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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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Booze Without the Burn? An Enzyme-Tinkering Startup Aims to Make Spirits Smoother

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Booze Without the Burn? An Enzyme-Tinkering Startup Aims to Make Spirits Smoother


In the world of professional spirits reviews, “smooth” is something of a dirty word. Consumers, on the other hand, absolutely love to use it.

The implication of “smooth” is simple; it suggests a product doesn’t hurt when you drink it. It’s such a sought-after quality that the distilling industry will do just about anything to achieve it. Some methods are respectable, like aging a whiskey for 15 years to file down its rough edges. Some are less so, like dumping in loads of chemical additives. Some are more successful than others, but none can completely eliminate that burning sensation in your mouth.

But it wasn’t until Joana Montenegro and Martin Enriquez, the spousal founders of Voodoo Scientific, that anyone really asked: Why does alcohol burn, anyway? And, most importantly, is there a way to get rid of that gasp-inducing burn altogether?

Conventional wisdom and common sense would suggest that ethanol is what makes that ill-advised shot of firewater sear your mouth and throat so badly, but it turns out that’s not the case. During the months of Covid-19 lockdown, Enriquez, a former telecom executive, says he and Montenegro, essentially on a lark, had the idea to dig deep into this question. They started by scouring the scientific journals to see if anyone had pinpointed the reason why whiskey and its ilk can cause an unpleasant burn. No one had. “Nobody could describe the compounds that make that harsh, painful bite,” he says. “No one could really identify what it is that attacks you and creates pain.”

Montenegro, a veteran food scientist from General Mills and Land O’Lakes, said they decided to go deeper. “We said, ‘Let’s go back and find the specific receptor in the mouth that’s being triggered by the spirit,’” she says.

To do that, the duo started by contacting David Julius, the head of physiology at UCSF, to discuss the line of inquiry. Masked and 6 feet apart in a Starbucks, Montenegro says, Julius didn’t comprehend why someone who was part of the team that patented Go-Gurt had an interest in pain receptors. Nevertheless, the duo persisted, and Julius eventually guided them on how to research the concept and determine which receptor was being activated to cause a pain response. Eventually Montenegro and Enriquez found it, a receptor called TRPA1.

Once a negative receptor like this is identified, traditional food science has a solution for dealing with it: You block the receptor with a chemical. It’s the typical way that sweetness and bitterness can be masked in foodstuffs, by just covering it up with something stronger. Alas, that didn’t work for hiding the burn of alcohol. “This receptor has a very unique property called reversible bonding,” says Montenegro. “It’ll bond to a thing, it’ll give you a jolt, and it’ll let it go—and then it’ll bond to another one.” This is why alcohol continues to burn sip after sip.

“In other words, you can’t block it,” she says. “It’s designed to continuously alert you that you’re consuming something that is an irritant.”



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Automatic C to Rust translation technology provides accuracy beyond AI

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Automatic C to Rust translation technology provides accuracy beyond AI


Credit: Communications of the ACM (2025). DOI: 10.1145/3737696

As the C language, which forms the basis of critical global software like operating systems, faces security limitations, KAIST’s research team is pioneering core original technology research for the accurate automatic conversion to Rust to replace it. By proving the mathematical correctness of the conversion, a limitation of existing artificial intelligence (LLM) methods, and solving C language security issues through automatic conversion to Rust, they presented a new direction and vision for future software security research.

The paper by Professor Sukyoung Ryu’s research team from the School of Computing was published in the November issue of Communications of the ACM and was selected as the cover story.

The C language has been widely used in the industry since the 1970s, but its structural limitations have continuously caused severe bugs and security vulnerabilities. Rust, on the other hand, is a secure programming language developed since 2015, used in the development of operating systems and , and has the characteristic of being able to detect and prevent bugs before program execution.

The U.S. White House recommended discontinuing the use of C language in a technology report released in February 2024, and the Defense Advanced Research Projects Agency (DARPA) also explicitly stated that Rust is the core alternative for resolving C language security issues by promoting a project to develop technology for the automatic conversion of C code to Rust.

Professor Ryu’s research team proactively raised the issues of C language safety and the importance of automatic conversion even before these movements began in earnest, and they have continuously developed core related technologies.

In May 2023, the research team presented the Mutex conversion technology (necessary for program synchronization) at ICSE (International Conference on Software Eng). In June 2024, they presented the Output Parameter conversion technology (used for result delivery) at PLDI (Programming Language Design and Implementation), and in October of the same year, they presented the Union conversion technology (for storing diverse data together) at ASE (Automated Software Eng).

Dr. Jaemin Hong stated, “The conversion technology we developed is an original technology based on programming language theory, and its biggest strength is that we can logically prove the ‘correctness’ of the conversion.” He added, “While most research relies on large language models (LLMs), our technology can mathematically guarantee the correctness of the conversion.”

Dr. Hong is scheduled to be appointed as an assistant professor in the Computer Science Department at UNIST starting in March 2025.

In addition, Professor Ryu’s research team has four papers, including C→Rust conversion technology, accepted for presentation at ASE 2025 held in Seoul, South Korea, Nov. 16–20.

These papers, in addition to automatic technology, cover various cutting-edge fields. They include: technology to verify whether quantum computer programs operate correctly, “WEST” technology that automatically checks the correctness of WebAssembly programs (technology for fast and efficient program execution on the web) and creates tests for them, and technology that automatically simplifies complex WebAssembly code to quickly find errors. Among these, the WEST paper received the Distinguished Paper Award.

More information:
Jaemin Hong et al, Automatically Translating C to Rust, Communications of the ACM (2025). DOI: 10.1145/3737696

Citation:
Automatic C to Rust translation technology provides accuracy beyond AI (2025, November 11)
retrieved 11 November 2025
from https://techxplore.com/news/2025-11-automatic-rust-technology-accuracy-ai.html

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Top 1Password Coupons for November 2025

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Top 1Password Coupons for November 2025


1Password has long been one of our favorite password managers. It’s our upgrade pick for all the extra features it offers compared to other password managers. 1Password has apps that work just about everywhere, including on macOS, iOS, Android, Windows, Linux, and ChromeOS. There are plug-ins for your favorite web browser too, which makes it easy to generate and edit new passwords on the fly.

What Are the Benefits of 1Password?

There are also some very nice features in 1Password that you won’t find elsewhere. If you frequently travel across national borders, you’ll appreciate Travel Mode. This mode lets you delete any sensitive data from your devices before you travel and then restore it with a click after you’ve crossed a border. This prevents anyone, including law enforcement at international borders, from accessing your complete password vault. In addition to being a password manager, 1Password can act as an authentication app like Google Authenticator, and for added security it creates a secret key to the encryption key it uses, meaning no one can decrypt your passwords without that key.

1Password also offers tight integration with other mobile apps. Rather than needing to copy and paste passwords from your password manager to other apps (which puts your password on the clipboard at least for a moment), 1Password is integrated with many apps and can autofill. This is more noticeable on iOS, where inter-app communication is more restricted.

You can get savings on the company’s suite of products with our 1Password coupons and deals.

How Much Is a 1Password Password Manager Plan?

The price of a 1Password Password manager plan varies by plan, with the annual plan discounted up to 28% off for committing yearly. The plans vary, with an individual plan at $3 per month, family plan at $5 per month, the Teams starter pack (with up to 10 users a month) at $20 per month, and business at $8 per month per user.

If you don’t want to commit to a yearly plan—and score massive savings—those plans are a bit more expensive. Monthly individual plans are $4 per month, family is $7 per month, Teams starter pack (with up to 10 users a month) is $25 per month, and business is $10 per month, per user.

Best Password Manager 2025

1Password just may be the best password manager of 2025. We named it the “best upgrade,” because of its impressive and comprehensive suite of additional security features, like Secret Key and secure travel mode. There are tons of features included that are similar to Bitwarden, Dashlane, Lastpass, NordPass, RoboForm, Enpass, KeePass, and YubiKey. But unlike others, 1Password password manager includes additional security features like a Secret Key for additional protection and a more secure travel mode. We also love 1Password’s intuitive interface which makes it simple for families to choose and share logins across devices.

Enjoy a 14-Day 1Password Free Trial

Not sure if 1Password is right for you? Try it free for 14 days! No credit card required, you get full access to premium features and cancel anytime. Free trials are available for Teams Starter Pack, Business, and Individual & Families plans.



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