Tech
A Peek Into The Dark Side Of The Web

Now that everything from buying groceries to booking hotels can be done online, it is important to consider the potential risks that arise from being so connected to the world wide web. Are we really as safe as we think we are?
The internet as we know it has only been around for a few decades. As time passes and technology becomes indispensable to our daily activities, we are learning more and more about the online world. Like any other platform out there, there exists another face of the internet that most people are oblivious of — the dark web.
What is the ‘dark web’?
As intimidating as the name sounds, the dark web is still part of the internet, albeit inaccessible through our usual browsers. It functions on overlay networks that are out of reach of cyber authorities. It is the no-mans-land of the internet and a hub for a variety of illegal activities such as the sale of leaked personal information, account passwords, illegal arms and ammunition, and other heinous cybercrimes.
For us, the existence of the dark web and the anonymity of offenders operating through this medium can incite a plethora of questions surrounding our own online security.
Dark web monitoring services
Becoming aware of the dark web can cause us to realise that our personal information is not safe and may be vulnerable to identity theft. We often find ourselves powerless in these situations, due to our shallow understanding of what the dark web is. Large corporations can then harness our apprehension of the dark web to extract profits.
These companies demand huge sums of money as monthly premiums to keep your data safe from the dark web. As attractive as their packages may appear, very little information is shared by these companies about how they operate, leading to some serious misconceptions in regard to internet security and the dark web.
Common misconceptions surrounding the dark web
1. Compromised personal information can be erased permanently from the dark web
Information such as credit card details and account login details cannot be erased once in the dark web domain. Due to the large number of hosts and servers on the dark web, it is practically impossible to locate the information and delete it entirely from the server. However, by knowing exactly what information has been compromised, steps can be taken to prevent further damage.
2. Monitoring services can prevent your data from being sold on the dark web
Software exist that can scan the dark web for the presence of information, and it is recommended that you make use of this. However, no technology can prevent information from being uploaded to the dark web. Internet security companies who promise this are unlikely to be able to deliver on their word.
3. Dark web monitoring services can make you invincible to all breaches
While dark web monitoring services can help you identify a breach of data or alert you to compromised credentials, they cannot keep you safe from fraud. Taking precautions while using online banking services and keeping yourself updated to the developments in the online security sector is also recommended.
Vigilance is important
About 7 million records are compromised and sold on the dark web on a daily basis. At such a high volume, scammers are experts in devising new ways to breach your privacy and compromise your internet security. Companies such as Norton can provide Dark Web Monitoring services that can help alert you to security breaches, however nothing works as well as caution and vigilance. It is important that passwords are changed regularly, and credit card and bank statements monitored and scanned carefully for anomalies that can indicate any breach of information.
Tech
AI in Placemaking: How ERA-co is Using Smarter Data to Build Better Cities

ERA-co is exploring new ways to apply AI in urban design, utilizing data-driven tools to support more thoughtful and responsive placemaking. Rather than replacing human insight, the firm sees artificial intelligence as a partner — one that can enhance how designers understand and shape the spaces where people live, move, and connect.
This approach isn’t about flashy tech or fully automated cities. It’s about asking better questions, revealing patterns we might otherwise miss, and using that knowledge to make decisions rooted in real-world behavior. For ERA-co, AI becomes most valuable when it helps clarify how a city works, layer by layer, so design teams can create places that are not only efficient but also livable and meaningful.
Understanding complexity before optimization
Before talking about smart tools or predictions, ERA-co begins with a foundational question: “What kind of problem is a city?” Nicolas Palominos, Head of Urban Design and Strategy R&D at ERA-co, references the work of Jane Jacobs to frame this.
“As Jacobs reminds us, cities exhibit complex system behavior, where multiple elements vary simultaneously, in subtle interconnected ways,” Palominos explains. “AI can augment our understanding of these parameters to design better places with optimized social benefit.”
According to Palominos, that kind of social benefit can take many forms. It might involve modeling a housing system that supports proximity-based living, such as the concept of the “15-minute city,” or applying predictive analytics to anticipate and respond to events like floods, heatwaves, or infrastructure failures.
ERA-co doesn’t use AI to chase efficiency for its own sake. Instead, the firm uses it to gain a more comprehensive understanding and a clearer picture of a place’s behavior.
Data that matches people, not just places
Not all data is created equal. When it comes to placemaking, ERA-co prioritizes what Palominos calls “spatial and temporal granularity,” which entails not only examining how a space functions on a map but also understanding how people interact with it over time — from hour to hour, and season to season.
“The most valuable data are those with the greatest spatial and temporal granularity for observing people and urban environments,” Palominos says. “Video footage, mobile data, street view imagery, and satellite imagery enable a deeper understanding of how different groups of people perceive and use public space.”
One recent ERA-co proof-of-concept used AI to assess how people visually perceive streetscapes, analyzing elements like enclosure, complexity, and human scale. These insights informed more nuanced design strategies that align with local behaviors, not just abstract zoning plans.
This level of detail matters because even small design shifts can have ripple effects on how people move, feel, and gather. With AI, ERA-co isn’t just tracking patterns but learning from them.
ERA-co’s AI mobility work: Subtle shifts, broader benefits
Some of the clearest applications of AI can be seen in mobility — how people and goods move through cities. It’s here that ERA-co sees measurable gains in both function and experience.
“AI-driven fleet optimization balances supply and demand in bus services and bike-share systems,” Palominos says. “On the consumer side, it streamlines courier and delivery services through route optimization.”
These systems don’t operate in isolation. When they’re better coordinated, they can relieve pressure on road networks, reduce congestion, and lower energy use. But what makes ERA-co’s approach different is that it doesn’t stop at logistics. It examines how those systems impact the daily lives of people who live in and move through a place.
The limits of AI and the role of design judgment
As much as AI can help us see more, ERA-co is careful not to let it make the final call. Cities are more than just systems — they’re layered with memory, identity, and human connection. And not everything meaningful can be measured.
“There have been cases where AI insights pointed us in one direction, but human judgment and cultural understanding led us another way,” Palominos notes.
Sometimes a place functions well on paper, but feels hollow in practice. Other times, a community gathering space might disrupt traffic flow, yet provide invaluable support for social well-being.
This is where design intuition becomes critical. ERA-co uses AI to inform, not dictate, the design process.
Planning for a future in flux
Looking ahead, ERA-co sees AI playing a growing role in helping cities adapt — not just to top physical threats like climate change, but also to slower, less visible shifts in how people live and connect.
“AI will amplify our understanding of how cities function through enhanced spatial representation and analysis, informing better human decision-making,” Palominos says. He references recent findings (like an MIT study showing people walk faster and linger less in public spaces) as examples of trends that would have been hard to anticipate without AI.
Still, the goal isn’t to automate responses to those behaviors. It’s using those insights to reimagine what kinds of public spaces people may need in the future, especially as patterns of connection and isolation shift.
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