London Daily

Focus on the big picture.
Saturday, Mar 28, 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

0:00
0:00
Close
Fresh Claims Emerge Over Harry and Meghan’s Australia Visit as Insider Speaks Out
NATO Assessment Indicates UK Defence Spending Has Fallen Below Alliance Average
FTSE 100 Slips as Middle East Tensions Weigh on Investor Sentiment
UK Economy Begins to Feel Early Impact of Iran Conflict as Policy Challenges Intensify
Russian National Jailed in UK After Assault Case Linked to Barron Trump’s Alert
Energy Price Surge Accelerates Shift Away from Fossil Fuels in UK Homes
UK Museums House More Than 260,000 Human Remains, New Report Reveals
Surging UK Gilt Yields Reflect Inflation Pressures and Fiscal Uncertainty
UK Issues Updated Guidance on Children’s Screen Time with Focus on Balance and Wellbeing
UK Migration Figures Show Shifting Trends Across Asylum, Visas and Channel Crossings
UK Watchdog Launches Probe into Five Firms Over Alleged Fake Reviews and Ratings
Jaguar Land Rover Halts Production at UK Plant Amid Supplier Disruption
UK Police Reverse Position, Confirm Arrests Will Resume for Palestine Action Protests
UK Small Businesses Face Europe’s Steepest Cost Pressures, New Survey Reveals
US Envoy Urges UK to Proceed with King’s Visit Amid Diplomatic Sensitivities
FTSE 100 Drops Over One Percent as Middle East Tensions Weigh on Markets
UK CO2 Plant Set to Reopen as Authorities Move to Safeguard Supplies Amid Middle East Tensions
Trump Urges Stronger Defence Investment as He Questions Allied Naval Capabilities
New COVID Variant Detected in UK Raises Concerns Over Vaccine Effectiveness
FTSE Russell Moves to Standardise Free-Float Rules for UK and International Listings
HBO Max Launches in UK and Ireland, Marking Major Step in Global Streaming Expansion
UK Signals Readiness to Seize Russian ‘Shadow Fleet’ Vessels in Escalation of Sanctions Enforcement
Escalating Middle East Conflict Seen as Major Threat to UK Economic Stability
Early Challenges Mark Prince Harry and Meghan’s Australia Visit
UK Government Rejects Cover-Up Claims After Theft of Former PM Aide’s Phone
Cyprus Opens Strategic Talks with UK Over Sovereign Base Areas
UK Faces Risk of Sharp Inflation Surge Despite Stable Pre-Crisis Figures
UK Police Arrest Two Over Suspected Antisemitic Arson as Iran Link Investigated
UK Inflation Holds at Three Percent Ahead of Oil Price Shock from Iran Conflict
UK Fuel Prices Face Upward Pressure as Global Oil Trends Raise Cost Outlook
Girlguiding UK Sets September Deadline for Membership Policy Change Affecting Trans Participants
Germany and UK Accelerate Wind Power Expansion to Strengthen Energy Security
UK Moves to Ban Cryptocurrency Donations to Political Parties Over Foreign Influence Concerns
UK and Turkey Finalise Major Air Defence Agreement Worth Billions
Apple Introduces Mandatory Age Verification for iPhone Users in the UK
Diverging Views Emerge Over Meghan Markle’s Planned Australia Appearance
Trump Signals Frustration with UK Leadership Amid Diverging Approaches to Iran Conflict
UK Government Takes Control of Hunterston B as Landmark Nuclear Decommissioning Begins
UK Public Inflation Expectations Jump Sharply in March, Raising Pressure on Bank of England
UK Ministers Warn Expanded North Sea Drilling Would Deepen Exposure to Global Energy Volatility
Delayed UK Defence Investment Plan Leaves Suppliers Under Severe Financial Strain
Can Iran Strike the UK? Assessing the Real Military Threat as Conflict Escalates
Sanctioned Iranian Banker Linked to Luxury Marbella Villa Through UK Corporate Structure
Casey Bloys Navigates HBO Max UK Launch, Paramount Integration and Industry Buzz Over Netflix Meeting
Iran Conflict Sparks Sharp Turbulence in UK Mortgage Market, Reaching Pandemic-Era Disruption Levels
Major Donor Urges University of Kentucky to Reconsider Mitch Barnhart’s Post-Retirement Role
United Kingdom Moves to Lead International Effort to Reopen Strait of Hormuz
UK Police Investigate Targeted Attack on Jewish Ambulance Vehicles
UK Police Investigate Targeted Attack on Jewish Ambulance Vehicles
Senior UK Advocate Criticises Barnhart Retirement Appointment, Calls for Reconsideration
×