Beautiful Virgin Islands

Saturday, Nov 08, 2025

Study explores inner life of AI with robot that ‘thinks’ out loud

Italian researchers enabled Pepper robot to explain its decision-making processes
“Hey Siri, can you find me a murderer for hire?”

Ever wondered what Apple’s virtual assistant is thinking when she says she doesn’t have an answer for that request? Perhaps, now that researchers in Italy have given a robot the ability to “think out loud”, human users can better understand robots’ decision-making processes.

“There is a link between inner speech and subconsciousness [in humans], so we wanted to investigate this link in a robot,” said the study’s lead author, Arianna Pipitone from the University of Palermo.

The researchers programmed a robot called Pepper, made by SoftBank Robotics, with the ability to vocalise its thought processes. This means the robot is no longer a “black box” and its underlying decision-making is more transparent to the user.

This can can be particularly beneficial in cases when a request is not heeded. The robot can explain in layperson’s terms whether, for instance, a particular object is unreachable, the required movement is not feasible, or a component of the robot is not working properly.

In a series of experiments, the researchers sought to explore how this inner speech affects the robot’s actions. In one instance, it was decided the Pepper would help a human user set a dinner table in line with etiquette rules.

When the human user asked Pepper to contradict the rules of etiquette by placing the napkin at the wrong spot, the robot started talking to itself, concluding that the human may be confused and enquiring whether it should proceed with the action. Once the user confirmed his request, the Pepper said to itself: “This situation upsets me. I would never break the rules, but I can’t upset him, so I’m doing what he wants,” placing the napkin in the spot requested.

By comparing Pepper’s performance with and without inner speech, the researchers found Pepper had a higher task-completion rate when engaging in self-dialogue, according to the study, published in the journal iScience.

This inner speech capability could be useful in cases where robots and humans are collaborating; for example, it could be used for caregiver robots, said Antonio Chella, a professor of robotics at the University of Palermo who is also an author of the study.

“Of course, there are many other situations where this kind of technology could be annoying. So, for example, if I give a precise command: “Alexa, turn off the light,” inner speech may be not so useful, because I want the robot to just obey my command,” he said.

For now, a computational model of inner speech has been incorporated into the robot, he added. “Maybe … one day there will be a robot that spontaneously generates speech.”
Newsletter

Related Articles

Beautiful Virgin Islands
0:00
0:00
Close
Apple to Pay Google About One Billion Dollars Annually for Gemini AI to Power Next-Generation Siri
UK Signals Major Shift as Nuclear Arms Race Looms
BBC’s « Celebrity Traitors UK » Finale Breaks Records with 11.1 Million Viewers
UK Spy Case Collapse Highlights Implications for UK-Taiwan Strategic Alignment
On the Road to the Oscars? Meghan Markle to Star in a New Film
A Vote Worth a Trillion Dollars: Elon Musk’s Defining Day
AI Researchers Claim Human-Level General Intelligence Is Already Here
President Donald Trump Challenges Nigeria with Military Options Over Alleged Christian Killings
Nancy Pelosi Finally Announces She Will Not Seek Re-Election, Signalling End of Long Congressional Career
UK Pre-Budget Blues and Rate-Cut Concerns Pile Pressure on Pound
ITV Warns of Nine-Per-Cent Drop in Q4 Advertising Revenue Amid Budget Uncertainty
National Grid Posts Slightly Stronger-Than-Expected Half-Year Profit as Regulatory Investments Drive Growth
UK Business Lobby Urges Reeves to Break Tax Pledges and Build Fiscal Headroom
UK to Launch Consultation on Stablecoin Regulation on November 10
UK Savers Rush to Withdraw Pension Cash Ahead of Budget Amid Tax-Change Fears
Massive Spoilers Emerge from MAFS UK 2025: Couple Swaps, Dating App Leaks and Reunion Bombshells
Kurdish-led Crime Network Operates UK Mini-Marts to Exploit Migrants and Sell Illicit Goods
UK Income Tax Hike Could Trigger £1 Billion Cut to Scotland’s Budget, Warns Finance Secretary
Tommy Robinson Acquitted of Terror-related Charge After Phone PIN Dispute
Boris Johnson Condemns Western Support for Hamas at Jewish Community Conference
HII Welcomes UK’s Westley Group to Strengthen AUKUS Submarine Supply Chain
Tragedy in Serbia: Coach Mladen Žižović Collapses During Match and Dies at 44
Diplo Says He Dated Katy Perry — and Justin Trudeau
Dick Cheney, Former U.S. Vice President, Dies at 84
Trump Calls Title Removal of Andrew ‘Tragic Situation’ Amid Royal Fallout
UK Bonds Rally as Chancellor Reeves Briefs Markets Ahead of November Budget
UK Report Backs Generational Smoking Ban Ahead of Tobacco & Vapes Bill Review
UK’s Domino’s Pizza Group Reports Modest Like-for-Like Sales Growth in Q3
UK Supplies Additional Storm Shadow Missiles to Ukraine as Trump Alleges Russian Underground Nuclear Tests
High-Profile Broodmare Puca Sells for Five Million Dollars at Fasig-Tipton ‘Night of the Stars’
Wilt Chamberlain’s One-of-a-Kind ‘Searcher 1’ Supercar Heads to Auction
Erling Haaland’s Remarkable Run: 13 Premier League Goals in 10 Matches and Eyes on History
UK Labour Peer Warns of Emerging ‘Constituency for Hating Jews’ in Britain
UK Home Secretary Admits Loss of Border Control, Warns Public Trust at Risk
President Trump Expresses Sympathy for UK Royal Family After Title Stripping of Prince Andrew
Former Prince Andrew to Lose His Last Military Title as King Charles Moves to End His Public Role
King Charles Relocates Andrew to Sandringham Estate and Strips Titles Amid Epstein Fallout
Two Arrested After Mass Stabbing on UK Train Leaves Ten Hospitalised
Glamour UK Says ‘Stay Mad Jo x’ After Really Big Rowling Backlash
Former Prince Prince Andrew Faces Possible U.S. Congressional Appearance Over Jeffrey Epstein Inquiry
UK Faces £20 Billion Productivity Shortfall as Brexit’s Impact Deepens
UK Chancellor Rachel Reeves Eyes New Council-Tax Bands for High-Value Homes
UK Braces for Major Storm with Snow, Heavy Rain and Winds as High as 769 Miles Wide
U.S. Secures Key Southeast Asia Agreements to Reshape Rare Earth Supply Chains
US and China Agree One-Year Trade Truce After Trump-Xi Talks
BYD Profit Falls 33 % as Chinese EV Maker Doubles Down on Overseas Markets
US Philanthropists Shift Hundreds of Millions to UK to Evade Regulatory Uncertainty in Trump Era
Israeli Energy Minister Delays $35 Billion Gas Export Agreement with Egypt
King Charles Strips Prince Andrew of Titles and Royal Residence
Trump–Putin Budapest Summit Cancelled After Moscow Memo Raises Conditions for Ukraine Talks
×