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"It turns out the technology farmers use is really outdated in many respects," he says.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."
Who's who in Yemen conflict
Houthis: Iran-backed rebels who occupy Sanaa and run unrecognised government
Yemeni government: Exiled government in Aden led by eight-member Presidential Leadership Council
Southern Transitional Council: Faction in Yemeni government that seeks autonomy for the south
Habrish 'rebels': Tribal-backed forces feuding with STC over control of oil in government territory
List of officials:
Referees: Chris Broad, David Boon, Jeff Crowe, Andy Pycroft, Ranjan Madugalle and Richie Richardson.
Umpires: Aleem Dar, Kumara Dharmasena, Marais Erasmus, Chris Gaffaney, Ian Gould, Richard Illingworth, Richard Kettleborough, Nigel Llong, Bruce Oxenford, Ruchira Palliyaguruge, Sundaram Ravi, Paul Reiffel, Rod Tucker, Michael Gough, Joel Wilson and Paul Wilson.
GAC GS8 Specs
Engine: 2.0-litre 4cyl turbo
Power: 248hp at 5,200rpm
Torque: 400Nm at 1,750-4,000rpm
Transmission: 8-speed auto
Fuel consumption: 9.1L/100km
On sale: Now
Price: From Dh149,900
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How green is the expo nursery?
Some 400,000 shrubs and 13,000 trees in the on-site nursery
An additional 450,000 shrubs and 4,000 trees to be delivered in the months leading up to the expo
Ghaf, date palm, acacia arabica, acacia tortilis, vitex or sage, techoma and the salvadora are just some heat tolerant native plants in the nursery
Approximately 340 species of shrubs and trees selected for diverse landscape
The nursery team works exclusively with organic fertilisers and pesticides
All shrubs and trees supplied by Dubai Municipality
Most sourced from farms, nurseries across the country
Plants and trees are re-potted when they arrive at nursery to give them room to grow
Some mature trees are in open areas or planted within the expo site
Green waste is recycled as compost
Treated sewage effluent supplied by Dubai Municipality is used to meet the majority of the nursery’s irrigation needs
Construction workforce peaked at 40,000 workers
About 65,000 people have signed up to volunteer
Main themes of expo is ‘Connecting Minds, Creating the Future’ and three subthemes of opportunity, mobility and sustainability.
Expo 2020 Dubai to open in October 2020 and run for six months
Dhadak 2
Director: Shazia Iqbal
Starring: Siddhant Chaturvedi, Triptii Dimri
Rating: 1/5
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Profile of Tamatem
Date started: March 2013
Founder: Hussam Hammo
Based: Amman, Jordan
Employees: 55
Funding: $6m
Funders: Wamda Capital, Modern Electronics (part of Al Falaisah Group) and North Base Media
The five pillars of Islam