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Cities are learning to predict problems. The harder question is whether they can act on them.
By Eddie Cheng, Co-Founder and Chief Technology Officer of Origen
Ask whether a city can predict a problem before its residents feel it, and the honest answer in 2026 is yes. Weather models, satellite imagery and dense sensor networks can now tell a municipality which underpass will flood, which junction will lock up and which substation is running hot. Prediction is no longer the scarce capability. The real challenge is turning a prediction into a decision, and a decision into an action that physically changes what happens on the street. A forecast that cannot drive either is simply a more sophisticated way of watching things go wrong.
The pressure to close that gap is not abstract. The United Nations’ World Urbanization Prospects 2025 finds that cities are now home to 45 per cent of humanity, that nearly two-thirds of global population growth through 2050 will occur in urban areas, and that the number of megacities has quadrupled over the past five decades. At that scale, a management model that waits for a complaint before raising a work order is not merely slow; it is arithmetically outmatched. No control room will ever have enough people to respond to a city of ten million, one incident at a time.
Instrumented is not intelligent
Much of the past decade’s smart-city investments went into instrumentation: more sensors, cameras and dashboards. That work was necessary. But a sensor count is a procurement metric, not an intelligence metric. A city with 10,000 sensors and 40 dashboards is well instrumented, yet not intelligent. Intelligence begins when the data from those sensors can be reasoned over as a single picture and converted into an action that has physical impact.
Three transitions, and where most cities stall
In our work with municipalities, we describe the journey as three transitions. Most cities are still working on the first.
From invisible to visible. Most of what a city needs to know about itself already exists, but it is locked in silos: utilities in one system, construction permits in another, and resident records in PDFs and flat databases with no spatial depth. Each department monitors only its own part of the city, whether zoning, utilities or construction, while no one sees the whole picture. Bringing those records together in a single, spatially and temporally aligned three-dimensional model of the city is unglamorous work. It is also where much of the value is created, because a fact only becomes actionable once its location and timing are known.
From reactive to proactive. Once the whole scenario is understood, questions change. Rather than investigating after a storm why a district was underwater, a city can run a flood simulation on a proposed development before the first foundation is poured and change the design rather than the drainage budget.
From decision to action. This is the transition that matters most and is attempted the least. Consider utility corridors, for instance. A pipeline conflict discovered during excavation can delay a project by months. When the same conflict is detected in digital twins, stakeholders are alerted and the design change is pushed back into the engineering systems, it can be resolved before anyone lifts a shovel. The next generation of city command centres should not be judged by how many problems they surface, but by how many they close.
Two tests a beautiful rendering does not pass
This is why we build SpatialWare, our digital-twin operating system for cities, around two questions. First, is the twin computable? Many companies can produce a photorealistic three-dimensional city. The differentiating question is how much analysis can actually be performed using it, from flood hydraulics and infrastructure capacity to cross-domain impact and conflict detection. A twin you can only look at is a map with better lighting.
Second, is the twin alive? A model refreshed once a year is a monument to the city as it was. Keeping a twin current across thousands of square kilometres requires production pipelines that update only what has changed and automate tasks that were once done by hand, including scene reconstruction, segmentation, mesh simplification and texture recovery. Where industry practice has typically automated a fifth to a third of this work, we have pushed that figure beyond 90 per cent, not for elegance, but because a twin that cannot keep pace with the city cannot be trusted to predict it.
The obstacle is institutional before it is technical
Prediction requires cross-departmental data, and the barrier to sharing it is far more often organisational than it is technological. This is why architecture matters as much as algorithms. The AI-powered digital governance framework we are architecting is deliberately federated. It connects existing systems rather than replacing them, synchronises datasets that matter through an AI-enabled orchestration layer, and leaves each department in control of its own data. A city does not need to be rebuilt to become predictive. It needs to be connected in a way that its institutions can work with.
Built at home, because accuracy depends on it
It also needs to be built in the region. A living model of the way a society moves, consumes and behaves is among the most sensitive assets a government can hold. In the Gulf region, where the UAE and Saudi Arabia are investing at national scale in AI strategies and sovereign digital infrastructure, the case for domain-engineered intelligence that is built and governed locally is not protectionism. A generic model trained elsewhere has never seen what a sandstorm can do to a coastal highway or how a city’s evening traffic patterns shift during Ramadan. In this context, sovereignty is not just a matter of control, but a precondition for accuracy.
What will test the loop next
Two shifts will demonstrate whether the sense–understand–decide–act loop holds under pressure. The first is the low-altitude economy: thousands of drones making tens of thousands of trips a day above a city cannot be regulated using a two-dimensional map. A platform that already has a live, three-dimensional picture of the city is the natural place to manage that airspace. The second is agentic AI, which is quietly redefining what a dashboard can be. The next city operations centre will have fewer screens because a copilot that recommends an action and, with human approval, executes it will make most of today’s screens redundant.
The same principle governs the other end of our work. Domia, our AI-native home, learns a household’s rhythm, distinguishes family members by voice and senses presence, posture and even a fall without relying on a single indoor camera. Whether the environment is a villa or an entire emirate, the design goal is the same: a system that anticipates rather than records, and protects without watching.
A new benchmark for public service
For a century, cities have been judged by response time: how quickly a crew arrives or how fast a road reopens. The next benchmark is subtler and more demanding, measured by how many problems residents never experience because a system can see them coming and act before they reach the street. Cities can now predict. The ones that lead will be those that learn to close the full loop.
Home Feature
Peak Traffic Season: Why Driver Fatigue Should Be a Key Employer Duty of Care Focus
By Dr Ryan Copeland, Regional Medical Director, Middle East, International SOS
As traffic volumes continue to rise across Dubai and the UAE, particularly along heavily congested commuter corridors, employers face a growing responsibility to address one of the most underestimated workplace risks: driver fatigue. Recent reports of significant congestion on key routes connecting Dubai and Sharjah serve as a timely reminder that many employees are spending longer periods behind the wheel each day. For organisations whose employees drive for work, whether visiting clients, transporting goods, responding to emergencies, or travelling between sites, fatigue can significantly impair performance and increase the likelihood of serious road traffic incidents.
While organisations often focus on vehicle safety, defensive driving, and compliance measures, fatigue management should be viewed as a critical component of any duty of care programme. Unlike mechanical failures, fatigue can be difficult to recognise, yet its effects on concentration, reaction time, decision-making, and situational awareness can be profound.
Fatigue: More Than Just Feeling Tired
Fatigue is a physical and mental state that reduces a person’s ability to perform tasks safely and effectively. It may result from insufficient sleep, long working hours, stress, illness, dehydration, poor nutrition, or prolonged periods spent driving in congested traffic.
Long commutes, early starts, and frequent travel between emirates can contribute to chronic sleep debt, often before employees recognise its impact on performance.
Common warning signs include:
- Frequent yawning or heavy eyelids
- Difficulty concentrating or maintaining attention
- Missing road signs or navigation instructions
- Drifting within a lane
- Delayed reaction times
- Increased irritability or mood changes
Employers should educate both drivers and line managers to recognise these signs before fatigue becomes a serious safety risk.
Building Fatigue Awareness into Journey Risk Management
Driver fatigue should form part of every organisation’s journey risk assessment process. Managers should evaluate not only the distance being travelled but also the employee’s fitness to drive.
Key considerations include:
- Has the employee had adequate sleep in the previous 24 to 48 hours?
- Are they undertaking an early morning or late-night journey?
- Have they worked a prolonged shift before driving?
- Are they feeling unwell or taking medication that may affect alertness?
- Is the journey likely to involve extended periods in heavy traffic?
Organisations should avoid schedules that encourage rushed journeys, excessive driving hours, or inadequate rest. Where practical, virtual meetings, overnight stays, or alternative transport arrangements may offer safer options than long-distance road travel.
Sleep: The Foundation of Driver Safety
Good-quality sleep remains the most effective defence against fatigue.
Most adults require seven to nine hours of sleep each night to maintain alertness, concentration, and decision-making ability. Chronic sleep deprivation can significantly increase the risk of driving-related incidents.
Employers can support healthy sleep habits by encouraging employees to:
- Maintain consistent sleep and wake times
- Create a cool, dark, and quiet sleep environment
- Avoid heavy meals close to bedtime
- Limit caffeine intake later in the day
- Reduce screen exposure before sleep
- Seek medical advice for persistent sleep problems, snoring, or suspected sleep apnoea
Hydration and Nutrition Matter
The Gulf climate presents additional challenges for drivers. Even mild dehydration can contribute to headaches, poor concentration, fatigue, and reduced mental performance.
Employees should be encouraged to:
- Drink water regularly throughout the day
- Carry water during journeys
- Increase fluid intake during hot weather or after physical activity
- Limit excessive consumption of energy drinks and highly caffeinated beverages
Nutrition also influences alertness. Heavy meals can contribute to sluggishness, particularly during afternoon driving periods.
To help maintain concentration, drivers should aim for:
- Balanced meals containing lean protein, whole grains, fruits, and vegetables
- Healthy snacks such as nuts, yoghurt, or fresh fruit
- Regular meal timing to maintain stable energy levels
- Reduced reliance on sugary snacks that can lead to energy crashes
While caffeine may provide a temporary boost, it should never be viewed as a substitute for adequate sleep.
Practical Steps During Peak Traffic Periods
As congestion increases, employers should reinforce practical fatigue-mitigation measures:
- Encourage regular breaks during longer journeys
- Rotate driving responsibilities where possible
- Avoid scheduling consecutive high-mileage driving days
- Plan journeys outside peak traffic periods when feasible
- Use telematics and journey management tools to identify excessive driving exposure
- Include fatigue awareness in routine safety briefings
Drivers should also be reminded that opening a window, turning up the music, or consuming caffeine offers only temporary relief. If fatigue develops while driving, the safest option is to stop in a safe location and rest.
A Shared Responsibility
Managing driver fatigue is not solely the responsibility of the individual behind the wheel. It requires a coordinated approach involving employers, managers, occupational health teams, and employees.
By promoting healthy sleep habits, supporting hydration and nutrition, recognising warning signs, and embedding fatigue awareness into journey planning, organisations can significantly reduce fatigue-related driving risks.
As traffic volumes continue to increase during peak periods, companies that proactively address fatigue as part of their duty of care strategy will not only enhance road safety but also protect employee wellbeing, productivity, and organisational resilience. Ultimately, safer and healthier drivers contribute to safer roads for everyone.
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Unseen Struggles: How Arthritis Impacts Mental Wellbeing
by Dr. Madiha Khan, an American Board-Certified Consultant Psychiatrist, and a member at Middle East Arthritis Foundation
Arthritis is usually measured in swollen joints and blood results. Yet for many of the estimated half a billion people living with the condition worldwide, and roughly one in five residents of the UAE, its most sapping effects are not detectable on any scan. Fatigue, anxiety and low mood can quietly impact work, relationships and self-worth long before a joint shows lasting damage.
Dr. Madiha Khan, an American Board-Certified Consultant Psychiatrist, working in the region for the past eight years with extensive experience supporting individuals with a wide range of mental health and emotional wellbeing concerns, shares her insight: “Pain may appear first, but fatigue, reduced mobility and emotional strain can gradually affect work, relationships and independence,” she says.
A two-way relationship
Rates of depression and anxiety among people with arthritis-related diseases can be between two and 10 times higher than in the general population. According to Dr Khan, the link runs in both directions. Chronic pain, unpredictable flares and broken sleep wear down mood and motivation. Depression, in turn, amplifies how the brain perceives pain and makes it harder for patients to keep up with treatment.
Recent study unveiled that depression may not only be a complication of rheumatoid arthritis but may also help sustain it, particularly in difficult-to-treat cases. This explains why some patients still feel unwell even when their blood work looks normal. In the UAE, where fewer than half of patients are still taking prescribed medicines after a year, that vicious circle carries real consequences.
The weight of the invisible
Because arthritis is often invisible, patients describe feeling misunderstood. One young Dubai professional supported by MEAF spent nearly a decade being told her pain was stress or anxiety before a rheumatologist confirmed an autoimmune condition. For her, the anxiety came with the physical illness; it was not the cause. Another, a working mother, recalls days when she slept for hours yet woke exhausted, unable to concentrate or find the energy for her children. The guilt, she says, was as heavy as the pain.
Dr Madiha stresses that delays compound the distress. In the UAE, a lack of awareness postpones diagnosis by around 12 months, and many patients see several doctors before reaching a rheumatologist, leaving them doubting themselves.
Treating the whole person
The answer, in Dr Madiha’s view, is care that is integrated rather than siloed. Arthritis treatment is moving towards precision medicine and whole-patient management, aiming for remission while also asking about mood, sleep and daily function. When standard treatment underperforms, she encourages a fuller reassessment often involving psychiatrists, psychologists, pain specialists, physiotherapists or nutritionists where needed.
Patients can also take practical steps to avert a downward spiral:
Prioritise sleep: a consistent bedtime routine helps regulate both pain and mood.
Keep moving gently: low-impact activity such as walking, swimming or Tai Chi preserves strength and lifts mood.
Write it down: journaling symptoms and feelings helps patients make sense of flares and communicate with their doctor.
Pace and say no: planning rest days and declining commitments protects energy without guilt.
Find a community: peers living with the same condition offer understanding that even close family may not.
Beyond the diagnosis
MEAF’s World Arthritis Day event on 24 October 2026 at the Shangri-La Hotel, Dubai, will include sessions on mental resilience alongside clinical guidance, reflecting the Foundation’s belief that emotional health belongs at the centre of arthritis care. “Our goal is to free patients from pain so they can live the life they want, without allowing the condition to define who they are,” says Dr Madiha.
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Can Technology Help Us Feel Less Alone? The promise and limits of digital connection
by Tanya McGuane, Assistant Professor of Psychology, Global College, Heriot-Watt University Dubai
We have never had so many ways to reach each other. A face thousands of miles away can appear on our screen in seconds. Friendships can stretch across continents, strangers can become communities, and somewhere online, someone is awake, talking, sharing, connecting. Being physically alone no longer has to mean being disconnected.
And yet, loneliness remains one of the defining wellbeing challenges of our time. So, can technology actually help us feel less alone? The honest answer: it depends on how we use it.
Perhaps technology is most powerful not when it gives us more people to talk to, but when it helps us find the right people. For someone living with chronic illness, struggling with social anxiety, adjusting to life far from home, or feeling like nobody around them shares their experience, the internet can offer something deeply human: recognition. That moment of realising, “It’s not just me.” Technology can shrink the distance between “no one gets me” and “there are others like me.” A screen is not always a barrier to belonging; sometimes, it is the bridge to it.
The research supports this, with one important caveat. Nowland, Necka and Cacioppo (2018) found that when people use the internet to strengthen existing relationships or build new ones, loneliness can ease. When it is used to withdraw from the social world, loneliness tends to deepen. Technology, in other words, amplifies whatever intention we bring to it.
But not all digital interaction is equal. Sherman, Michikyan and Greenfield (2013) compared how close friends felt after connecting in person, by video, voice and text. Face-to-face conversation created the strongest bond, while text created the weakest. Tone of voice, a facial expression, a pause that says more than words: these are the cues we rely on to feel understood, and much of that richness is lost in a message thread.
How we scroll matters too. Passively watching other people’s highlights has been linked to lower wellbeing (Verduyn et al., 2015). When Hunt and colleagues (2018) asked students to limit social media to around 30 minutes a day, they reported less loneliness and depression within three weeks. Less scrolling, it seems, can leave more room for living.
The rise of artificial intelligence adds another layer to our increasingly digital social world. Technology can now respond to us, remember information and simulate remarkably natural conversation. That may offer companionship and support, particularly during moments of isolation.
But responsiveness is not necessarily relationship.
Human relationships ask something of us. They require compromise, vulnerability, patience, reciprocity and sometimes discomfort. Perhaps those inconvenient parts of relationships are not flaws that technology needs to solve, but part of what makes human connection meaningful.
So, what do we do? We use technology as a bridge, not a destination. Turn the like into a message, the message into a call, and the call into a coffee. Join the online community, then go to the meetup. And every so often, ask yourself: when I close this app, do I feel more connected, or just more occupied?
Technology can open the door. It can introduce us, remind us of the people we love and keep us close across thousands of kilometres. But it cannot walk through the door for us. And perhaps we should not want it to.
There is something beautifully chaotic about human connection. For as long as we have existed, we have been falling in love, falling out of love, finding friendships in unlikely places, missing people, misunderstanding one another, forgiving one another and somehow finding our way back. Entire novels, poems, plays and songs have been written about our endless attempts to understand and be understood by each other. Shakespeare might turn in his grave at the suggestion that we could finally reduce all of that glorious human messiness to an algorithm.
Technology is changing how the story begins. A friendship might start in a comment section. Love might begin with a swipe. A family scattered across continents can still see one another’s faces at the end of a long day. These are extraordinary things, and generations before us could only have imagined them.
But surely this is not where the great human story of connection ends.
Because belonging has never simply been about access to other people. It is built in the showing up: the conversations that run too late, the comfortable silences, the disagreements we repair, the ridiculous private jokes, the hand we reach for without thinking. The small, imperfect moments through which another person slowly becomes part of our life.
A screen can tell us someone is there. Technology can help us find them.
But perhaps the imperfect magic of human connection begins when we remember: the rest of the story is still ours to write.
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