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Digital Catapult sets sights on boosting AI take-up in agrifood sector | Computer Weekly

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Digital Catapult sets sights on boosting AI take-up in agrifood sector | Computer Weekly


Digital Catapult is doubling down on its efforts to support UK businesses in the successful adoption of artificial intelligence (AI) technologies, with its latest startup accelerator programme targeting the agrifood sector.

The organisation’s 14-week accelerator programme is made up of nine AI-first startups tasked with solving specific challenges in the agrifood sector, such as working out ways to accurately forecast cattle milk volumes and optimise feed schedules.

“The UK’s agrifood supply chain is highly complex and this new intervention will support the drive for greater digital supply chain resilience and adoption of deep tech applications, including biomass condition management, dairy forecasting and plant disease detection,” said Digital Catapult, in a statement.

The nine participating startups include manufacturing sector-focused cloud technology provider Rubik, which will be trialling its Data Mule business intelligence platform during the programme.

Another participant is Barefoot Lightning, which will feed data from farmers into its platform to boost production quality and cut carbon emissions, while fellow participant Fiscrop will develop a modelling tool to improve disease management and feed efficiency.

Crop Intellect is also taking part in the accelerator, and will focus on developing a monitoring, reporting and verification system to assist with the scaling up of its nitrogen dioxide removal offering.  

Carbon Rewild will be using the accelerator to test an AI bird classifier, while Wilder Sensing will be championing a technology that can validate habitat classifications and improve environmental impact assessments. 

Meanwhile, Data Dynamics will be using geospatial monitoring to test and validate capabilities on cocoa farming data in West Africa, and Mozaic Earth will seek to scale its smartphone-enabled Scope 3 emissions reporting tool.

The final programme participant is FarmSmarter, which is building a tool to aid the early detection of cocoa swollen shoot virus in West Africa to accelerate crop disease diagnoses in low-connectivity regions.  

Digital Catapult has collaborated with a host of companies working in this space, including NestléDale Farm, Hartpury Digital Innovation Farm and Peacock Technology, to define the challenges the accelerator’s participants will need to solve.

Jessica Rushworth, chief partnerships officer at Digital Catapult, said working closely with the likes of Nestle and Dale Farm on the programme is critical to the success of the accelerator itself.

“What underpins the importance of this intervention is the need to ensure that agrifood businesses will be future-ready and as adaptable as possible to fluctuating yields and unprecedented environmental challenges like we’ve seen this year,” said Rushworth.

“Critical to the continued success of this programme is effective collaboration and partnership … to jointly demonstrate how AI can help to solve some of the sector’s most significant challenges and ensure continued growth in the years to come.”  

AI is revolutionising the food sector by transforming vast data streams into actionable insights – tracking regenerative farming, predicting disease outbreaks and integrating digital tools into cohesive systems
Ryan McNeill, Nestlé Confectionery

The accelerator programme is part of the Innovate UK BridgeAI programme, which is geared towards helping businesses in high-growth potential sectors – such as agriculture – successfully adopt AI technologies.  

Sara El-Hanfy, director of AI and digital at Innovate UK, said the programme aims to help organisations in the agrifood market overcome significant challenges such as supply chain resistance and climate change.

“By supporting AI-first startups through the Innovate UK BridgeAI programme and specialist accelerators, we are giving them the tools, partnerships and confidence to transform bold ideas into scalable solutions,” said El-Hanfy.

“This programme demonstrates how innovation, when coupled with industry expertise, can unlock new growth, sustainability and global leadership for the UK’s agrifood industry.” 

Ryan McNeill, research and development sustainability lead at Nestlé Confectionery, said AI is shaping up to provide a way through many of the challenges facing the agrifood sector.

“AI is revolutionising the food sector by transforming vast data streams into actionable insights – tracking regenerative farming, predicting disease outbreaks and integrating digital tools into cohesive systems,” said McNeill.

“As climate and food security pressures mount, AI stands as the backbone of resilient, data-driven agricultural transformation.” 



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Could You Use a Rowboat to Walk on the Seafloor Like Jack Sparrow?

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Could You Use a Rowboat to Walk on the Seafloor Like Jack Sparrow?


But you already know about this, because Fg is what normies call an object’s “weight,” and for a given volume, weight depends only on the density. Now, if you dropped these blocks in a lake, obviously the styrofoam would float and the steel would sink. So clearly it has something to do with density.

What if you had a block of water with the same volume? If you could somehow hold this cube of water, it would feel pretty heavy, about 62.4 pounds. Now, if you place it carefully in a lake, will it sink or bob on the surface like styrofoam? Neither, right? It’s just going to sit there.

Since it doesn’t move up or down, the total force on the block of water must be zero. That means there has to be a force counteracting gravity by pushing up with equal strength. We call this buoyancy, and for any object, the buoyancy force is equal to the weight of the water it displaces.

So let’s think about this. The steel block displaces the same amount of water, so it has the same upward-pushing buoyancy force as the block of water. But because it’s denser and has more mass, down it goes.

In general, an object will sink if the gravitational force exceeds the buoyancy force, and it will float if the buoyancy force exceeds the gravitational force. Another way of saying that is, an object will sink if it’s denser than water and it will float if it’s less dense.

And right in the middle an object will neither sink nor rise to the surface—we call that neutral buoyancy. Humans are pretty close to neutral because our bodies are 60 percent water. That’s why you feel weightless underwater—the buoyancy force pretty much offsets the gravitational force.

Avast! Hold on there, matey. Aircraft carriers are made of steel and weigh 100,000 tons, so why do they float? Can you guess? It’s because of their shape. Unlike a block of steel, a ship’s hull is hollow and filled with air, so it has a large volume relative to its weight.

But what if you start filling it with cargo? The ship gets heavier, which means it must displace more water to reach that equilibrium point. In general, when you launch a boat or ship into the water, it’ll sink down until the weight of the water it pushes aside equals the boat’s total weight.



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Sleep Number’s P6 Smart Bed Takes Customization to a New Level

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Sleep Number’s P6 Smart Bed Takes Customization to a New Level


Screenshots: Julia Forbes

I spoke with Raj Mills, Sleep Number’s senior vice President of partnerships and research. She tells me, “Our AI models take into account foam depth and still maintain the same level of accuracy regardless of how far below the surface of the bed the sensors are.” She shares that they are cohesively performing a ballistocardiograph, which monitors the blood flow generated by the heart and ultimately determines your heart rate score. How effectively they can do so is debatable.

Ultimately, I found there was quite a bit of variance in terms of the nightly score calculated on both ends. On good nights, both pointed to higher scores, but the final number could differ by up to 10 points. On the Sleep Number app, I found it concerning that most of the time, my Sleep Score numbers were not as high as I thought they would be—my average for the three-week test period was a 74.

Matrix Mattress

If you prefer a remote, that’s either a separate cost ($50) or potentially a different bed altogether. The only way to operate this mattress is by creating an account and downloading the app in advance. Security of one’s personal data is top of mind for many, and I wanted to know how the vast quantities of data accumulated by Sleep Number’s customer base were managed. When you first sign up for your account, you can either share your data with Sleep Number or opt out altogether. For those who share their data willingly—about 550,000 individuals, according to Mills—Sleep Number’s data science team performs research and presents findings from its consumer base at major sleep conferences, including SLEEP and World Sleep Congress.

It’s a comprehensive data set to work with, and it continues to evolve through the adaptive AI at play, which includes SleepIQ technology. According to Mills, the company’s AI models are structured to analyze sleepers at an individual level, because every sleeper has a different build, age, pain issues, and various needs. According to Sleep Number’s privacy policy, the company doesn’t sell your information to third parties, and you can withdraw your consent to share information at any time. At the end of the day, Sleep Number is a business that can potentially use your data to develop new products, and it’s up to you whether that’s worth it or not.

Power Couple

An adjustable base is what enables each side of the mattress to independently adjust head and foot angles. I tested the FlexFit 3 adjustable base alongside the P6 mattress, which is Sleep Number’s top-of-the-line offering. It offers timed foot warming (which takes about two minutes to heat up and has a two-hour default setting) to help blood flow away from your core and aid faster sleep. There is also a zero-gravity setting, partner snore (elevates the head and neck slightly to help open up airways), and motion-detect underbed lighting. I loved the gentle light source for late-night bathroom breaks, and the split king adjustability allowed me to partake in late-night reading without disturbing my partner. However, the only feature that separates the FlexFit 2 base from the FlexFit 3 is the inclusion of foot warming, and it’s a $400 upcharge for a queen size.

2 side by side photos of the mechanical parts and pumps under a bedframe

Photograph: Julia Forbes



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HP’s ZBook 8 Gli Is a Workstation That Doesn’t Impress

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HP’s ZBook 8 Gli Is a Workstation That Doesn’t Impress


The concept behind the portable workstation isn’t a new or particularly challenging one. Load up a laptop with top-tier specs to make it as powerful and future-proof as possible, and never mind if it adds a few ounces and inches to the load. Ostensibly, these machines are designed with heavy grind tasks in mind, such as video editing or CAD work. Money has historically been no object with the mobile workstation. If you needed this kind of juice, it was expected that you (or, more likely, your employer) would have to pay for it.

HP’s new ZBook 8 G1i checks off all those boxes, though it arrived with a curious twist: A deep discount of more than $2,500 off an over-$4,000 asking price, dramatically bringing the price of the machine down to something in line with a traditional laptop. I’m listening.

Photograph: Chris Null

Thick as a Brick

If it weren’t for the extra girth (27 mm) and weight (3.8 pounds), this laptop would easily pass for any old 14-inch system. (It’s also available in a 16-inch version.) It’s anonymous otherwise, and little thought has been given to industrial design here. Standard HP branding is affixed to a metallic gray chassis composed of partially recycled aluminum and plastic. Gently rounded corners do little to conceal the surprisingly wide bezels around the display, and the keyboard and trackpad are perfectly functional if utilitarian in appearance. If you’d been handed this machine on your first day of work in 2014, you’d probably be pretty jazzed.

Mobile workstations are all about the specs, and to that end, the ZBook 8 is rather surprising. While the inclusion of 64 GB of RAM is on point, the choice of CPU—an Intel Core Ultra 7 265H—is odd, landing just about in the middle of the Core Ultra Series 2 power spectrum. At the very least, it seems like an Ultra 9 would be in order. A 1-terabyte SSD was included in my test configuration. The screen size of 2560 x 1600 pixels is fine for a 14-inch (non-touchscreen) device, but shy of anything I’d consider dazzling.

Discrete graphics—common for a workstation—are present, but the system includes an Nvidia GeForce RTX 500 Ada Generation GPU, a niche processor I’ve never actually encountered in the wild. Nearly two years old, the 500 Ada is a stripped-down version of the GeForce RTX 4060. Benchmarks peg its performance as roughly on par with the mobile GeForce GTX 1000 series. Again, it’s a curious choice for the machine.



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