
-
India's Modi dangles tax cuts as US tariffs loom
-
Indonesia turns down ear-splitting 'haram' street parties
-
North Korea test-fires two new air defence missiles: KCNA
-
Sinner, Sabalenka chasing rare repeats as US Open gets underway
-
Venezuela rallies militia volunteers in response to US 'threat'
-
Musk's megarocket faces crucial new test after failures
-
UK's mass facial-recognition roll-out alarms rights groups
-
Home hope Henderson, Aussie Lee share Canadian Women's Open lead
-
Fucsovics holds off van de Zandschulp for ATP Winston-Salem crown
-
Fleetwood, Cantlay share PGA Tour Championship lead
-
Argentina stun All Blacks with historic 29-23 upset win
-
France begin Women's Rugby World Cup with hard-fought win over Italy
-
Barca complete late comeback win as Atletico drop more points in Liga
-
Alcaraz targeting 'unbelievable' Sinner at US Open
-
Swiatek plays down favorite status ahead of US Open
-
De Bruyne strikes in Napoli's strong start as Modric's Milan sank by Cremonese
-
Springboks back in contention after win - Erasmus
-
Cirstea downs Li to claim WTA Cleveland crown
-
Nigeria says killed over 35 jihadists near Cameroon border
-
Sri Lanka ex-president rushed to intensive care after jailing
-
Russia claims more Ukraine land as hopes for summit fade
-
Atletico still without Liga win after Elche draw
-
Schell shock as six-try star leads Canada to 65-7 World Cup hammering of Fiji
-
Gyokeres scores twice but injuries to Saka, Odegaard sour Arsenal rout of Leeds
-
Leverkusen stumble in Ten Hag Bundesliga debut, Dortmund collapse late
-
Man City revamp rocked by Spurs, Arsenal thrash Leeds
-
Gyokeres scores twice as Arsenal rout Leeds
-
De Bruyne strikes in Napoli's strong start to Scudetto defence at Sassuolo
-
Seoul says fired warning shots after North Korean troops crossed border
-
McGhie the hat-trick heroine as Scotland overwhelm Wales in Women's Rugby World Cup
-
'It's in my DNA': Williams relishes US Open return at 45
-
Portugal suffers new wildfire death as Spain beats back blazes
-
Pollard steers Springboks to victory over Wallabies
-
Aubameyang stars as Marseille end chaotic week on five-goal high
-
US govt wants migrant targeted in crackdown deported to Uganda: lawyers
-
Man City revamp rocked by Spurs, Villa beaten at Brentford
-
Philipsen wins Vuelta a Espana opening stage
-
Crystal Palace's Eze returns to boyhood club Arsenal
-
Reyna trades Dortmund for Gladbach chasing 'new chapter'
-
Leverkusen stumble in Ten Hag Bundesliga debut
-
'Far too late': Palestinians despair after UN declares famine in Gaza
-
Diamond sparkles for Irish training icon Mullins in the Ebor
-
Tottenham's new-found desire to defend delights Frank
-
Man City troubles reappear as solid Spurs go top
-
Marquez sweeps to victory in Hungary to bolster title lead
-
Australia start Women's Rugby World Cup with record 73-0 rout of Samoa
-
Man City's old problems rear their head as Tottenham ease to victory
-
Revenge off the menu for Ginting at badminton world championships in Paris
-
Guinea's junta suspends three main political parties
-
Bosnia's Serb statelet calls referendum on verdict against leader

'Harvesting data': Latin American AI startups transform farming
For centuries, farmers used almanacs to try to understand and predict weather patterns.
Now, a new crop of Latin American startups is helping do that with artificial intelligence, promising a farming revolution in agricultural giants like Brazil, the world's biggest exporter of soybeans, corn and beef.
Aline Oliveira Pezente, a 39-year-old entrepreneur from the Brazilian state of Minas Gerais, was working at agriculture company Louis Dreyfus Commodities when she noticed a problem in how the farming industry operates in Brazil.
Producers need huge amounts of credit up-front to buy inputs like seed and fertilizer, she says. But lenders are wary given how difficult it is to size up the myriad risks, from the natural -- droughts, floods, crop disease, erosion -- to the financial -- bankruptcy, price crashes and more.
In 2018, Aline and her husband Fabricio launched a startup called Traive that collects massive amounts of agriculture-related data, then analyzes it with AI, breaking down the capital risk for lenders and giving farmers easier access to credit.
"Lenders used to each use their own (risk analysis) model. Imagine like a giant Excel file," Aline told AFP. "But it's very hard for humans, even those who are super knowledgeable of statistics and mathematics, to create equations that capture the nuances of all the variables.
"They were taking three months to do something that we can do in five minutes with way better accuracy," said Aline, who has a master's degree specializing in AI and data analysis from Massachusetts Institute of Technology.
- AI for agriculture -
Seven years on, Traive's clients include agro-industry giants like Syngenta, fintech firms and Latin America's second-biggest bank, Banco do Brasil. More than 70,000 producers use its platform, which has facilitated nearly $1 billion in financial operations, it says.
Aline presented her work this week at the Rio de Janeiro edition of Web Summit, the massive tech gathering dubbed "Davos for Geeks."
Speaking alongside her on a panel called "Harvesting Data: The Next Agricultural Revolution," fellow entrepreneur Alejandro Mieses explained how AI has the potential to reshape farming.
Worldwide, farmers are increasingly turning to AI to boost yields and returns, with applications like self-driving tractors, drones that track crop health and smart cameras that recognize weeds for herbicide treatment.
Mieses's Puerto Rico-based startup, TerraFirma, developed an AI model that uses satellite images to forecast environmental risks like natural disasters, crop disease and erosion.
"We insist on the physics of it, because we believe that is the base point. Understanding how water moves, how wind moves, how different solar exposures operate throughout your farmland," he said at Web Summit, of which AFP is a media partner this year.
The hard part, the panelists said: AI models have to be trained on massive amounts of data.
Although farmers tend to be data-obsessed -- painstakingly tracking environmental conditions, inputs and productivity -- gathering and processing that information around the world is complex.
"It's quite resource-intensive. You need servers, you need an immense repository of data," said Mieses, 39.
"It's the same old story of garbage in, garbage out."
- Climate question -
The agriculture industry faces criticism in countries like Brazil, whose rise as an agricultural powerhouse has also seen a surge of environmental destruction in key regions like the Amazon rainforest, a vital resource against climate change.
Innovation optimists argue that, with the world's population expected to reach nearly 10 billion people by 2050, technologies like AI are humanity's best hope for surviving without destroying the planet.
Mariana Vasconcelos is the 32-year-old chief executive of Brazilian startup Agrosmart, which uses AI to help farmers manage climate risks and produce more sustainably.
"The UN Food and Agriculture Organization says we need to increase food production to feed a growing population. At the same time, we have to produce with less: less land, less deforestation, less carbon footprint. How can we do that without technology?" she said.
"Agriculture is often seen as opposed to nature. But I think technology is showing that actually it can regenerate, restore the environment, work together with nature... Agriculture is headed for a more sustainable model."
F.Pedersen--AMWN