Beautiful Virgin Islands

Friday, May 15, 2026

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
The Great Western Exit: Why Best Citizens Are Fleeing the Rich World [PODCAST]
The New Robber Barons of Intelligence: Are AI Bosses More Powerful Than Rockefeller?
The End of the Old Order [Podcast]
Britain’s Democracy Is Now a Costume
The AI Gold Rush Is Coming for America’s Last Open Spaces [Podcast]
The Pentagon’s AI Squeeze: Eight Tech Giants Get In, Anthropic Gets Shut Out [Podcast]
The War Map: Professor Jiang’s Dark Theory of Iran, Trump, China, Russia, Israel, and the Coming Global Shock [Podcast]
Labour Is No Longer a National Party [Podcast]
AI Isn’t Stealing Your Job. It’s Dismantling It Piece by Piece.
Lawyers vs Engineers: Why China Builds While America Litigates [Podcast]
Churchill’s Glass: The Drunk, the Doctor, and the Myth Britain Refuses to Sober Up From
Apple issues an unusual warning: this is how your iPhone can be hacked without you doing anything
The Met Gala Meets the Age of Billionaire Backlash
Russian Oligarch’s Superyacht Crosses Hormuz via Iran-Controlled Route
Gunfire Disrupts White House Correspondents’ Dinner as Trump Is Evacuated
A Leak, a King, and a Fracturing Alliance
Inside the Gates Foundation Turmoil: Layoffs, Scrutiny, and the Cost of Reputational Risk
UK Biobank Breach Exposes Health Data of 500,000, Listed for Sale on Chinese Platform
KPMG Cuts Around 10% of US Audit Partners After Failed Exit Push
French Police Probe Suspected Weather-Data Tampering After Unusual Polymarket Bets on Paris Temperatures
News Roundup
Microsoft lost 2.5 millions users (French government) to Linux
Privacy Problems in Microsoft Windows OS
News roundup
Péter András Magyar and the Strategic Reset of Hungary
Hungary After the Landslide — A Strategic Reset in Europe
×