CONTEXT
What do you see?
A vase? Two faces? Perhaps both.
Rubin vase percept illustrating contextual interpretation

The elements have not changed. The boundary has not changed. Yet what becomes apparent depends on how those elements are organized and interpreted within a context.

The same elements can support very different possibilities.
DESIGN
Does technology ever exist without a context?
Every technology enters a world already in progress.
PEOPLE
RESOURCES
INFRASTRUCTURE
ENVIRONMENT
ECONOMY

A technology may be technically excellent and still fail when the people, resources, infrastructure, environment or economics surrounding its use differ from those assumed during its design. Every artificial system therefore carries assumptions about the world in which it is expected to function.

Technology is never context-free. Its design already contains assumptions about its world.
CONSTRAINTS
What if constraints are not merely limitations?
A boundary can restrict possibility—and create function.
MANY POSSIBILITIES
RELEVANT CONSTRAINT
FEWER VIABLE POSSIBILITIES
FUNCTION

Biological systems persist because their behavior is constrained by energy, structure, history, environment and viability. Artificial systems too can be designed so that important constraints do not merely stop undesirable behavior after the fact, but help determine how the system operates.

Constraints do not only close possibilities. They can define the possibilities that matter.
BIOLOGY-INSPIRED TECHNOLOGY
What happens when constraints and contexts become part of the architecture?
CONSTRAINTS
+
CONTEXT
ARCHITECTURE
BEHAVIOR

The question is not simply how to make artificial systems more powerful. We ask what becomes possible when biological, clinical, environmental and social constraints influence how technologies sense, interpret, decide, adapt and act.

Not intelligence without limits. Intelligence shaped by relevant limits.
FOUR FRONTIERS
Four ways of asking the same question.
1
Cybernetic Systems
Human-gated, AI-facilitated intelligent systems.
2
VICAS
Artificial systems conditioned by viability constraints.
3
Context-Sensitive Innovations
Technology shaped by real-world context.
4
Novel Information Systems
Information beyond conventional electronic substrates.

The four programmes approach constraints from different directions, but share one objective: to explore artificial systems that are context-aware, appropriately constrained, adaptive and resilient.

Different technologies. One design principle: embed what matters.
FRONTIER 01
What if AI participates in care without replacing human judgment?
Cybernetic Systems

Cybernetic Systems are human-gated, AI-facilitated feedback systems that translate CIBEM and COBRA into practical applications. They can support sensing, interpretation, inference and feedback while consequential decisions and interventions remain human-gated.

AI can extend human capability without displacing human responsibility.
FEEDBACK
What becomes possible when sensing, inference and action form a loop?
BURDEN OF DISEASE
CONSCIOUS-STATE TRANSITIONS
CROSS-MODAL ABSTRACTIONS
VIRTUAL ENVIRONMENTS

Different problems require different feedback loops, but the architecture is shared: acquire relevant information, interpret it within context, support inference, preserve human oversight and learn from what follows.

Intelligence lies not only in the model, but in the feedback architecture around it.
FRONTIER 02
What if an artificial system had to remain viable?
Viability-Conditioned Artificial Systems
RESOURCE
SUPPORT
SYSTEM
VIABILITY
BEHAVIOR

Conventional artificial systems often treat energy, computation, memory and time as external engineering limits. VICAS asks what happens when such constraints become internal conditions governing system behavior, analogous to the way biological systems must operate within conditions compatible with viability.

What changes when viability becomes part of the computation?
VIABILITY-CONDITIONED ARCHITECTURE
Can artificial behavior be shaped by what the system can sustain?
RESOURCE
AVAILABILITY
INTEGRATIVE
CAPACITY
STATE
TRANSITIONS

VICAS explores artificial architectures in which resource availability, integrative capacity and state transitions are dynamically coupled. Instead of optimizing performance independently of cost, possible actions are conditioned by what the system can continue to sustain.

Performance may be optimized. Viability must be maintained.
FRONTIER 03
Can the same technology solve the same problem everywhere?
Context-Sensitive Innovations
AFFORDABILITY
INFRASTRUCTURE
ACCESS
RESOURCES
GEOGRAPHY

Context-Sensitive Innovations begins with the realities surrounding health and healthcare, particularly in emerging economies. Affordability, infrastructure, access, resources, geography and economic conditions are treated as design constraints rather than inconveniences discovered after deployment.

A technology succeeds only when it can succeed where it is needed.
FRONTIER 04
Must information always live inside conventional electronics?
Novel Information Systems
LIGHT
MATTER
BIOLOGY
ECOLOGY

Novel Information Systems explores how information might be encoded, stored, transformed and transmitted through unconventional physical, biological and ecological substrates. Fluorescence, phosphorescence and environmentally coupled processes are investigated as possible foundations for alternative information architectures.

Change the substrate, and different forms of information processing may become possible.
ONE PRINCIPLE
What do these four frontiers actually have in common?
Cybernetic Systems
Constraint:
Human oversight
VICAS
Constraint:
Viability
Context-Sensitive Innovations
Constraint:
Lived context
Novel Information Systems
Constraint:
Physical substrate

Each programme asks what becomes possible when something commonly treated as an external limitation is instead made constitutive of the system's design.

The constraint is not outside the technology. It becomes part of what the technology is.
OUR DIRECTION
What kind of technology are we ultimately trying to build?
CONTEXT-AWARE
+
VIABILITY-CONSTRAINED
+
HUMAN-GATED
+
RESILIENT

We explore technologies that do not merely maximize capability, but operate within meaningful biological, human, environmental and physical constraints— systems designed to remain useful, appropriate and adaptive in the worlds in which they operate.

Build the constraints.
Change the possibilities.
Towards technology shaped by what matters.
Thank you for exploring Biology-Inspired Technology with us. Stay well.
← Return to Technology
01 / 13