexciting but functional, and it’s a shame the dock is only splash-proof. The lens replacement adds ruggedness.

4/5

Performance & features

Fewer filters and modes than the Insta360 Go Ultra, but you get the option of manual controls. The DJI Osmo app makes quick, clever edits.

4/5

Image quality

In daylight, colors are vivid and dynamic range is good. Stabilization is excellent, and low light footage is fine. Slow-mo could be crisper.

4/5

Should I buy the DJI Osmo Nano?

Buy it if…

You want a camera that ‘disappears’
The Osmo Nano is small enough to be worn on a pendant, hat, or headband, thanks to its small size and weight. The magnetic mount allows for quirky mounting solutions like lamp posts, cars, and even washing machines.

You already own DJI products
To boost the sound quality, you can connect the Nano directly to two DJI microphone transmitters without needing a receiver. If you’ve already got a DJI mic, gimbal or camera, sticking with the brand also means greater familiarity with the app.

Don’t buy it if…

You like a roomy LCD screen
At less than two inches, I found the Osmo Nano’s LCD touchscreen a little small for composing shots and reviewing footage. You can use your phone for a larger live view, but this isn’t always convenient.

You want a fully waterproof solution
The Nano’s Vision Dock is only splashproof, and this made me uncomfortable while shooting in the rain or near water. If you’re a real action lover, I’d recommend a camera with a more rugged build.

Also consider

The Insta360 Go Ultra has a similar form factor, with a separate camera and action pod. The flip-up screen is more vlog-friendly and bigger at 2.5 inches, while the camera weighs the same as the Osmo Nano but is more square and shallow (which I found easier to mount). Pricing and image quality are similar, but it’s a slightly more fun action camera that’s great for the whole family.

Read my full Insta360 Go Ultra review

The GoPro Hero 13 Black is still the flagship of action cams and one I’d recommend for serious filmmakers. It’s chunkier than the Osmo, but it also has magnetic mounting. GoPro also has the widest range of mount accessories to open up creative shooting opportunities, and it’s possible to squeeze 1.5 hours of 5.3K video from the battery, for recording with fewer interruptions.

Read our full GoPro Hero 13 Black review

(Image credit: Lauren Scott)

How I tested the DJI Osmo Nano

  • I tested the camera for two weeks pre-embargo
  • I wore it on walks and runs, and mounted it for drives
  • I recorded videos at all settings and in all modes

DJI sent me a full-production Osmo Nano for review around two weeks before its release date, and I used it at least once a day – often much more – during this period. I always like a camera to become a natural part of my workflow, rather than carrying out one intense period of testing, so that I uncover the nuances for a more informed and helpful review.

I tried all the camera’s modes, used it with and without the dock, and mounted it on the magnetic pendant and headband. I mainly used the DJI Mimo app to edit footage right from my iPhone 15 Pro.

  • First reviewed September 2025

DJI Osmo Nano: Price Comparison



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Assassin's Creed Shadows' next update adds in a cool staff, Ezio's threads, and some neat quality of life bits
Game Updates

Assassin’s Creed Shadows’ next update adds in a cool staff, Ezio’s threads, and some neat quality of life bits

by admin September 11, 2025



You want an Assassin’s Creed Shadows update? You’ve got an Assassin’s Creed Shadows update! Well, you will tomorrow, September 11th anyway, but Ubisoft did release the patch notes for the action game in any case. Here’s what you can expect for the Assassin’s Creed Shadows 1.1.1 title update! First up is the fact that the game will be ready for its first expansion, Claws of Awaji, which is due out next week, September 16th. The level cap is also being raised to 100 to account for the expansion!


For everyone who won’t be picking up the expansion, there is a new free story quest, Go With The Bo. Here you’ll join Junjiro as he sets out to meet a legendary Bo master and a new weapon that Naoe can use, the Bo staff. There’s also new hideout upgrades, including two more upgrade levels, 20 new enhancements, and three new Hideout levels. Upgrading the Nando to level two will now give you the ability to meditate and move the time forward to the next six o’clock, AM or PM.


If you upgrade the study to level four, scouts will now have the ability to reveal viewpoints and safehouses, and with upgrading the Kakurega to the same level, uncovering all viewpoints within a province reveals it completely.


There are two new gear quality tiers that you can upgrade your kit to if you’ve got your forge to level six, called mythic and artifact. “Once an item reaches a new quality, it can be further upgraded through eight additional levels to unlock its full potential,” the patch notes explain.


Ubisoft still can’t seem to let go of Ezio either, as in the Animus Hub there are some fresh rewards for a new project called Sanctuary. These include Ezio’s outfit, Ezio’s outfit but for a cat, an Ezio-themed kusarigama, and a Charm of Firenze trinket.


There are also new anomalies to be found in Awaji if you own the expansion, and cutscenes are no longer limited to 30 FPS. You’ll also find a number of other fixes and tweaks, but you can read the full patch notes to learn about those small details.



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September 11, 2025 0 comments
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Quality data, not the model
NFT Gaming

Quality data, not the model

by admin September 7, 2025



Disclosure: The views and opinions expressed here belong solely to the author and do not represent the views and opinions of crypto.news’ editorial.

AI might be the next trillion-dollar industry, but it’s quietly approaching a massive bottleneck. While everyone is racing to build bigger and more powerful models, a looming problem is going largely unaddressed: we might run out of usable training data in just a few years.

Summary

  • AI is running out of fuel: Training datasets have been growing 3.7x annually, and we could exhaust the world’s supply of quality public data between 2026 and 2032.
  • The labeling market is exploding from $3.7B (2024) to $17.1B (2030), while access to real-world human data is shrinking behind walled gardens and regulations.
  • Synthetic data isn’t enough: Feedback loops and lack of real-world nuance make it a risky substitute for messy, human-generated inputs.
  • Power is shifting to data holders: With models commoditizing, the real differentiator will be who owns and controls unique, high-quality datasets.

According to EPOCH AI, the size of training datasets for large language models has been growing at a rate of roughly 3.7 times annually since 2010. At that rate, we could deplete the world’s supply of high-quality, public training data somewhere between 2026 and 2032.

Even before we reach that wall, the cost of acquiring and curating labeled data is already skyrocketing. The data collection and labeling market was valued at $3.77 billion in 2024 and is projected to balloon to $17.10 billion by 2030.

That kind of explosive growth suggests a clear opportunity, but also a clear choke point. AI models are only as good as the data they’re trained on. Without a scalable pipeline of fresh, diverse, and unbiased datasets, the performance of these models will plateau, and their usefulness will start to degrade.

So the real question isn’t who builds the next great AI model. It’s who owns the data and where will it come from?

AI’s data problem is bigger than it seems

For the past decade, AI innovation has leaned heavily on publicly available datasets: Wikipedia, Common Crawl, Reddit, open-source code repositories, and more. But that well is drying up fast. As companies tighten access to their data and copyright issues pile up, AI firms are being forced to rethink their approach. Governments are also introducing regulations to limit data scraping, and public sentiment is shifting against the idea of training billion-dollar models on unpaid user-generated content.

Synthetic data is one proposed solution, but it’s a risky substitute. Models trained on model-generated data can lead to feedback loops, hallucinations, and degraded performance over time. There’s also the issue of quality: synthetic data often lacks the messiness and nuance of real-world input, which is exactly what AI systems need to perform well in practical scenarios.

That leaves real-world, human-generated data as the gold standard, and it’s getting harder to come by. Most of the big platforms that collect human data, like Meta, Google, and X (formerly Twitter), are walled gardens. Access is restricted, monetized, or banned altogether. Worse, their datasets often skew toward specific regions, languages, and demographics, leading to biased models that fail in diverse real-world use cases.

In short, the AI industry is about to collide with a reality it’s long ignored: building a massive LLM is only half the battle. Feeding it is the other half.

Why this actually matters

There are two parts to the AI value chain: model creation and data acquisition. For the last five years, nearly all the capital and hype have gone into model creation. But as we push the limits of model size, attention is finally shifting to the other half of the equation.

If models are becoming commoditized, with open-source alternatives, smaller footprint versions, and hardware-efficient designs, then the real differentiator becomes data. Unique, high-quality datasets will be the fuel that defines which models outperform.

They also introduce new forms of value creation. Data contributors become stakeholders. Builders have access to fresher and more dynamic data. And enterprises can train models that are better aligned with their target audiences.

The future of AI belongs to data providers

We’re entering a new era of AI, one where whoever controls the data holds the real power. As the competition to train better, smarter models heats up, the biggest constraint won’t be compute. It will be sourcing data that’s real, useful, and legal to use.

The question now is not whether AI will scale, but who will fuel that scale. It won’t just be data scientists. It will be data stewards, aggregators, contributors, and the platforms that bring them together. That’s where the next frontier lies.

So the next time you hear about a new frontier in artificial intelligence, don’t ask who built the model. Ask who trained it, and where the data came from. Because in the end, the future of AI is not just about the architecture. It’s about the input.

Max Li

Max Li is the founder and CEO at OORT, the data cloud for decentralized AI. Dr. Li is a professor, an experienced engineer, and an inventor with over 200 patents. His background includes work on 4G LTE and 5G systems with Qualcomm Research and academic contributions to information theory, machine learning and blockchain technology. He authored the book titled “Reinforcement Learning for Cyber-physical Systems,” published by Taylor & Francis CRC Press.



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September 7, 2025 0 comments
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Team Cherry working on "quality issues" with Hollow Knight: Silksong's Simplified Chinese translation, following mixed Steam reviews
Game Updates

Team Cherry working on “quality issues” with Hollow Knight: Silksong’s Simplified Chinese translation, following mixed Steam reviews

by admin September 6, 2025


Hollow Knight: Silksong developers Team Cherry are “working to improve” the game’s Simplified Chinese translation, following “quality issues” which have seen its Steam user reviews from those speaking the language drop to “mixed”.

As you can easily see thanks to Steam’s recent introduction of language-specific review splits, the mixed reviews are unique to the 6,382 people who’ve left verdicts in Simplified Chinese so far. For every other language, including Traditional Chinese, the impressions being left are either mostly or overwhelmingly positive, though it’s worth noting that a sizeable number are more shows of support for Team Cherry than proper reviews, being based on less than an hour’s playtime.

Team Cherry have clearly spotted this, with the studio’s marketing and publishing director Matthew ‘Leth’ Griffin having posted a message to Chinese-speaking Skongers. “We appreciate you letting us know about quality issues with the current Simplified Chinese translation of Hollow Knight: Silksong,” he tweeted. “We’ll be working to improve the translation over the coming weeks. Thanks for your feedback and support.”

Issues with this translation of metroidvania were flagged online as early as its recent Gamescom demo in late August, with one user describing it as “terrible” and adding “if there are no changes in the official version, I am afraid there is a risk of bad reviews”.

Image credit: Rock Paper Shotgun

Another user in that thread added: “If the demo’s text reflects what we’ll see in the final release, I must say the translation style in the demo differs greatly from the first game. Many lines feel unnatural, and some are even quite awkward or confusing in Chinese.”

According to our Guides Writer Jeremy, who’s half-Chinese and categorises his knowledge of the language as moderate with speaking fluency, the unnaturalness of the translation appears to stem from the use of classical grammar, a bit like an English translation which uses words like ‘thee’ and ‘thou’. Shakespearean Skong. Sounds like it could be a fun time, were you not just trying to lose yourself in a game you’ve waited ages for.

Wherefore art thou, Eric Barone cameo?

Here’s hoping Team Cherry’s planned translantion tweaks do let Chinese players enjoy jumping about as Hornet as much as many other Steam reviewers appear to be, without being subjected to bardly prose.



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September 6, 2025 0 comments
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Ride1Up TrailRush Electric Mountain Bike Review: Quality Components, Bargain Price
Product Reviews

Ride1Up TrailRush Electric Mountain Bike Review: Quality Components, Bargain Price

by admin August 31, 2025


Buying a direct-to-consumer bike can be almost as big a gamble as investing in cryptocurrency. While a customer is not likely to lose their shirt investing in a new electric bike, buying a poorly made one may result in a serious crash or catch the garage on fire. For these reasons and more, it’s wise to do some research before clicking on the Add to Cart button.

The highest-end legacy-brand e-MTBs retail for upwards of $14,000. So what do you get for $2,095, the price of Ride1Up’s first-ever electric mountain bike, the TrailRush? At first glance, quite a lot. The California-based company has been around since 2018 and differentiates itself from other direct-to-consumer brands by speccing its bikes with solid components, providing a quality-to-price ratio that it promises “can’t be beat.”

Solid Parts

Photograph: Stephanie Pearson

The TrailRush is a Class III ebike, which means that it doesn’t have a throttle, and the motor maxes out at 28 mph. It’s an aluminum-framed hardtail with a Shimano Deore 10-speed drivetrain, a 120-mm RockShox Judy Silver TK Air Fork, and Tektro Orion Quad Piston brakes—all products with track records that promise solid performance.

It also comes with nice extras, like a 150-mm Exaform dropper seat post and chunky Maxxis Minion tubeless-ready tires that are 29 inches in the front and back—a reasonably priced, high-performance set of tires often preferred by enduro or downhill riders. Interestingly, instead of Presta valves, the tires come with Schrader valves, which is a nice feature if you plan on filling up on air at a gas station.

For e-components, the mid-drive TF Sprinter motor is made by the Brose, the German company that Specialized uses for most of its drive technology. With 90 nm of torque and 250 watts of sustained power, it’s on the low end of force for an electric mountain bike. The 36-volt, 504-watt-hour removable battery runs the length of the down tube and promises 30 to 50 hours of range.

The bike’s front shock has a very big 120 mm of travel, which is common on a cross-country bike, but the frame is overall more relaxed. For example, the size medium frame has a more relaxed riding geometry, with a very long 1,216-mm wheelbase, which gives it more stability. Overall, the TrailRush was built to handle a little bit of everything a trail can throw your way.

Smooth, Quiet Ride

Photograph: Stephanie Pearson

At 57 pounds, the TrailRush is 2 to 12 pounds heavier than the other e-mountain bikes I’ve tested and more than twice the weight of my non-electric cross-country mountain bike. Whether you’re entirely new to mountain biking or amping up your ride from an analog version, it’s imperative to understand that e-MTBs bring great joy, until they run out of battery and you have to push them home. Or, worse, they end up on top of you in a fall, which can be lethal.



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August 31, 2025 0 comments
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