Is the world ready for cows armed with artificial intelligence?
No time to ruminate on that because the moment has arrived, thanks to a Dutch company that has married two technologies - motion sensors and AI - with the aim of bringing the barnyard into the 21st century.
The company, Connecterra, has brought its IDA system , or "The Intelligent Dairy Farmer's Assistant", to the United States after having piloted it in Europe for several years.
IDA uses a motion-sensing device attached to a cow's neck to transmit its movements to a program driven by AI. The sensor data, when aligned repeatedly with real-world behaviour, eventually allows IDA to tell from data alone when a cow is chewing cud, lying down, walking, drinking or eating.
Those indicators can predict whether a particular cow is ill, has become less productive, or is ready to breed - alerting the farmer to changes in behavior that might otherwise be easily missed.
"It would just be impossible for us to keep up with every animal on an individual basis," says Richard Watson, one of the first four US farmers to use IDA since it launched commercially in December.
Mr Watson, who owns the Seven Oaks Dairy in Waynesboro, Georgia, says having a computer identify which cows in his 2,000-head herd need attention could help improve farm productivity as much as 10 per cent, which would mean hundreds of thousands of dollars to his family.
"If we can prove out that these advantages exist from using this technology ... I think adoption of IDA across a broad range of farming systems, particularly large farming systems, would be a no-brainer," he says.
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Dairy farming is just one industry benefiting from AI, which is being applied in fields as diverse as journalism, manufacturing and self-driving cars. In agriculture, AI is being developed to estimate crop health using drone footage and parse out weed killer between rows of cotton.
Yasir Khokhar, the former Microsoft employee who is the founder and CEO of Connecterra, says the inspiration for the idea came after living on a dairy farm south of Amsterdam.
"It turns out the technology farmers use is really outdated in many respects," he says. "What does exist is very cumbersome to use, yet agriculture is one of those areas that desperately needs technology."
Underlying IDA is Google's open-source TensorFlow programming framework, which has helped spread AI to many disciplines. It's a language built on top of the commonly used Python code that helps connect data from text, images, audio or sensors to neural networks - the algorithms that help computers learn. The language has been downloaded millions of times and has about 1,400 people contributing code, only 400 of whom work at Google, according to product manager Sandeep Gupta.
He says TensorFlow can be used by people with only high-school level math and some programming skills.
"We're continuing this journey making it easier and easier to use," Mr Gupta says.
TensorFlow has been used to do everything from helping Nasa scientists find planets using the Kepler telescope to assisting a tribe in the Amazon detect the sounds of illegal deforestation, according to Google spokesman Justin Burr.
Google hopes users adapt the open-source code to discover new applications that the company could someday use in its own business.
Even without AI, sensors are helping farmers keep tabs on their herds.
Mary Mackinson Faber, a fifth-generation farmer at the Mackinson Dairy Farm near Pontiac, Illinois, says a device attached to a cow's tail developed by Irish company Moocall sends her a text when a cow is ready to give birth, so she can be there to make sure nothing goes wrong. Moocall doesn't use AI - it simply sends a text when a certain threshold of spinal contractions in the tail are exceeded.
While she calls it a "great tool", she says it takes human intuition to do what's right for their animals.
"There are certain tasks that it can help with, and it can assist us, but I don't think it will ever replace the human."
match info
Athletic Bilbao 1 (Muniain 37')
Atletico Madrid 1 (Costa 39')
Man of the match Iker Muniain (Athletic Bilbao)
RACE RESULTS
1. Valtteri Bottas (FIN/Mercedes) 1hr 21min 48.527sec
2. Sebastian Vettel (GER/Ferrari) at 0.658sec
3. Daniel Ricciardo (AUS/Red Bull) 6.012
4. Lewis Hamilton (GBR/Mercedes) 7.430
5. Kimi Räikkönen (FIN/Ferrari) 20.370
6. Romain Grosjean (FRA/Haas) 1:13.160
7. Sergio Pérez (MEX/Force India) 1 lap
8. Esteban Ocon (FRA/Force India) 1 lap
9. Felipe Massa (BRA/Williams) 1 lap
10. Lance Stroll (CAN/Williams) 1 lap
11. Jolyon Palmer (GBR/Renault) 1 lap
12. Stoffel Vandoorne (BEL/McLaren) 1 lap
13. Nico Hülkenberg (GER/Renault) 1 lap
14. Pascal Wehrlein (GER/Sauber) 1 lap
15. Marcus Ericsson (SWE/Sauber) 2 laps
16. Daniil Kvyat (RUS/Toro Rosso) 3 laps
Dengue%20fever%20symptoms
%3Cp%3EHigh%20fever%20(40%C2%B0C%2F104%C2%B0F)%3Cbr%3ESevere%20headache%3Cbr%3EPain%20behind%20the%20eyes%3Cbr%3EMuscle%20and%20joint%20pains%3Cbr%3ENausea%3Cbr%3EVomiting%3Cbr%3ESwollen%20glands%3Cbr%3ERash%26nbsp%3B%3C%2Fp%3E%0A
UAE currency: the story behind the money in your pockets
Brief scores:
QPR 0
Watford 1
Capoue 45' 1
Company%20profile
%3Cp%3E%3Cstrong%3ECompany%3A%20%3C%2Fstrong%3EWafeq%3Cbr%3E%3Cstrong%3EStarted%3A%20%3C%2Fstrong%3EJanuary%202019%3Cbr%3E%3Cstrong%3EFounder%3A%20%3C%2Fstrong%3ENadim%20Alameddine%3Cbr%3E%3Cstrong%3EBased%3A%20%3C%2Fstrong%3EDubai%2C%20UAE%3Cstrong%3E%3Cbr%3EIndustry%3A%20%3C%2Fstrong%3Esoftware%20as%20a%20service%3Cbr%3E%3Cstrong%3EFunds%20raised%3A%20%3C%2Fstrong%3E%243%20million%3Cbr%3E%3Cstrong%3EInvestors%3A%20%3C%2Fstrong%3ERaed%20Ventures%20and%20Wamda%2C%20among%20others%3C%2Fp%3E%0A
First Person
Richard Flanagan
Chatto & Windus
Company Profile
Founder: Omar Onsi
Launched: 2018
Employees: 35
Financing stage: Seed round ($12 million)
Investors: B&Y, Phoenician Funds, M1 Group, Shorooq Partners
SERIE A FIXTURES
Friday Sassuolo v Torino (Kick-off 10.45pm UAE)
Saturday Atalanta v Sampdoria (5pm),
Genoa v Inter Milan (8pm),
Lazio v Bologna (10.45pm)
Sunday Cagliari v Crotone (3.30pm)
Benevento v Napoli (6pm)
Parma v Spezia (6pm)
Fiorentina v Udinese (9pm)
Juventus v Hellas Verona (11.45pm)
Monday AC Milan v AS Roma (11.45pm)
Manikarnika: The Queen of Jhansi
Director: Kangana Ranaut, Krish Jagarlamudi
Producer: Zee Studios, Kamal Jain
Cast: Kangana Ranaut, Ankita Lokhande, Danny Denzongpa, Atul Kulkarni
Rating: 2.5/5
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Timeline
2012-2015
The company offers payments/bribes to win key contracts in the Middle East
May 2017
The UK SFO officially opens investigation into Petrofac’s use of agents, corruption, and potential bribery to secure contracts
September 2021
Petrofac pleads guilty to seven counts of failing to prevent bribery under the UK Bribery Act
October 2021
Court fines Petrofac £77 million for bribery. Former executive receives a two-year suspended sentence
December 2024
Petrofac enters into comprehensive restructuring to strengthen the financial position of the group
May 2025
The High Court of England and Wales approves the company’s restructuring plan
July 2025
The Court of Appeal issues a judgment challenging parts of the restructuring plan
August 2025
Petrofac issues a business update to execute the restructuring and confirms it will appeal the Court of Appeal decision
October 2025
Petrofac loses a major TenneT offshore wind contract worth €13 billion. Holding company files for administration in the UK. Petrofac delisted from the London Stock Exchange
November 2025
180 Petrofac employees laid off in the UAE
Find the right policy for you
Don’t wait until the week you fly to sign up for insurance – get it when you book your trip. Insurance covers you for cancellation and anything else that can go wrong before you leave.
Some insurers, such as World Nomads, allow you to book once you are travelling – but, as Mr Mohammed found out, pre-existing medical conditions are not covered.
Check your credit card before booking insurance to see if you have any travel insurance as a benefit – most UAE banks, such as Emirates NBD, First Abu Dhabi Bank and Abu Dhabi Islamic Bank, have cards that throw in insurance as part of their package. But read the fine print – they may only cover emergencies while you’re travelling, not cancellation before a trip.
Pre-existing medical conditions such as a heart condition, diabetes, epilepsy and even asthma may not be included as standard. Again, check the terms, exclusions and limitations of any insurance carefully.
If you want trip cancellation or curtailment, baggage loss or delay covered, you may need a higher-grade plan, says Ambareen Musa of Souqalmal.com. Decide how much coverage you need for emergency medical expenses or personal liability. Premium insurance packages give up to $1 million (Dh3.7m) in each category, Ms Musa adds.
Don’t wait for days to call your insurer if you need to make a claim. You may be required to notify them within 72 hours. Gather together all receipts, emails and reports to prove that you paid for something, that you didn’t use it and that you did not get reimbursed.
Finally, consider optional extras you may need, says Sarah Pickford of Travel Counsellors, such as a winter sports holiday. Also ensure all individuals can travel independently on that cover, she adds. And remember: “Cheap isn’t necessarily best.”