Farming
AI tool automates plant fruit measuring to breed better crops
ABERYSTWYTH UNIVERSITY scientists are developing new artificial intelligence tools that automatically measures plant seed and seed pods in order to breed better crop varieties.
Led by researchers in the Institute of Biological, Environmental and Rural Sciences and in Computer Science at the University, the study demonstrates the power of targeted applications of artificial intelligence to improve the quality of our crops.
Traditional ways of recording the traits of a plants’ fruit, such as their shape and size, are very labour-intensive, time-consuming, and prone to human error.
Researchers have addressed the challenge with a new AI powered tool that analyses images to recognise seed pods and measure them with high accuracy.
The new tool can measure a range of characteristics, including pod length, width, area and volume, all of which contribute to yield and therefore to profitability.
The research links these physical traits to specific genetic regions that influence pod shape and size, helping scientists pinpoint genes.
Identifying these genes helps scientists better understand how plants grow and develop. Such discoveries provide valuable targets for crop breeding, making it possible to improve traits like yield, shape, and resilience.
These new AI tools could in principle be applied to any plant’s fruit, and researchers have been testing it on the seeds of many crops including, oil seed rape, cabbages, and even cereals such as oats, barley and wheat.
Kieran Atkins, PhD researcher and project lead from IBERS in Aberystwyth University, said:
“AI tools like the one we have developed have the potential to revolutionise how we can develop new varieties of crops. It really is a game changer. Our algorithm collected data on over 300,000 individual fruits – underscoring the capability of deep learning as a robust tool for phenotyping very large populations.”
“One of the most exciting aspects of this work is how accessible it makes large-scale phenotyping. By removing technical and time barriers, deep learning enables more researchers to explore plant traits at a scale that wasn’t practical before. It’s about unlocking new possibilities for discovery and innovation in plant science.”
Professor John Doonan, Director of the National Plant Phenomics Centre, added:
“The results demonstrate that deep learning AI can provide data with the quality and accuracy required for genetic analysis and breeding. This shows how advanced imaging and AI can transform the way we connect plant form to genetic function. Initially we developed the tools for a small weedy plant that’s often used as a model in labs around the world, but very similar approaches work extremely well on brassica crops. This is an important step toward scalable, data-rich phenotyping that not only accelerates research but also supports more predictive approaches to crop improvement.”
The team has made their MorphPod tool available online, enabling researchers around the world to replicate or adapt the system for use with other plant species.
Photo: Kieran Atkins from the Institute of Biological, Environmental and Rural Sciences
Farming
Judicial review granted for hundreds of farmers and landowners in Wales
OVER three hundred Welsh farmers and landowners have been granted the right to legally challenge Green GEN Cymru’s ‘unlawful behaviour’ at the High Court.
The collective filed a judicial review application on behalf of the community groups, Justice for Wales and CPRW, on four separate grounds, including claims that the energy company has acted unlawfully and with disregard for biosecurity and the environment, while trying to gain access to private land to conduct surveys for three major overhead pylon routes.
The proposal will see the energy infrastructure and pylons spanning 200 km across Powys, Ceredigion, Carmarthen, and Montgomeryshire in Wales and across the Welsh border into Shropshire, in the West Midlands of England.

Mrs Justice Jefford granted permission on four grounds – including abuse of power and procedural impropriety – during the three-and-a-half-hour hearing at Cardiff Civil Justice Centre on Tuesday, January 20.
A two-day hearing is expected to take place in April 2026, date to be confirmed.
The judge also accepted an undertaking from Green GEN Cymru that it would not enter land using s.172 powers – the right given to acquiring authorities to enter land to conduct surveys or valuations under the Housing and Planning Act 2016 – until an urgent interim relief application hearing can be held.
Natalie Barstow, founder of Justice for Wales, said: “This is a moment of vindication. For months, we have been left feeling unsafe in our own homes and stripped of our power as farmers and landowners.
“This is not a protest against renewable energy; this is about standing up for what is right. Our right to dignity and to have a voice, and for the future of our land, wildlife, and livelihoods.
“Since we began this battle, hundreds of other farmers and landowners across Wales have come forward with similar stories, and we’ve been supported by many generous donations to fund the legal challenge. We knew we weren’t alone in our concerns, but the response demonstrates it is a far wider issue than we initially feared, and why it is so important that Green GEN’s conduct and protocols are properly scrutinised.
“We said we will not be bullied into submission, and this judgment is just the first foot forward in our fight for justice.”
Mary Smith, a lawyer at New South Law, the law firm representing the impacted communities, said: “Holding acquiring authority status does not entitle a company to disregard the limits of its statutory powers or the rights of the people affected.
“The Court’s decision confirms that Green GEN Cymru must be held to the same legal standards as any other public body when exercising intrusive powers over private land. This case is about restoring fairness, accountability, and respect for the communities whose livelihoods and environments are at stake.”
Farming
New rules to make Welsh lamb pricing clearer set to begin next week
Mandatory carcass grading and price reporting will be required in slaughterhouses from Wednesday, January 28
WELSH sheep farmers are set to see new rules introduced next week aimed at making the lamb market fairer and more transparent.
From Wednesday (Jan 28), slaughterhouses in Wales will be required to classify sheep carcasses and report prices using a standardised system. The Welsh Government says the move will improve consistency in grading, make price information easier to compare, and help build confidence for farmers selling stock.

Deputy First Minister Huw Irranca-Davies announced the change during the Farmers’ Union of Wales (FUW) Farmhouse Breakfast event at the Norwegian Church in Cardiff.
He said the measures would support the industry by ensuring a consistent methodology for classifying carcasses in slaughterhouses, promoting transparency, fairness and productivity within the sheep market.
“Our iconic Welsh lamb is celebrated around the world for its outstanding quality and high production standards,” he said. “These measures will implement a consistent methodology for classifying sheep carcasses in slaughterhouses, promoting transparency, fairness, and increased productivity within the sheep market.”
The regulations bring the sheep sector into line with rules already used for beef and pork.
Hybu Cig Cymru – Meat Promotion Wales chief executive José Peralta said the changes would allow for greater data capture and analysis and improve transparency within the supply chain.
He said: “The new regulations, which now align with a similar position for cattle and pigs, will allow for greater data capture and analysis to be undertaken and support increased transparency within the sector. As a sector we must seek all opportunities for greater transparency within the supply chain to ensure that choices can be made from an informed position.”
The Welsh Government says the new approach is part of a wider UK framework, with similar arrangements already operating elsewhere.
During his address, the Deputy First Minister also pointed to further changes expected in 2026, including the planned introduction of the Sustainable Farming Scheme, which the Welsh Government describes as a new partnership between the people of Wales and farmers.
The scheme is intended to support the sustainable production of food while also responding to the climate and nature emergency.
The Welsh Government has also confirmed its commitment to financial support during the transition, with up to £238 million committed to the Universal layer and the legacy Basic Payment Scheme in 2026.
Deputy First Minister Huw Irranca-Davies said: “I would like to reiterate the Welsh Government’s commitment to supporting Welsh family farms, not just in the short term but also in the long run. Our goal is to prioritise stability for the farming industry, ensuring to balance this with sustainability at its very core.”
He added that supporting farmers through the change would be a priority, with consistent advice and support offered across the sector.
Building fairness within the agricultural supply chain remains a key Welsh Government priority, which it says is also integral to food security.
Farming
Natural Resources Wales urges farmers to follow safe slurry spreading rules
NRW is reminding farmers across Wales to take key steps to prevent pollution as the organic manure spreading season re-opens.
During the autumn and winter “closed periods”, restrictions were in place to stop slurry and other high-nitrogen manures being spread, helping reduce the risk of agricultural pollution.
Grassland spreading can resume from Thursday (Jan 16), with spreading on tillage land re-opening on Friday (Jan 31). However, NRW said a number of controls under the Control of Agricultural Pollution Regulations (CoAPR) will remain in force until the end of February.
Those restrictions include limits on application rates — no more than 30m³ of slurry per hectare, or eight tonnes of poultry manure, in a single application — with at least three weeks required between applications.
Before spreading organic manure, producers must also carry out field inspections to assess weather and soil conditions, slope, ground cover and proximity to watercourses, to help reduce the risk of runoff.
Farm businesses are expected to plan and record all applications in their Nitrogen Management Plan to ensure nutrients match soil and crop need and remain within nitrogen limits.
Spreading is prohibited on waterlogged, flooded, snow-covered or frozen ground — including soil that has been frozen for more than 12 hours in the previous 24 hours.
NRW said its teams will continue to support farmers while monitoring compliance.
Simon Griffiths, team leader of NRW’s Agricultural Pollution Inspection Team, said: “As the closed periods come to an end, we want to remind farmers, tenants, landlords and contractors of the restrictions which remain in place until the end of February.
“This means anyone considering spreading organic manure needs to ensure the conditions are suitable before work starts.
“NRW is committed to protecting the environment and any instances of pollution will be investigated and appropriate enforcement action taken.”
NRW is urging farmers and members of the public to report pollution incidents immediately via its online “report it” form or by calling 0300 065 3000.
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