
Mahindra's AI is the "fastest in the automotive world"
Mahindra claims to have the most advanced in-vehicle artificial intelligence (AI) system, with its latest vehicle architecture taking a significant leap in using machine learning to transform how cars monitor drivers and interact with their environments.
The Indian automaker, which is also the fifth largest IT provider in India, has introduced a new AI system called MAIA (Mahindra Artificial Intelligence Architecture), which it claims is the 'fastest automotive mind in the world' and can process 51 trillion operations per second, enabling complex real-time analysis of driver behaviour.
As a comparison, a current-generation iPhone 16 Pro Max's A180 Pro chip can complete 35 trillion operations per second. Maia uses a Snapdragon 8295 chip with embedded 5G capabilities.
Its driver occupant monitoring system (DOMS) can detect mobile phone usage, track passenger movements, and recognise potential safety risks – reporting them both inside the vehicle and also to external sources.
'We're learning how to use AI in practical ways,' said the lead engineer. For example, the system utilises five radars and multiple cameras to continuously train its auto park assistant, thereby improving parking accuracy through machine learning algorithms.
Hundreds of new car deals are available through CarExpert right now. Get the experts on your side and score a great deal. Browse now.
Other system capabilities include detecting driver posture, monitoring passenger behaviour, and providing advanced diagnostic information.
Interestingly, AI is also being used in the development process itself. Engineers are now utilising machine learning to generate test cases and verify algorithms, particularly in complex areas such as accent recognition in voice interfaces. CarExpert visited a lab in Chennai, India, where this development was taking place.
Currently, the system focuses on monitoring and data collection rather than direct driving intervention. While not yet controlling the vehicle, the technology represents a significant step towards more adaptive automotive systems.
The architecture enables software partners to integrate new applications more easily, suggesting a more flexible approach to vehicle development in the future.
Mahindra's approach highlights a growing trend in automotive technology: transforming vehicles from simple transportation tools into intelligent, data-driven platforms that can learn and adapt.
As with all other brands, the move toward more data and intelligent overlays opens the door to numerous privacy concerns with vehicles that can not only monitor and record their drivers but also dob on them.
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The Advertiser
14 hours ago
- The Advertiser
Toyota says its hybrids have saved nine million EVs worth of CO2
Toyota chairman Akio Toyoda has reinforced his company's commitment to prioritising hybrid vehicles (HEVs) over battery-electric vehicles (EVs or BEVs), outlining that hybrids are its ideal way forward in terms of reducing total CO2 emissions. Speaking through an interpreter in a recent interview with Automotive News, Toyoda-san said Toyota is as committed to reducing the environmental impact of cars as any other brand, but has adopted a cost- and time-effective way to go about reducing its carbon emissions. "When the term 'carbon neutrality' started to become popular and we started to hear about it, we set our target as a company saying that for us, the enemy is carbon," he said. "The way that we thought about it was that we're not going to contribute to achieving carbon neutrality just by building BEVs, but we have to focus on things that we can do now so that, immediately, we can reduce CO2 from the air. Hundreds of new car deals are available through CarExpert right now. Get the experts on your side and score a great deal. Browse now. "We looked at ourselves [and asked] 'what can we do with the things that we have to contribute to carbon neutrality?' That was the base of how we made our decision in those times, and that has not changed now, and will not change for the future." Toyoda-san is referring to the widespread rollout of hybrid vehicles, which dominate the Japanese brand's current model range. Toyota is credited with creating the first mass-produced hybrid car in the late 1990s, and has continued to develop the technology to the market-leading status it holds today. The company's passenger car lineup is now dominated by hybrids, evidenced by the Japanese brand's Australian axing of all petrol versions of cars that offer hybrid options in 2024. Hybrids continue to play a significant role in Toyota's global efforts too, not least in its home country. Toyoda-san claims that over the past five years, the focus on hybrids played a larger role in reducing Japanese CO2 emissions than EVs. Above: Toyota Hybrid range "If you can check the data for each country about the CO2 emission situation for the past five years, it's going to be very clear," Toyoda-san said. "For Japan, we had this weapon of hybrid vehicles, so with the hybrid vehicles, we were able to reduce 23 per cent of CO2 emissions in the same [time], and it was the only country that was able to achieve that." Toyoda-san added that his company has produced and delivered upwards of 27 million hybrids to date, and claimed that figure was "equivalent to nine million BEVs in terms of the contribution to carbon neutrality". "The hybrids that we made and sold had the same impact as nine million BEVs on the road, but if we were to make nine million BEVs in [Japan] it would have actually increased the CO2 emissions, not reduced, because we are relying on thermal powerplants." Despite that, Toyoda-san reaffirmed that HEVs aren't the only way forward, pointing to Toyota's continued development of internal combustion petrol and diesel engines (ICEs), as well as EVs, plug-in hybrids (PHEVs) and hydrogen fuel-cell electric vehicles (FCEVs). Toyota recently revealed the next-generation RAV4 mid-size SUV (above), which will be the brand's first PHEV in Australia. The Mirai FCEV is currently being used by corporate fleets and government partners locally via very limited leases, too. The Japanese auto giant is also part of an alliance with Subaru and Mazda to develop lower-emission ICEs into the future. "I think we shouldn't just focus on [BEV] … but we should look at all the options that we have and work in all directions," Toyoda-san said. "That will be similar to thinking as a person of the planet, not just from one perspective, but thinking about the whole planet, and then we can think about the various options and take the movements to reduce CO2 as much as possible. "I believe if everyone can support this way of thinking, it will be for the benefit of all the stakeholders too." MORE: Toyota RAV4, Corolla, Camry, Corolla Cross, Kluger go hybrid-only in AustraliaMORE: 2026 Toyota RAV4 gets fresh design, tech plus PHEV power for AustraliaMORE: Toyota, Mazda and Subaru commit to petrol power with new enginesMORE: Everything Toyota Content originally sourced from: Toyota chairman Akio Toyoda has reinforced his company's commitment to prioritising hybrid vehicles (HEVs) over battery-electric vehicles (EVs or BEVs), outlining that hybrids are its ideal way forward in terms of reducing total CO2 emissions. Speaking through an interpreter in a recent interview with Automotive News, Toyoda-san said Toyota is as committed to reducing the environmental impact of cars as any other brand, but has adopted a cost- and time-effective way to go about reducing its carbon emissions. "When the term 'carbon neutrality' started to become popular and we started to hear about it, we set our target as a company saying that for us, the enemy is carbon," he said. "The way that we thought about it was that we're not going to contribute to achieving carbon neutrality just by building BEVs, but we have to focus on things that we can do now so that, immediately, we can reduce CO2 from the air. Hundreds of new car deals are available through CarExpert right now. Get the experts on your side and score a great deal. Browse now. "We looked at ourselves [and asked] 'what can we do with the things that we have to contribute to carbon neutrality?' That was the base of how we made our decision in those times, and that has not changed now, and will not change for the future." Toyoda-san is referring to the widespread rollout of hybrid vehicles, which dominate the Japanese brand's current model range. Toyota is credited with creating the first mass-produced hybrid car in the late 1990s, and has continued to develop the technology to the market-leading status it holds today. The company's passenger car lineup is now dominated by hybrids, evidenced by the Japanese brand's Australian axing of all petrol versions of cars that offer hybrid options in 2024. Hybrids continue to play a significant role in Toyota's global efforts too, not least in its home country. Toyoda-san claims that over the past five years, the focus on hybrids played a larger role in reducing Japanese CO2 emissions than EVs. Above: Toyota Hybrid range "If you can check the data for each country about the CO2 emission situation for the past five years, it's going to be very clear," Toyoda-san said. "For Japan, we had this weapon of hybrid vehicles, so with the hybrid vehicles, we were able to reduce 23 per cent of CO2 emissions in the same [time], and it was the only country that was able to achieve that." Toyoda-san added that his company has produced and delivered upwards of 27 million hybrids to date, and claimed that figure was "equivalent to nine million BEVs in terms of the contribution to carbon neutrality". "The hybrids that we made and sold had the same impact as nine million BEVs on the road, but if we were to make nine million BEVs in [Japan] it would have actually increased the CO2 emissions, not reduced, because we are relying on thermal powerplants." Despite that, Toyoda-san reaffirmed that HEVs aren't the only way forward, pointing to Toyota's continued development of internal combustion petrol and diesel engines (ICEs), as well as EVs, plug-in hybrids (PHEVs) and hydrogen fuel-cell electric vehicles (FCEVs). Toyota recently revealed the next-generation RAV4 mid-size SUV (above), which will be the brand's first PHEV in Australia. The Mirai FCEV is currently being used by corporate fleets and government partners locally via very limited leases, too. The Japanese auto giant is also part of an alliance with Subaru and Mazda to develop lower-emission ICEs into the future. "I think we shouldn't just focus on [BEV] … but we should look at all the options that we have and work in all directions," Toyoda-san said. "That will be similar to thinking as a person of the planet, not just from one perspective, but thinking about the whole planet, and then we can think about the various options and take the movements to reduce CO2 as much as possible. "I believe if everyone can support this way of thinking, it will be for the benefit of all the stakeholders too." MORE: Toyota RAV4, Corolla, Camry, Corolla Cross, Kluger go hybrid-only in AustraliaMORE: 2026 Toyota RAV4 gets fresh design, tech plus PHEV power for AustraliaMORE: Toyota, Mazda and Subaru commit to petrol power with new enginesMORE: Everything Toyota Content originally sourced from: Toyota chairman Akio Toyoda has reinforced his company's commitment to prioritising hybrid vehicles (HEVs) over battery-electric vehicles (EVs or BEVs), outlining that hybrids are its ideal way forward in terms of reducing total CO2 emissions. Speaking through an interpreter in a recent interview with Automotive News, Toyoda-san said Toyota is as committed to reducing the environmental impact of cars as any other brand, but has adopted a cost- and time-effective way to go about reducing its carbon emissions. "When the term 'carbon neutrality' started to become popular and we started to hear about it, we set our target as a company saying that for us, the enemy is carbon," he said. "The way that we thought about it was that we're not going to contribute to achieving carbon neutrality just by building BEVs, but we have to focus on things that we can do now so that, immediately, we can reduce CO2 from the air. Hundreds of new car deals are available through CarExpert right now. Get the experts on your side and score a great deal. Browse now. "We looked at ourselves [and asked] 'what can we do with the things that we have to contribute to carbon neutrality?' That was the base of how we made our decision in those times, and that has not changed now, and will not change for the future." Toyoda-san is referring to the widespread rollout of hybrid vehicles, which dominate the Japanese brand's current model range. Toyota is credited with creating the first mass-produced hybrid car in the late 1990s, and has continued to develop the technology to the market-leading status it holds today. The company's passenger car lineup is now dominated by hybrids, evidenced by the Japanese brand's Australian axing of all petrol versions of cars that offer hybrid options in 2024. Hybrids continue to play a significant role in Toyota's global efforts too, not least in its home country. Toyoda-san claims that over the past five years, the focus on hybrids played a larger role in reducing Japanese CO2 emissions than EVs. Above: Toyota Hybrid range "If you can check the data for each country about the CO2 emission situation for the past five years, it's going to be very clear," Toyoda-san said. "For Japan, we had this weapon of hybrid vehicles, so with the hybrid vehicles, we were able to reduce 23 per cent of CO2 emissions in the same [time], and it was the only country that was able to achieve that." Toyoda-san added that his company has produced and delivered upwards of 27 million hybrids to date, and claimed that figure was "equivalent to nine million BEVs in terms of the contribution to carbon neutrality". "The hybrids that we made and sold had the same impact as nine million BEVs on the road, but if we were to make nine million BEVs in [Japan] it would have actually increased the CO2 emissions, not reduced, because we are relying on thermal powerplants." Despite that, Toyoda-san reaffirmed that HEVs aren't the only way forward, pointing to Toyota's continued development of internal combustion petrol and diesel engines (ICEs), as well as EVs, plug-in hybrids (PHEVs) and hydrogen fuel-cell electric vehicles (FCEVs). Toyota recently revealed the next-generation RAV4 mid-size SUV (above), which will be the brand's first PHEV in Australia. The Mirai FCEV is currently being used by corporate fleets and government partners locally via very limited leases, too. The Japanese auto giant is also part of an alliance with Subaru and Mazda to develop lower-emission ICEs into the future. "I think we shouldn't just focus on [BEV] … but we should look at all the options that we have and work in all directions," Toyoda-san said. "That will be similar to thinking as a person of the planet, not just from one perspective, but thinking about the whole planet, and then we can think about the various options and take the movements to reduce CO2 as much as possible. "I believe if everyone can support this way of thinking, it will be for the benefit of all the stakeholders too." MORE: Toyota RAV4, Corolla, Camry, Corolla Cross, Kluger go hybrid-only in AustraliaMORE: 2026 Toyota RAV4 gets fresh design, tech plus PHEV power for AustraliaMORE: Toyota, Mazda and Subaru commit to petrol power with new enginesMORE: Everything Toyota Content originally sourced from: Toyota chairman Akio Toyoda has reinforced his company's commitment to prioritising hybrid vehicles (HEVs) over battery-electric vehicles (EVs or BEVs), outlining that hybrids are its ideal way forward in terms of reducing total CO2 emissions. Speaking through an interpreter in a recent interview with Automotive News, Toyoda-san said Toyota is as committed to reducing the environmental impact of cars as any other brand, but has adopted a cost- and time-effective way to go about reducing its carbon emissions. "When the term 'carbon neutrality' started to become popular and we started to hear about it, we set our target as a company saying that for us, the enemy is carbon," he said. "The way that we thought about it was that we're not going to contribute to achieving carbon neutrality just by building BEVs, but we have to focus on things that we can do now so that, immediately, we can reduce CO2 from the air. Hundreds of new car deals are available through CarExpert right now. Get the experts on your side and score a great deal. Browse now. "We looked at ourselves [and asked] 'what can we do with the things that we have to contribute to carbon neutrality?' That was the base of how we made our decision in those times, and that has not changed now, and will not change for the future." Toyoda-san is referring to the widespread rollout of hybrid vehicles, which dominate the Japanese brand's current model range. Toyota is credited with creating the first mass-produced hybrid car in the late 1990s, and has continued to develop the technology to the market-leading status it holds today. The company's passenger car lineup is now dominated by hybrids, evidenced by the Japanese brand's Australian axing of all petrol versions of cars that offer hybrid options in 2024. Hybrids continue to play a significant role in Toyota's global efforts too, not least in its home country. Toyoda-san claims that over the past five years, the focus on hybrids played a larger role in reducing Japanese CO2 emissions than EVs. Above: Toyota Hybrid range "If you can check the data for each country about the CO2 emission situation for the past five years, it's going to be very clear," Toyoda-san said. "For Japan, we had this weapon of hybrid vehicles, so with the hybrid vehicles, we were able to reduce 23 per cent of CO2 emissions in the same [time], and it was the only country that was able to achieve that." Toyoda-san added that his company has produced and delivered upwards of 27 million hybrids to date, and claimed that figure was "equivalent to nine million BEVs in terms of the contribution to carbon neutrality". "The hybrids that we made and sold had the same impact as nine million BEVs on the road, but if we were to make nine million BEVs in [Japan] it would have actually increased the CO2 emissions, not reduced, because we are relying on thermal powerplants." Despite that, Toyoda-san reaffirmed that HEVs aren't the only way forward, pointing to Toyota's continued development of internal combustion petrol and diesel engines (ICEs), as well as EVs, plug-in hybrids (PHEVs) and hydrogen fuel-cell electric vehicles (FCEVs). Toyota recently revealed the next-generation RAV4 mid-size SUV (above), which will be the brand's first PHEV in Australia. The Mirai FCEV is currently being used by corporate fleets and government partners locally via very limited leases, too. The Japanese auto giant is also part of an alliance with Subaru and Mazda to develop lower-emission ICEs into the future. "I think we shouldn't just focus on [BEV] … but we should look at all the options that we have and work in all directions," Toyoda-san said. "That will be similar to thinking as a person of the planet, not just from one perspective, but thinking about the whole planet, and then we can think about the various options and take the movements to reduce CO2 as much as possible. "I believe if everyone can support this way of thinking, it will be for the benefit of all the stakeholders too." MORE: Toyota RAV4, Corolla, Camry, Corolla Cross, Kluger go hybrid-only in AustraliaMORE: 2026 Toyota RAV4 gets fresh design, tech plus PHEV power for AustraliaMORE: Toyota, Mazda and Subaru commit to petrol power with new enginesMORE: Everything Toyota Content originally sourced from:


West Australian
16 hours ago
- West Australian
Sunjay Kapur: Prince William's close friend dies after swallowing bee
Prince William is grieving the death of his longtime friend after the billionaire businessman died suddenly during a polo match. Sunjay Kapur, who was the chairman of car parts company Sona Comstar, was at the match in Windsor, England when he collapsed after swallowing a bee, The Mirror reports. It is believed the bee stung Mr Kapur in his mouth, triggering an anaphylactic shock and heart attack. 'He was full of life, laughing, joking, then gone in an instant,' one insider said. The Telegraph reports he was on the field at Guards Polo Club when he lost consciousness during a break in play. 'He didn't distinguish between his grooms or high net worth friends,' a friend told The Telegraph. 'When he had a party, everyone was invited and everyone was equal.' Mr Kapur, who is Indian and British educated, had hours earlier paid tribute to those who lost their lives in the Air India crash. 'Terrible news of the tragic Air India crash in Ahmedabad. My thoughts and prayers are with all the families affected. May they find strength in this difficult hour,' he wrote in his final post on social media. His company announced his passing on social media saying he was a 'devoted father, a mentor to many, and a tireless advocate for India's manufacturing and mobility sectors'. Mr Kapur, who was well known to be friendly with the royal family and was an avid polo player, was competing in the Queen's Cup polo tournament before his death. His net worth is estimated to be at $1.2b. He graduated from the University of Buckingham and took over Sona Comstar in 2015 after the death of his father Surinder Kapur. His marriage to Bollywood star Karisma Kapooor ended in acrimony. He leaves behind a son from his second marriage, to Priya Sachdev. Prince William has not yet commented on Mr Kapur's death.


Perth Now
16 hours ago
- Perth Now
Prince William's billionaire friend dies in bee tragedy
Prince William is grieving the death of his longtime friend after the billionaire businessman died suddenly during a polo match. Sunjay Kapur, who was the chairman of car parts company Sona Comstar, was at the match in Windsor, England when he collapsed after swallowing a bee, The Mirror reports. It is believed the bee stung Mr Kapur in his mouth, triggering an anaphylactic shock and heart attack. 'He was full of life, laughing, joking, then gone in an instant,' one insider said. The Telegraph reports he was on the field at Guards Polo Club when he lost consciousness during a break in play. 'He didn't distinguish between his grooms or high net worth friends,' a friend told The Telegraph. 'When he had a party, everyone was invited and everyone was equal.' Mr Kapur, who is Indian and British educated, had hours earlier paid tribute to those who lost their lives in the Air India crash. 'Terrible news of the tragic Air India crash in Ahmedabad. My thoughts and prayers are with all the families affected. May they find strength in this difficult hour,' he wrote in his final post on social media. His company announced his passing on social media saying he was a 'devoted father, a mentor to many, and a tireless advocate for India's manufacturing and mobility sectors'. Mr Kapur, who was well known to be friendly with the royal family and was an avid polo player, was competing in the Queen's Cup polo tournament before his death. His net worth is estimated to be at $1.2b. He graduated from the University of Buckingham and took over Sona Comstar in 2015 after the death of his father Surinder Kapur. His marriage to Bollywood star Karisma Kapooor ended in acrimony. He leaves behind a son from his second marriage, to Priya Sachdev. Prince William has not yet commented on Mr Kapur's death.