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.
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.”
UAE currency: the story behind the money in your pockets
Fixtures
Sunday, December 8, Sharjah Cricket Stadium – UAE v USA
Monday, December 9, Sharjah Cricket Stadium – USA v Scotland
Wednesday, December 11, Sharjah Cricket Stadium – UAE v Scotland
Thursday, December 12, ICC Academy, Dubai – UAE v USA
Saturday, December 14, ICC Academy, Dubai – USA v Scotland
Sunday, December 15, ICC Academy, Dubai – UAE v Scotland
Note: All matches start at 10am, admission is free
500 People from Gaza enter France
115 Special programme for artists
25 Evacuation of injured and sick
Labour dispute
The insured employee may still file an ILOE claim even if a labour dispute is ongoing post termination, but the insurer may suspend or reject payment, until the courts resolve the dispute, especially if the reason for termination is contested. The outcome of the labour court proceedings can directly affect eligibility.
- Abdullah Ishnaneh, Partner, BSA Law
The specs
Engine: 4.0-litre V8 twin-turbocharged and three electric motors
Power: Combined output 920hp
Torque: 730Nm at 4,000-7,000rpm
Transmission: 8-speed dual-clutch automatic
Fuel consumption: 11.2L/100km
On sale: Now, deliveries expected later in 2025
Price: expected to start at Dh1,432,000
COMPANY%20PROFILE
%3Cp%3E%3Cstrong%3ECompany%20name%3A%3C%2Fstrong%3E%20Switch%20Foods%3Cbr%3E%3Cstrong%3EStarted%3A%3C%2Fstrong%3E%202022%3Cbr%3E%3Cstrong%3EFounder%3A%3C%2Fstrong%3E%20Edward%20Hamod%3Cbr%3E%3Cstrong%3EBased%3A%3C%2Fstrong%3E%20Abu%20Dhabi%2C%20UAE%3Cbr%3E%3Cstrong%3EIndustry%3A%3C%2Fstrong%3E%20Plant-based%20meat%20production%3Cbr%3E%3Cstrong%3ENumber%20of%20employees%3A%3C%2Fstrong%3E%2034%3Cbr%3E%3Cstrong%3EFunding%3A%3C%2Fstrong%3E%20%246.5%20million%3Cbr%3E%3Cstrong%3EFunding%20round%3A%3C%2Fstrong%3E%20Seed%3Cbr%3E%3Cstrong%3EInvestors%3A%3C%2Fstrong%3E%20Based%20in%20US%20and%20across%20Middle%20East%3C%2Fp%3E%0A
The Specs:
The Specs:
Engine: 2.9-litre, V6 twin-turbo
Transmission: 8-speed automatic
Power: 444bhp
Torque: 600Nm
Price: AED 356,580 incl VAT
On sale: now.
Killing of Qassem Suleimani
The biog
Fatima Al Darmaki is an Emirati widow with three children
She has received 46 certificates of appreciation and excellence throughout her career
She won the 'ideal mother' category at the Minister of Interior Awards for Excellence
Her favourite food is Harees, a slow-cooked porridge-like dish made from boiled wheat berries mixed with chicken
Company%20profile%20
%3Cp%3E%3Cstrong%3EName%3A%20%3C%2Fstrong%3EYodawy%3Cbr%3E%3Cstrong%3EBased%3A%3C%2Fstrong%3E%20Egypt%3Cbr%3E%3Cstrong%3EFounders%3A%20%3C%2Fstrong%3EKarim%20Khashaba%2C%20Sherief%20El-Feky%20and%20Yasser%20AbdelGawad%3Cstrong%3E%3Cbr%3ESector%3A%20%3C%2Fstrong%3EHealthTech%3Cbr%3E%3Cstrong%3ETotal%20funding%3A%20%3C%2Fstrong%3E%2424.5%20million%3Cbr%3E%3Cstrong%3EInvestors%3A%20%3C%2Fstrong%3EAlgebra%20Ventures%2C%20Global%20Ventures%2C%20MEVP%20and%20Delivery%20Hero%20Ventures%2C%20among%20others%3Cstrong%3E%3Cbr%3ENumber%20of%20employees%3A%3C%2Fstrong%3E%20500%3Cbr%3E%3C%2Fp%3E%0A
Company: Instabug
Founded: 2013
Based: Egypt, Cairo
Sector: IT
Employees: 100
Stage: Series A
Investors: Flat6Labs, Accel, Y Combinator and angel investors
The Sand Castle
Director: Matty Brown
Stars: Nadine Labaki, Ziad Bakri, Zain Al Rafeea, Riman Al Rafeea
Rating: 2.5/5
Dhadak 2
Director: Shazia Iqbal
Starring: Siddhant Chaturvedi, Triptii Dimri
Rating: 1/5
Killing of Qassem Suleimani
MISSION: IMPOSSIBLE – FINAL RECKONING
Director: Christopher McQuarrie
Starring: Tom Cruise, Hayley Atwell, Simon Pegg
Rating: 4/5
if you go
Getting there
Etihad (Etihad.com), Emirates (emirates.com) and Air France (www.airfrance.com) fly to Paris’ Charles de Gaulle Airport, from Abu Dhabi and Dubai respectively. Return flights cost from around Dh3,785. It takes about 40 minutes to get from Paris to Compiègne by train, with return tickets costing €19. The Glade of the Armistice is 6.6km east of the railway station.
Staying there
On a handsome, tree-lined street near the Chateau’s park, La Parenthèse du Rond Royal (laparenthesedurondroyal.com) offers spacious b&b accommodation with thoughtful design touches. Lots of natural woods, old fashioned travelling trunks as decoration and multi-nozzle showers are part of the look, while there are free bikes for those who want to cycle to the glade. Prices start at €120 a night.
More information: musee-armistice-14-18.fr ; compiegne-tourisme.fr; uk.france.fr
Killing of Qassem Suleimani
