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
Business
Cwm Deri Vineyard Martletwy holiday lets plans deferred
CALLS to convert a former vineyard restaurant in rural Pembrokeshire which had been recommended for refusal has been given a breathing space by planners.
In an application recommended for refusal at the December meeting of Pembrokeshire County Council’s planning committee, Barry Cadogan sought permission for a farm diversification and expansion of an existing holiday operation through the conversion of the redundant former Cwm Deri vineyard production base and restaurant to three holiday lets at Oaklea, Martletwy.
It was recommended for refusal on the grounds of the open countryside location being contrary to planning policy and there was no evidence submitted that the application would not increase foul flows and that nutrient neutrality in the Pembrokeshire Marine SAC would be achieved within this catchment.
An officer report said that, while the scheme was suggested as a form of farm diversification, no detail had been provided in the form of a business case.
Speaking at the meeting, agent Andrew Vaughan-Harries of Hayston Developments & Planning Ltd, after the committee had enjoyed a seasonal break for mince pies, said of the recommendation for refusal: “I’m a bit grumpy over this one; the client has done everything right, he has talked with the authority and it’s not in retrospect but has had a negative report from your officers.”

He said the former Cwm Deri vineyard had been a very successful business, with a shop and a restaurant catering for ‘100 covers’ before it closed two three years ago when the original owner relocated to Carmarthenshire.
He said Mr Cadogan then bought the site, farming over 36 acres and running a small campsite of 20 spaces, but didn’t wish to run a café or a wine shop; arguing the “beautiful kitchen” and facilities would easily convert to holiday let use.
He said a “common sense approach” showed a septic tank that could cope with a restaurant of “100 covers” could cope with three holiday lets, describing the nitrates issue as “a red herring”.
He suggested a deferral for further information to be provided by the applicant, adding: “This is a big, missed opportunity if we just kick this out today, there’s a building sitting there not creating any jobs.”
On the ‘open countryside’ argument, he said that while many viewed Martletwy as “a little bit in the sticks” there was already permission for the campsite, and the restaurant, and the Bluestone holiday park and the Wild Lakes water park were roughly a mile or so away.
He said converting the former restaurant would “be an asset to bring it over to tourism,” adding: “We don’t all want to stay in Tenby or the Ty Hotel in Milford Haven.”
While Cllr Nick Neuman felt the nutrients issue could be overcome, Cllr Michael Williams warned the application was “clearly outside policy,” recommending it be refused.
A counter-proposal, by Cllr Tony Wilcox, called for a site visit before any decision was made, the application returning to a future committee; members voting seven to three in favour of that.
Farming
Farmers Union of Wales Warns: Labour’s 5G Expansion Risks Rural Blackspots
FUW Joins Landowners in Urgent Call to Pause Controversial Telecoms Reforms
THE FUW (Farmers’ Union of Wales) has warned that rural communities face worsening mobile blackspots and farmers risk losing essential income if the Labour Government expands a telecoms policy blamed for stalling Britain’s 5G rollout.
In a letter to Digital Economy Minister Liz Lloyd, the FUW aligns with landowners, investors, and property experts demanding a halt to Part 2 of the Product Security and Telecommunications Infrastructure (PSTI) Act 2022. Extending the 2017 Electronic Communications Code (ECC) would “entrench failure,” the group argues, sparking more stalled renewals, site losses, and legal battles just as Wales needs swifter rural connectivity.
The 2017 reforms empowered operators to cut mast rents—often by 90%—from hosts like farmers, councils, and NHS trusts. Far from boosting rollout, they’ve ignited over 1,000 tribunal cases since 2017, versus 33 in the prior three decades. Rural goodwill has eroded, with hosts now eyeing exits.
“Every lost mast isolates households, schools, and businesses,” the FUW states. “No public subsidy can fix this systemic damage.”
A survey of 559 hosts (via NFU, CLA, BPF) shows:
- 35% considering full withdrawal.
- 70% of expired lease holders facing operator legal threats.
Landowner Ted Hobbs in New Tredegar shares the pain: “My 1995 Vodafone lease was £3,500 yearly, renewed in 2010 at the same rate. It expired May 2025—now they demand a slash, backed by the Code. This is confiscation, not partnership.”
Labour’s push forward—despite earlier opposition and a critical consultation—ignores these red flags.
FUW President Ian Rickman adds: “Farmers hosted masts in good faith for rural connectivity. Punishing them with rent cuts sabotages Wales. Halt this now, restore trust, and incentivise real progress.”
The coalition urges ministers to reopen dialogue before deepening rural divides. Wales can’t afford more policy missteps.
Business
Large new development at one of Pembrokeshire’s biggest dairy farms approved
PLANS for a heifer accommodation building and associated works at one of Pembrokeshire’s largest dairy farms, with a milking herd of 2,000 cows, have been given the go-ahead.
In an application recommended for approval at the December 2 meeting of Pembrokeshire County Council’s planning committee, Hugh James of Langdon Mill Farms Ltd sought permission for a 160-metre-long heifer accommodation building, a slurry separation/dewatering building and associated yard areas at 1,215-hectare Langdon Mill Farm, near Jeffreyston, Kilgetty.
A supporting statement through agent Reading Agricultural Consultants said: “The holding currently has a milking herd of approximately 2,000 cows, which are housed indoors for the majority of the year, with dry cows and heifers grazed outdoors when weather and soil conditions permit.
“There has been significant investment in buildings and infrastructure at the farm over the last decade in respect of cattle accommodation, slurry storage, milking facilities, Anaerobic Digestion (AD) plant, feed storage. Recently a calf and weaned calf accommodation buildings were approved by Pembrokeshire County Council with construction almost complete.
“The unit is efficient, achieving yields of more than 10,000 litres/cow/year, with cows being milked three times/day in the 60-point rotary parlour. Langdon Mill Farm currently directly employs 21 full-time, and three part-time staff. Of these, four live on site in the two dwellings opposite the farm, with the remaining staff living in the locality.”

It added: “Although the unit has previously purchased heifers to aid expansion, the farm now breeds most of its own replacements to improve genetics and to minimise the ongoing threat of bovine tuberculosis (bTB).
“Following the completion of the calf and weaned calf accommodation buildings, the farm will be rearing all of the cattle under seven months at Langdon Mill Farm, before being transported off site to be reared at three farms in the local area. At 22-months the in-calf heifers are brought back to the maternity building to calve and then are introduced into the milking herd.”
It said the proposed building would be used by heifers between the ages of 7-22 months, the siting “directly influenced by the adjacent calf and weaned calf buildings, with livestock being moved from one building to the next as they get older”.
Approval was moved by Cllr Brian Hall, seconded by Cllr Danny Young, with Cllr John T Davies also stating his support.
“It’s common sense; the fact we approved a calf-rearing shed, it follows on you need a heifer rearing shed,” he said.
Cllr Davies later said the scheme would also support biodiversity, and, with a decline in milk prices, supporting the large-scale farm was about “safety in numbers”.
Chair Cllr Mark Carter said it was “a pleasure to be supporting the farming industry”.
Members unanimously supported the recommendation of approval.
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