London Daily

Focus on the big picture.
Sunday, Oct 25, 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
Department for Environment Food and Rural Affairs Implements Stricter Water Quality Regulations for British Rivers
Welsh Government Launches Major Renewable Energy Initiative to Expand Offshore Wind Capacity Along the Coast
Northern Ireland Executive Reaches Final Agreement on Comprehensive Regional Infrastructure Modernization Plan
Office for National Statistics Reports Moderate Increase in British Retail Sales Driven by Autumn Discounts
Scottish First Minister Announces Emergency Housing Strategy to Tackle Severe Homelessness Across Urban Centers
Automotive Industry Leaders in the United Kingdom Urge Government Support for Electric Vehicle Manufacturing Transition
United Kingdom and European Union Initiate High-Level Negotiations on Post-Brexit Defense and Security Pact
National Health Service England Introduces Sweeping Digital Reforms to Reduce Hospital Waiting Lists Nationwide
Chancellor of the Exchequer Outlines Emergency Fiscal Measures to Address Local Government Funding Crises Across England
Bank of England Governor Warns of Persistent Inflation Pressures Impacting Interest Rate Decisions in the United Kingdom
UK Conservative Party Suspends Former Electoral Candidate Following Undercover Investigation
Actors and Writers Condemn British Anti Terror Legislation Targeting Activist Groups and Free Speech
Central Bank and Treasury Monitor Inflation Risks as International Monetary Fund Upgrades United Kingdom Growth Forecast
Storm Boelo Batters British Isles With Eighty Mile Per Hour Winds Causing Widespread Power Outages
British Intelligence Services and Technology Firms Partner to Counter Artificial Intelligence Enabled Cybersecurity Threats
UK Consumer Confidence Falls at Fastest Rate Since Brexit Vote as Cost of Living Intensifies
Chancellor John Healey Prepares Landmark Autumn Budget Focused on Devolution and Fiscal Rules
Northern Ireland Executive Ministers Reach Consensus on Shared Economic Development Priorities to Stimulate Regional Growth in Belfast
Department for Business and Trade Finalizes Conditional Support Package for Advanced Semiconductor Fabrication Facilities in Newport
Welsh Government Unveils Regional Industrial Development Strategy to Attract Green Energy Investment to South Wales Manufacturing Hubs
Foreign Secretary David Lammy Concludes Diplomatic Mission to European Capital Cities to Strengthen Post-Brexit Defense Cooperation
Department for Environment, Food and Rural Affairs Implements Stricter Regulatory Compliance Standards for Water Utilities Across England
Office for National Statistics Reports Moderate Wage Growth Stabilization and Resilient Employment Figures Across the United Kingdom
Scottish Government and Trade Union Representatives Reach Tentative Pay Agreement for Public Sector Transport Workers in Edinburgh
National Health Service England Announces Emergency Capital Funding Allocation to Reduce Winter Emergency Department Bottlenecks
Bank of England Monetary Policy Committee Signals Cautious Approach to Interest Rate Reductions Amid Persistent Inflation Pressures
British Prime Minister Keir Starmer and Treasury Officials Finalize Urgent Fiscal Adjustments Ahead of Upcoming National Budget
Tour de France Organizers Confirm Historic Grand Depart Featuring Edinburgh and Yorkshire Stages
National Cyber Security Centre Issues Urgent Alerts Following Global Security Vulnerability in Core Programming Software
Independent Energy Analysts Warn Great Britain Faces Highest Winter Power Tariffs in Europe
Major British Defense Contractors Commit to Delivering Forty Thousand New Apprenticeships and Training Placements
New Bradford Railway Station Infrastructure Project Approved to Transform Regional Transit Connectivity Across Northern England
Welsh Infrastructure Stakeholders Press Government for Accelerated Local Sourcing in Military and Uniform Manufacturing
Scottish Council Governance Crisis Triggers High-Court Legal Challenge Over Leadership Ouster Bid
High Street Bakery Chain Greggs Announces Major Factory Closures and Seven Hundred Job Cuts
Automotive Manufacturer Jaguar Land Rover Advances Advanced Defense Technology Partnership with European Allies
Treasury and Bank of England Officials Signal Persistent Concern Over Inflation-Driven Interest Rate Path
International Monetary Fund Upgrades United Kingdom Growth Forecast While Issuing Inflation Warnings
National Health Service Leaders Warn of Severe Capacity Pressures as Early Winter Respiratory Infections Surge
Government Issues Emergency Resilience Guidance Advising All British Citizens to Stockpile Essential Supplies
United Kingdom Private Sector Growth Beats Expectations in October Driven by Resilient Services and Manufacturing
Barclays to Cut Five Thousand Jobs in Major Artificial Intelligence Adoption and Cost-Cutting Overhaul
Piper Tomahawk Aircraft Crash Near Drymen in Stirling Claims Two Lives as Investigators Deploy
North Sea Transition Authority Approves Jackdaw Gas Field Production After Ministerial Authorization
Government Injects One Hundred and Forty Million Pounds to Expand Urgent Care Ahead of Winter Crisis
Department of Health Warns Further Pay Rises Will Derail National Health Service Waiting List Targets
Major Environmental Emergency Declared in South Wales Following Aerospace Kerosene Spill
Tank Barrel Production Returns to Britain as Defence Contractors Accelerate Domestic Rearmament
Government Approves Controversial Jackdaw Gasfield Development in the North Sea
National Health Service Maternity Safety Review Condemned Over Flawed Artificial Intelligence Integration
×