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"It turns out the technology farmers use is really outdated in many respects," he says.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."
Sole survivors
- Cecelia Crocker was on board Northwest Airlines Flight 255 in 1987 when it crashed in Detroit, killing 154 people, including her parents and brother. The plane had hit a light pole on take off
- George Lamson Jr, from Minnesota, was on a Galaxy Airlines flight that crashed in Reno in 1985, killing 68 people. His entire seat was launched out of the plane
- Bahia Bakari, then 12, survived when a Yemenia Airways flight crashed near the Comoros in 2009, killing 152. She was found clinging to wreckage after floating in the ocean for 13 hours.
- Jim Polehinke was the co-pilot and sole survivor of a 2006 Comair flight that crashed in Lexington, Kentucky, killing 49.
The Vines - In Miracle Land
Two stars
Some of Darwish's last words
"They see their tomorrows slipping out of their reach. And though it seems to them that everything outside this reality is heaven, yet they do not want to go to that heaven. They stay, because they are afflicted with hope." - Mahmoud Darwish, to attendees of the Palestine Festival of Literature, 2008
His life in brief: Born in a village near Galilee, he lived in exile for most of his life and started writing poetry after high school. He was arrested several times by Israel for what were deemed to be inciteful poems. Most of his work focused on the love and yearning for his homeland, and he was regarded the Palestinian poet of resistance. Over the course of his life, he published more than 30 poetry collections and books of prose, with his work translated into more than 20 languages. Many of his poems were set to music by Arab composers, most significantly Marcel Khalife. Darwish died on August 9, 2008 after undergoing heart surgery in the United States. He was later buried in Ramallah where a shrine was erected in his honour.
8 traditional Jamaican dishes to try at Kingston 21
- Trench Town Rock: Jamaican-style curry goat served in a pastry basket with a carrot and potato garnish
- Rock Steady Jerk Chicken: chicken marinated for 24 hours and slow-cooked on the grill
- Mento Oxtail: flavoured oxtail stewed for five hours with herbs
- Ackee and salt fish: the national dish of Jamaica makes for a hearty breakfast
- Jamaican porridge: another breakfast favourite, can be made with peanut, cornmeal, banana and plantain
- Jamaican beef patty: a pastry with ground beef filling
- Hellshire Pon di Beach: Fresh fish with pickles
- Out of Many: traditional sweet potato pudding
The specs
Engine: 5.2-litre V10
Power: 640hp at 8,000rpm
Torque: 565Nm at 6,500rpm
Transmission: 7-speed dual-clutch auto
Price: From Dh1 million
On sale: Q3 or Q4 2022
Diriyah%20project%20at%20a%20glance
%3Cp%3E-%20Diriyah%E2%80%99s%201.9km%20King%20Salman%20Boulevard%2C%20a%20Parisian%20Champs-Elysees-inspired%20avenue%2C%20is%20scheduled%20for%20completion%20in%202028%3Cbr%3E-%20The%20Royal%20Diriyah%20Opera%20House%20is%20expected%20to%20be%20completed%20in%20four%20years%3Cbr%3E-%20Diriyah%E2%80%99s%20first%20of%2042%20hotels%2C%20the%20Bab%20Samhan%20hotel%2C%20will%20open%20in%20the%20first%20quarter%20of%202024%3Cbr%3E-%20On%20completion%20in%202030%2C%20the%20Diriyah%20project%20is%20forecast%20to%20accommodate%20more%20than%20100%2C000%20people%3Cbr%3E-%20The%20%2463.2%20billion%20Diriyah%20project%20will%20contribute%20%247.2%20billion%20to%20the%20kingdom%E2%80%99s%20GDP%3Cbr%3E-%20It%20will%20create%20more%20than%20178%2C000%20jobs%20and%20aims%20to%20attract%20more%20than%2050%20million%20visits%20a%20year%3Cbr%3E-%20About%202%2C000%20people%20work%20for%20the%20Diriyah%20Company%2C%20with%20more%20than%2086%20per%20cent%20being%20Saudi%20citizens%3Cbr%3E%3C%2Fp%3E%0A
Ten tax points to be aware of in 2026
1. Domestic VAT refund amendments: request your refund within five years
If a business does not apply for the refund on time, they lose their credit.
2. E-invoicing in the UAE
Businesses should continue preparing for the implementation of e-invoicing in the UAE, with 2026 a preparation and transition period ahead of phased mandatory adoption.
3. More tax audits
Tax authorities are increasingly using data already available across multiple filings to identify audit risks.
4. More beneficial VAT and excise tax penalty regime
Tax disputes are expected to become more frequent and more structured, with clearer administrative objection and appeal processes. The UAE has adopted a new penalty regime for VAT and excise disputes, which now mirrors the penalty regime for corporate tax.
5. Greater emphasis on statutory audit
There is a greater need for the accuracy of financial statements. The International Financial Reporting Standards standards need to be strictly adhered to and, as a result, the quality of the audits will need to increase.
6. Further transfer pricing enforcement
Transfer pricing enforcement, which refers to the practice of establishing prices for internal transactions between related entities, is expected to broaden in scope. The UAE will shortly open the possibility to negotiate advance pricing agreements, or essentially rulings for transfer pricing purposes.
7. Limited time periods for audits
Recent amendments also introduce a default five-year limitation period for tax audits and assessments, subject to specific statutory exceptions. While the standard audit and assessment period is five years, this may be extended to up to 15 years in cases involving fraud or tax evasion.
8. Pillar 2 implementation
Many multinational groups will begin to feel the practical effect of the Domestic Minimum Top-Up Tax (DMTT), the UAE's implementation of the OECD’s global minimum tax under Pillar 2. While the rules apply for financial years starting on or after January 1, 2025, it is 2026 that marks the transition to an operational phase.
9. Reduced compliance obligations for imported goods and services
Businesses that apply the reverse-charge mechanism for VAT purposes in the UAE may benefit from reduced compliance obligations.
10. Substance and CbC reporting focus
Tax authorities are expected to continue strengthening the enforcement of economic substance and Country-by-Country (CbC) reporting frameworks. In the UAE, these regimes are increasingly being used as risk-assessment tools, providing tax authorities with a comprehensive view of multinational groups’ global footprints and enabling them to assess whether profits are aligned with real economic activity.
Contributed by Thomas Vanhee and Hend Rashwan, Aurifer
Match info
Uefa Champions League Group B
Tottenham Hotspur 1 (Eriksen 80')
Inter Milan 0
Notable Yas events in 2017/18
October 13-14 KartZone (complimentary trials)
December 14-16 The Gulf 12 Hours Endurance race
March 5 Yas Marina Circuit Karting Enduro event
March 8-9 UAE Rotax Max Challenge
FIXTURES (all times UAE)
Sunday
Brescia v Lazio (3.30pm)
SPAL v Verona (6pm)
Genoa v Sassuolo (9pm)
AS Roma v Torino (11.45pm)
Monday
Bologna v Fiorentina (3.30pm)
AC Milan v Sampdoria (6pm)
Juventus v Cagliari (6pm)
Atalanta v Parma (6pm)
Lecce v Udinese (9pm)
Napoli v Inter Milan (11.45pm)
THE NEW BATCH'S FOCUS SECTORS
AiFlux – renewables, oil and gas
DevisionX – manufacturing
Event Gates – security and manufacturing
Farmdar – agriculture
Farmin – smart cities
Greener Crop – agriculture
Ipera.ai – space digitisation
Lune Technologies – fibre-optics
Monak – delivery
NutzenTech – environment
Nybl – machine learning
Occicor – shelf management
Olymon Solutions – smart automation
Pivony – user-generated data
PowerDev – energy big data
Sav – finance
Searover – renewables
Swftbox – delivery
Trade Capital Partners – FinTech
Valorafutbol – sports and entertainment
Workfam – employee engagement
