A Learning Organism
Uli Blum on Workspaces Shaped by Data, Atmosphere, and Intelligence

Echoing the organic forms of the natural world, the Henderson Tower connects with the adjacent public gardens and parks. Photo: Virgile S. Bertrand
What if architecture was no longer shaped by walls, but by flows of interaction, data, and presence? For Uli Blum, co-lead of Zaha Hadid Architects Analytics & Insights, the workplace is a responsive system to engage with, not a static shell. Architecture becomes an interface, and space an active participant.
What defines the way we work today, and what might shape it going forward?
Work used to follow a familiar rhythm: forty hours a week, nine to five, in a single location. That model is dissolving. Today, work drifts across shifting patterns of time and presence. You might sit in a meeting room while your thoughts are elsewhere and your attention is divided between digital devices. These states intersect in complex ways, yet architecture continues to respond primarily to what’s physically present.
At the same time, artificial intelligence is taking over repetitive tasks and accelerating routine decisions. This allows us to focus more clearly on what we do best—empathy, intuition, emotional nuance, and critical reflection.
This shift is changing how we relate to work and the spaces around it. Architectural design grows from relationships between people, digital tools, and the environments that connect them, and the challenge is to shape spaces that remain responsive to shifting patterns and needs.
“Architectural design grows from relationships between people, digital tools, and the environments that connect them, and the challenge is to shape spaces that remain responsive to shifting patterns and needs.”

Where historic edges meet the city’s accelerating flow, The Henderson anchors the view. Photo: Virgile S. Bertrand
How does this shift challenge the way we design space, and how are architects beginning to respond?
It’s reshaping how we understand “space” itself. Architects must reconcile these overlapping layers of experiences. That means weaving digital content more deeply into the built environment. Light can respond to mood or task, and acoustics can guide attention. Projection layers can adapt to different kinds of presence.
Imagine ten people joining the same remote meeting. One prefers a minimalist setting, another needs softness and texture. Each digital space is different, but all are connected. Designing for this distributed reality calls for new tools, new ways of thinking, and a design language no longer bound to fixed geometry.
How do these hybrid conditions influence how design is practiced in studios and architectural education today?
We are moving from designing fixed forms to composing responsive scenarios. My students are already working with environments that react to voice. Say “I need openness,” and the system might project a skyline across the wall. Others are reimagining furniture that changes over time— 3D-printed one day, reprinted the next. Some explore components in motion, where a table bends to create space, a panel twists with a gesture, and a wall glides to transform the room.
These prototypes challenge long-held ideas of permanence and open up new questions: How does a room learn? In what ways can it respond, adapt, and express change? Architecture begins to behave more like a relational interface, shifting between physical structure, digital system, and emotional signal.
“Architecture begins to behave more like a relational interface, shifting between physical structure, digital system, and emotional signal.”

Space gains depth through the relationships it supports between people and place. Photo: Virgile S. Bertrand
Given the increasing overlap of digital and physical layers, should digital elements be considered fundamental building materials within the architectural palette?
Absolutely. For too long, architecture was defined by what could be seen and touched. Concrete, glass, steel, and wood shaped how we understood space. But digital components now carry architectural weight. Light moves beyond illumination to become a medium for information. Acoustics now play a key role in shaping interaction. A ceiling embedded with microphone arrays can follow voices across zones, turning sound into an interactive spatial layer.
Connectivity, too, shapes how we experience space. One room might support high-bandwidth collaboration, while another might offer calm and sensory quiet. Where we foster connection and where we design for pause become part of the spatial choreography: a deliberate sequencing of environments that supports different states of attention, energy, and social engagement.
“The so-called ‘inner organs’ of buildings—ventilation, cabling, thermal systems—are the infrastructure of experience. When we visualize them through simulation tools, their design potential becomes clear.”
Are design practices already adopting this integrated thinking in their daily workflows?
Technical systems now comprise a large share of a building in many cases, yet technology often enters the process too late. It’s treated like a problem to solve after the design is finished, which is a missed opportunity. The so-called "inner organs" of buildings—ventilation, cabling, thermal systems—are the infrastructure of experience. When we visualize them through simulation tools, their design potential becomes clear.
Technical systems now comprise a large share of a building, especially in offices. Sensors, actuators, and media layers adjust lighting, sound, and temperature in real time. These systems form a kind of “nervous system” that is responsive, distributed, and embedded in space. Carlo Ratti’s “Local Warming” offers a glimpse of what this can look like. Heat is directed precisely to where people are, enhancing comfort while conserving energy. The same logic is now extending into workplaces and public environments, where sensor-based systems regulate climate, light, or acoustics through live data. With advances in presence detection and intelligent room platforms, buildings start to learn from patterns of use and adapt conditions on their own—infrastructure shifts from background utility to an active design tool that balances comfort, efficiency, and experience.

At Infinitus Plaza, light creates zones that draw attention or offer quiet retreat. Photo: Liang Xue
How do tools like spatial analytics and parametric modeling enhance the design of responsive environments beyond simple geometry or circulation?
Every floor plan holds subtle gradients. Even a simple layout creates zones with distinct qualities, from bright corners and quiet edges to places that invite attention or offer retreat. Designers once relied on intuition to sense these nuances. Today, computational models reveal them. Heatmaps trace movement, daylight, or air quality. Simulations map how sound spreads or how people flow through space. These tools illuminate experiential layers long before anything is built.
But sensing a space goes beyond data, as people bring their own rhythms. One person might crave stillness; another, energy. Some need softness, others clarity. Good design listens to this variation. Data shows patterns, but feedback gives them meaning, whether that’s from sensor input, observation, or lived response. When spaces begin to adapt in return, they enter a process of learning.
What potential lies in treating space as a living, learning organism, and what kind of design mindset is required to support this transformation?
It unlocks a different design logic. Architecture stops chasing fixed outcomes and begins to support continuous change. Among digitally native designers, that shift is already happening. The process often starts from the inside, prioritizing how a space functions before shaping the building’s form. Lighting sequences, acoustic environments, and emotional registers will no longer be mere afterthoughts; they’ll help shape the architecture from the beginning. This reversal inverts the entire design process.
Time becomes a central variable as well. Spaces must adapt to daily rhythms, seasons, or shifting needs. While this idea has roots in 1960s organic architecture, when buildings were imagined as expandable and contractible organisms, what’s new is our ability to simulate, prototype, and scale these dynamics in real-time.

At The Henderson, spatial openness replaces the constraints of conventional floor plans. Photo: Virgile S. Bertrand.

Photo: Henderson Land Development via CTBUH
This shift becomes especially relevant when we examine the existing built environment. Many office buildings still follow outdated models with rigid floor plans, low ceilings, and single-use zoning. Their flexibility is limited, not because of the architecture itself, but because of the policies and regulations that restrict transformation. Cellular office layouts, designed for past work cultures, struggle to accommodate the fluid and hybrid working modes of the future. With thoughtful upgrades and more adaptive building codes, these structures could evolve into housing, clinics, or hybrid live-work environments.
“Good design listens to variation. Data shows patterns, but feedback gives them meaning, whether that’s from sensor input, observation, or lived response. When spaces begin to adapt in return, they enter a process of learning.”

The Henderson introduces a quiet urban oasis in Hong Kong’s central business district. Photo: Virgile S. Bertrand
Then how do you design for such shifting use and context?
You start with scenarios. Buildings evolve before they open and continue to do so long after they’re occupied. Tools like digital twins, walkthrough models, and AI-generated variants help us anticipate future needs. They allow us to remain open to change while preserving design intent.
How do these concepts take form in your own projects? Can you share some examples?
We typically assess between ten and fifteen variables per layout—factors like daylight, sightlines, orientation, proximity, and circulation. Elements such as atria or lift cores are no longer positioned by intuition alone; their locations emerge from simulation-driven iterations.
In the Henderson Tower in Hong Kong, for example, we relocated the lift core to the side to allow more daylight to penetrate the floor plates and enhance visual depth. The generous ceiling heights helped light reach deep into the interior, while the repositioning opened up expansive views of the sea and surrounding landscape. In another project, a high-rise in Guangzhou, we used algorithmic tools to place atria where they would improve spatial orientation and foster informal encounters. Heatmaps supported these decisions, illustrating how visibility and accessibility shape the way people engage with shared spaces like cafés and communal areas. The result is a layout that feels intuitive, legible, and easy to navigate, even at scale.
This approach expands our design field. Instead of choosing between five options, we can explore thousands. These become a topographical map of possibilities. We call it “form-finding”. The system proposes; the designer selects. The outcome is a spatial system already conditioned before entering the urban stage. In one recent project, we ran 100,000 iterations in just twenty-seven hours. The algorithm evaluated parameters such as daylight, visibility, and connectivity. That speed and scale introduce a new kind of thinking where AI becomes a tool for navigating complexity and imagining futures we hadn’t yet considered.
“Instead of choosing between five options, we can explore thousands. These become a topographical map of possibilities. We call it “form-finding”. The system proposes; the designer selects. The outcome is a spatial system already conditioned before entering the urban stage.”
How do you protect atmosphere, intuition, and cultural richness while generating so many design iterations?
By redefining what we mean by “optimization”. The term carries historical weight. Many associate it with Modernist functionalism or the global standardization of our built environment. However, optimization today need not flatten experience, it can open space for difference. Mood, rhythm, and sensory impact, all of these can become design inputs. We know how materials, light, and color influence our well-being. Why not use these insights to shape spaces with greater depth and nuance?
Can friction or ambiguity be designed into this system to contrast with the clear logic of data-driven models?
That’s exactly where authorship comes in. AI works with patterns. It captures what is visible, recurring, and likely to appear again. The intentional deviation, the quiet shift that falls outside the expected, is the domain of the architect. Design gains strength when it allows tension and contrast to remain.
AI is most helpful, though, when it suggests rather than decides. It can remix references in unexpected ways. But originality often comes from stepping sideways, from choosing a route that resists the pattern. When we include experimental design, speculative work, and digital craft in our inputs, the system widens. Its responses grow more complex. And somewhere in that expanded field, space appears for the immeasurable: intuition, ambiguity, and everything we feel but cannot easily define.
“AI works with patterns. It captures what is visible, recurring, and likely to appear again. The intentional deviation, the quiet shift that falls outside the expected, is the domain of the architect.“

Infinitus Plaza’s atrium reflects variables—light, sightlines, circulation—tested across thousands of scenarios.

Photos: Liang Xue
Does the immeasurable include psychological factors like motivation or emotional security, which influence our productivity in the workplace?
Of course. These are already central in fields like hospitality and retail. Architects in those sectors often work closely with psychologists and experience designers. Together, they shape places that feel intuitive and comfortable. In office buildings or schools, this thinking has been slower to take hold. But the knowledge is there. Tools like spatial sensors, real-time feedback systems, and algorithmic models allow spaces to register subtle cues and respond. At the same time, we already see how social media platforms track our cognitive states to anticipate behavior. Architecture can do something similar, not to control, but to listen.
The next generation of buildings will be both emotionally intelligent and efficient. They’ll sense how people move, where they pause, and how they relate to others. They won’t be sentient, they won’t monitor. They’ll read the room and respond with care. Many offices already include greenery, modular furniture, and acoustic zoning. Those elements alone, though, rarely create a sense of connection. Resonance depends on recognition. When a space reflects what matters to the people inhabiting it, it deepens presence, invites engagement, and signals care.
“The next generation of buildings will be both emotionally intelligent and efficient. They’ll sense how people move, where they pause, and how they relate to others. They won’t be sentient, they won’t monitor. They’ll read the room and respond with care.”

The next generation of buildings will be more responsive to the lives unfolding within them. Photo: Hufton + Crow
What other spatial qualities support resonance?
Agency and atmosphere. During the pandemic, people personalized their spaces with plants, playlists, and natural light. Compare that to the average office with clean desks, rotating workstations, and no identity. It lacks care. Resonance means seeing yourself in the space: a shelf of books, a coffee cup, a piece of art. It also means being able to shift modes from work to rest, from group to solo. What companies need now is cultural choreography. They need people who can design rhythms of gathering, moments of pause, and opportunities for exchange.
And looking ahead, what will tomorrow’s workplace feel like?
Softer. Smarter. Greener. We’ll see stronger connections to the outdoors, to daylight, to regenerative materials. These spaces will adapt, respond, and be activated by voice or gesture. They will express company values, anchor social relations, and offer motivation and protection.
Technology may take the spotlight, but humanization is the real task. AI raises our cognitive and emotional demands. To keep pace, people need environments that center them: spaces of resilience, connection, and sensory richness. Most of all, these spaces must remain open to change, feedback, and the people who bring them to life.

The future live-work environment blends softer, smarter, greener spaces that adapt with care. Render: negativ
Uli Blum

Photo: Wilfred Gerharz
Uli Blum
Uli Blum, Co-Head of ZHA Analytics and Insights at Zaha Hadid Architects, explores how data, technology, and spatial intelligence shape the future of work. With a background in parametric design and algorithmic planning, he has contributed to over 30 international workplace projects—from the Infinitus Headquarters in Guangzhou to Unicorn Island, a live-work campus in Chengdu. His approach combines quantitative spatial analysis with a sensitivity to user experience and organizational culture. Trained at the Architectural Association in London, Blum previously worked with OMA Asia and Gehry Technologies in Hong Kong. He now teaches at the Münster School of Architecture and lectures internationally on how architecture can evolve alongside new patterns of presence, cognition, and collaboration between humans and machines.


