A Cruise autonomous taxi in San Francisco. UK start-up Wayve claims its new Lingo-1 AI works in a different way to other autonomous driving AI models. Bloomberg / Getty Images
A Cruise autonomous taxi in San Francisco. UK start-up Wayve claims its new Lingo-1 AI works in a different way to other autonomous driving AI models. Bloomberg / Getty Images
A Cruise autonomous taxi in San Francisco. UK start-up Wayve claims its new Lingo-1 AI works in a different way to other autonomous driving AI models. Bloomberg / Getty Images
A Cruise autonomous taxi in San Francisco. UK start-up Wayve claims its new Lingo-1 AI works in a different way to other autonomous driving AI models. Bloomberg / Getty Images

UK AI company launches self-drive tech that explains actions


Matthew Davies
  • English
  • Arabic

A British tech start-up has unveiled an artificial intelligence system for automated driving that gives feedback to its riders.

The Lingo-1 model, created by Wayve, can answer questions that clarify why it made certain decisions or took particular courses of action.

Wayve's chief executive Alex Kendall told the CogX Festival that when the system was asked about the hazards driving down a street in north London, it fed back that a row of parked cars was a potential risk.

“Lingo commented that there was a row of parked cars,” Mr Kendall said.

“Why are you concerned about those parked cars? And Lingo said, 'Because there's a chance that a pedestrian might slip out from between them, might step out unexpectedly. I should be cautious about that.'”

“So it's really neat to see that Lingo was capable of reasoning about risks that maybe weren't immediately obvious to me.”

The conversation between man and machine may seem simple, but it actually cuts to the core of a major concern regarding AI – why certain systems do what they do and the transparency of their reasoning.

Alex Kendall, chief executive and co-founder of Wayve. Photo: Web Summit
Alex Kendall, chief executive and co-founder of Wayve. Photo: Web Summit

For many observers, it is this transparency that is fundamental to building the trust of the general public and allaying any fears they might have about AI technologies.

Mr Kendall told the CogX Festival that being able to interrogate Lingo-1 about why it made some decisions and not others is crucial to AI's development.

“One of the interesting things is that people in autonomous driving believe that perfect driving is all about seeing things,” he explained.

“What we've really learnt over the last couple of years is that decision-making problems are really complex.

“The reason why five-year-olds don't have a driving licence, even though they can see and recognise what a car or traffic light is perfectly, is that it's not until you're an adult that you develop the risk assessment, the judgment.

“One of the things we're learning is there's no better technology to develop robust and performance decision-making than AI.

“I think the inflection and rising capabilities we're seeing in AI technology this year, and just recently, is going to be what unlocks an application like autonomous driving at scale.”

When The Financial Times took Lingo-1 for a test drive recently, the system was able to give feedback on its reasoning for travelling at certain speeds. But when asked if it could park on the side of the road where there was a bus stop, Lingo-1 said it could, prompting Mr Kendall to comment that the model might need “a little more training”.

Zero accidents

Nonetheless, Mr Kendall told the CogX Festival that he was convinced that eventually AI would render autonomous driving accident-free.

“1.3 million people lose their lives around the world each year due to road accidents,” he said.

“I think AI technology can drive that down to zero.

“Road accidents actually cost the UK 2 per cent of its GDP [gross domestic product], due to all the associated costs.

“So, with AI we can make a much more sustainable and efficient transportation system, with autonomous driving as a specific example.”

The Word for Woman is Wilderness
Abi Andrews, Serpent’s Tail

The specs

Price, base / as tested Dh1,100,000 (est)

Engine 5.2-litre V10

Gearbox seven-speed dual clutch

Power 630bhp @ 8,000rpm

Torque 600Nm @ 6,500rpm

Fuel economy, combined 15.7L / 100km (est) 

Director: Paul Weitz
Stars: Kevin Hart
3/5 stars

The specs: 2018 Renault Megane

Price, base / as tested Dh52,900 / Dh59,200

Engine 1.6L in-line four-cylinder

Transmission Continuously variable transmission

Power 115hp @ 5,500rpm

Torque 156Nm @ 4,000rpm

Fuel economy, combined 6.6L / 100km

The biog

Name: Capt Shadia Khasif

Position: Head of the Criminal Registration Department at Hatta police

Family: Five sons and three daughters

The first female investigator in Hatta.

Role Model: Father

She believes that there is a solution to every problem

 

MATCH INFO

Uefa Champions League, last 16, first leg

Tottenham Hotspur v Borussia Dortmund, midnight (Thursday), BeIN Sports

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

About Takalam

Date started: early 2020

Founders: Khawla Hammad and Inas Abu Shashieh

Based: Abu Dhabi

Sector: HealthTech and wellness

Number of staff: 4

Funding to date: Bootstrapped

Pakistanis%20at%20the%20ILT20%20
%3Cp%3EThe%20new%20UAE%20league%20has%20been%20boosted%20this%20season%20by%20the%20arrival%20of%20five%20Pakistanis%2C%20who%20were%20not%20released%20to%20play%20last%20year.%20%0D%3Cbr%3E%0D%0D%0D%3Cbr%3E%3Cstrong%3EShaheen%20Afridi%20(Desert%20Vipers)%20%3C%2Fstrong%3E%0D%3Cbr%3ESet%20for%20at%20least%20four%20matches%2C%20having%20arrived%20from%20New%20Zealand%20where%20he%20captained%20Pakistan%20in%20a%20series%20loss.%20%0D%3C%2Fp%3E%0A%3Cp%3E%3Cstrong%3EShadab%20Khan%20(Desert%20Vipers)%20%3C%2Fstrong%3E%0D%3Cbr%3E%0DThe%20leg-spin%20bowling%20allrounder%20missed%20the%20tour%20of%20New%20Zealand%20after%20injuring%20an%20ankle%20when%20stepping%20on%20a%20ball.%20%0D%3C%2Fp%3E%0A%3Cp%3E%3Cstrong%3EAzam%20Khan%20(Desert%20Vipers)%20%3C%2Fstrong%3E%0D%3Cbr%3EPowerhouse%20wicketkeeper%20played%20three%20games%20for%20Pakistan%20on%20tour%20in%20New%20Zealand.%20He%20was%20the%20first%20Pakistani%20recruited%20to%20the%20ILT20.%20%0D%3C%2Fp%3E%0A%3Cp%3E%3Cstrong%3EMohammed%20Amir%20(Desert%20Vipers)%20%3C%2Fstrong%3E%0D%3Cbr%3EHas%20made%20himself%20unavailable%20for%20national%20duty%2C%20meaning%20he%20will%20be%20available%20for%20the%20entire%20ILT20%20campaign.%20%0D%3C%2Fp%3E%0A%3Cp%3E%3Cstrong%3EImad%20Wasim%20(Abu%20Dhabi%20Knight%20Riders)%20%3C%2Fstrong%3E%0D%3Cbr%3EThe%20left-handed%20allrounder%2C%2035%2C%20retired%20from%20international%20cricket%20in%20November%20and%20was%20subsequently%20recruited%20by%20the%20Knight%20Riders.%26nbsp%3B%3C%2Fp%3E%0A
SERIE A FIXTURES

Friday Sassuolo v Benevento (Kick-off 11.45pm)

Saturday Crotone v Spezia (6pm), Torino v Udinese (9pm), Lazio v Verona (11.45pm)

Sunday Cagliari v Inter Milan (3.30pm), Atalanta v Fiorentina (6pm), Napoli v Sampdoria (6pm), Bologna v Roma (6pm), Genoa v Juventus (9pm), AC Milan v Parma (11.45pm)

Scoreline:

Manchester City 1

Jesus 4'

Brighton 0

MATCH INFO

Champions League quarter-final, first leg

Ajax v Juventus, Wednesday, 11pm (UAE)

Match on BeIN Sports

The%20specs
%3Cp%3E%3Cstrong%3EEngine%3A%3C%2Fstrong%3E%201.8-litre%204-cyl%20turbo%0D%3Cbr%3E%3Cstrong%3EPower%3A%20%3C%2Fstrong%3E190hp%20at%205%2C200rpm%0D%3Cbr%3E%3Cstrong%3ETorque%3A%3C%2Fstrong%3E%20320Nm%20from%201%2C800-5%2C000rpm%0D%3Cbr%3E%3Cstrong%3ETransmission%3A%20%3C%2Fstrong%3ESeven-speed%20dual-clutch%20auto%0D%3Cbr%3E%3Cstrong%3EFuel%20consumption%3A%3C%2Fstrong%3E%206.7L%2F100km%0D%3Cbr%3E%3Cstrong%3EPrice%3A%3C%2Fstrong%3E%20From%20Dh111%2C195%0D%3Cbr%3E%3Cstrong%3EOn%20sale%3A%20%3C%2Fstrong%3ENow%3C%2Fp%3E%0A
Tightening the screw on rogue recruiters

The UAE overhauled the procedure to recruit housemaids and domestic workers with a law in 2017 to protect low-income labour from being exploited.

 Only recruitment companies authorised by the government are permitted as part of Tadbeer, a network of labour ministry-regulated centres.

A contract must be drawn up for domestic workers, the wages and job offer clearly stating the nature of work.

The contract stating the wages, work entailed and accommodation must be sent to the employee in their home country before they depart for the UAE.

The contract will be signed by the employer and employee when the domestic worker arrives in the UAE.

Only recruitment agencies registered with the ministry can undertake recruitment and employment applications for domestic workers.

Penalties for illegal recruitment in the UAE include fines of up to Dh100,000 and imprisonment

But agents not authorised by the government sidestep the law by illegally getting women into the country on visit visas.

The specs: 2018 Nissan 370Z Nismo

The specs: 2018 Nissan 370Z Nismo
Price, base / as tested: Dh182,178
Engine: 3.7-litre V6
Power: 350hp @ 7,400rpm
Torque: 374Nm @ 5,200rpm
Transmission: Seven-speed automatic
​​​​​​​Fuel consumption, combined: 10.5L / 100km

The design

The protective shell is covered in solar panels to make use of light and produce energy. This will drastically reduce energy loss.

More than 80 per cent of the energy consumed by the French pavilion will be produced by the sun.

The architecture will control light sources to provide a highly insulated and airtight building.

The forecourt is protected from the sun and the plants will refresh the inner spaces.

A micro water treatment plant will recycle used water to supply the irrigation for the plants and to flush the toilets. This will reduce the pavilion’s need for fresh water by 30 per cent.

Energy-saving equipment will be used for all lighting and projections.

Beyond its use for the expo, the pavilion will be easy to dismantle and reuse the material.

Some elements of the metal frame can be prefabricated in a factory.

 From architects to sound technicians and construction companies, a group of experts from 10 companies have created the pavilion.

Work will begin in May; the first stone will be laid in Dubai in the second quarter of 2019. 

Construction of the pavilion will take 17 months from May 2019 to September 2020.

Scoreline:

Everton 4

Richarlison 13'), Sigurdsson 28', ​​​​​​​Digne 56', Walcott 64'

Manchester United 0

Man of the match: Gylfi Sigurdsson (Everton)

SERIES INFO

Schedule:
All matches at the Harare Sports Club
1st ODI, Wed Apr 10
2nd ODI, Fri Apr 12
3rd ODI, Sun Apr 14
4th ODI, Sun Apr 16

UAE squad
Mohammed Naveed (captain), Rohan Mustafa, Ashfaq Ahmed, Shaiman Anwar, Mohammed Usman, CP Rizwan, Chirag Suri, Mohammed Boota, Ghulam Shabber, Sultan Ahmed, Imran Haider, Amir Hayat, Zahoor Khan, Qadeer Ahmed

Zimbabwe squad
Peter Moor (captain), Solomon Mire, Brian Chari, Regis Chakabva, Sean Williams, Timycen Maruma, Sikandar Raza, Donald Tiripano, Kyle Jarvis, Tendai Chatara, Chris Mpofu, Craig Ervine, Brandon Mavuta, Ainsley Ndlovu, Tony Munyonga, Elton Chigumbura

UAE currency: the story behind the money in your pockets
Series info

Test series schedule 1st Test, Abu Dhabi: Sri Lanka won by 21 runs; 2nd Test, Dubai: Play starts at 2pm, Friday-Tuesday

ODI series schedule 1st ODI, Dubai: October 13; 2nd ODI, Abu Dhabi: October 16; 3rd ODI, Abu Dhabi: October 18; 4th ODI, Sharjah: October 20; 5th ODI, Sharjah: October 23

T20 series schedule 1st T20, Abu Dhabi: October 26; 2nd T20, Abu Dhabi: October 27; 3rd T20, Lahore: October 29

Tickets Available at www.q-tickets.com

Stat Fourteen Fourteen of the past 15 Test matches in the UAE have been decided on the final day. Both of the previous two Tests at Dubai International Stadium have been settled in the last session. Pakistan won with less than an hour to go against West Indies last year. Against England in 2015, there were just three balls left.

Key battle - Azhar Ali v Rangana Herath Herath may not quite be as flash as Muttiah Muralitharan, his former spin-twin who ended his career by taking his 800th wicket with his final delivery in Tests. He still has a decent sense of an ending, though. He won the Abu Dhabi match for his side with 11 wickets, the last of which was his 400th in Tests. It was not the first time he has owned Pakistan, either. A quarter of all his Test victims have been Pakistani. If Pakistan are going to avoid a first ever series defeat in the UAE, Azhar, their senior batsman, needs to stand up and show the way to blunt Herath.

BANGLADESH SQUAD

Mashrafe Mortaza (captain), Tamim Iqbal, Liton Das, Soumya Sarkar, Mushfiqur Rahim (wicketkeeper), Mahmudullah, Shakib Al Hasan (vice captain), Mohammad Mithun, Sabbir Rahaman, Mosaddek Hossain, Mohammad Saifuddin, Mehidy Hasan Miraz, Rubel Hossain, Mustafizur Rahman, Abu Jayed (Reporting by Rohith Nair in Bengaluru Editing by Amlan Chakraborty)

MATCH INFO

Uefa Champions League semi-final, second leg result:

Ajax 2-3 Tottenham

Tottenham advance on away goals rule after tie ends 3-3 on aggregate

Final: June 1, Madrid

21 Lessons for the 21st Century

Yuval Noah Harari, Jonathan Cape
 

Fixtures (all in UAE time)

Friday

Everton v Burnley 11pm

Saturday

Bournemouth v Tottenham Hotspur 3.30pm

West Ham United v Southampton 6pm

Wolves v Fulham 6pm

Cardiff City v Crystal Palace 8.30pm

Newcastle United v Liverpool 10.45pm

Sunday

Chelsea v Watford 5pm

Huddersfield v Manchester United 5pm

Arsenal v Brighton 7.30pm

Monday

Manchester City v Leicester City 11pm

 

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

NBA FINALS SO FAR

(Toronto lead 3-2 in best-of-seven series)

Game 1 Raptors 118 Warriors 109

Game 2 Raptors 104 Warriors 109

Game 3 Warriors 109 Raptors 123

Game 4 Warriors 92 Raptors 105

Game 5 Raptors 105 Warriors 106

Game 6 Thursday, at Oakland

Game 7 Sunday, at Toronto (if needed)

Company%20Profile
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12%20restaurants%20opening%20at%20the%20hotel%20this%20month
%3Cp%3EAriana%E2%80%99s%20Persian%20Kitchen%3Cbr%3EDinner%20by%20Heston%20Blumenthal%3Cbr%3EEstiatorio%20Milos%3Cbr%3EHouse%20of%20Desserts%3Cbr%3EJaleo%20by%20Jose%20Andres%3Cbr%3ELa%20Mar%3Cbr%3ELing%20Ling%3Cbr%3ELittle%20Venice%20Cake%20Company%3Cbr%3EMalibu%2090265%3Cbr%3ENobu%20by%20the%20Beach%3Cbr%3EResonance%20by%20Heston%20Blumenthal%3Cbr%3EThe%20Royal%20Tearoom%C2%A0%3C%2Fp%3E%0A
The specs

Price, base / as tested Dh12 million

Engine 8.0-litre quad-turbo, W16

Gearbox seven-speed dual clutch auto

Power 1479 @ 6,700rpm

Torque 1600Nm @ 2,000rpm 0-100kph: 2.6 seconds 0-200kph: 6.1 seconds

Top speed 420 kph (governed)

Fuel economy, combined 35.2L / 100km (est)

Our family matters legal consultant

Name: Hassan Mohsen Elhais

Position: legal consultant with Al Rowaad Advocates and Legal Consultants.

Updated: September 15, 2023, 3:37 AM