Working definition
I turn close observation into tangible change.
Work is the deliberate transformation of attention into something that increases understanding, agency, trust, or aliveness.
Redefined
Work is how I investigate reality, form a position on it, and build something that makes that position tangible.
The output is not just an object. It is a change in what someone can see, understand, decide, or do.
Observing
Entering places, cultures, systems, and communities closely enough to notice what generic analysis misses.
Interpreting
Connecting design, technology, sustainability, finance, culture, identity, and human behaviour into a coherent point of view.
Making
Turning that point of view into a product, film, interface, experiment, service, institution, or piece of infrastructure.
Testing
Confronting ideas with actual users, evidence, constraints, and consequences rather than protecting them as abstract concepts.
Documenting
Leaving behind a trail of decisions, research, failures, and proof so the work can be understood, challenged, trusted, and extended.
Work is not one category.
Paid work buys autonomy
Money matters because it protects independence, funds exploration, and makes it possible to refuse low-integrity projects. Commercial work creates stability and leverage without needing to contain an entire identity.
Research turns uncertainty into direction
Research is not preparation before the real work. Interviews, field observations, prototypes, measurements, cultural comparisons, and long conversations help locate the actual problem before building a solution.
Craft gives intentions a body
Code, interaction design, storytelling, filmmaking, writing, systems thinking, and visual language are how ideas enter the world. Craft prevents values from remaining vague aspirations.
Movement is a working method
Running, travelling, dancing, showering, and moving through a city can change the quality of attention. The studio is the computer, but also the street, train, dance floor, factory, university, and unfamiliar neighbourhood.
Maintenance is work
Maintaining a body, relationships, infrastructure, archives, websites, and unfinished projects protects the conditions from which future creation becomes possible.
Play discovers what planning cannot
Experiments, hackathons, strange prototypes, cultural detours, and ideas without immediate business models keep the work alive. Play is research and development.
The real unit
Not the hour. A meaningful transition.
Green Filter, wifi.ee, sustainability research, filmmaking, public digital infrastructure, AI experiments, and HAAM may look like different industries. They share an operation: making complicated systems more human, legible, accountable, and alive.
- confusion into clarity
- friction into agency
- abstraction into experience
- opacity into trust
- consumption into investment
- information into understanding
- an unnoticed problem into a shared concern
- a private insight into something others can use
What good work feels like.
Intentional
Every major choice has a reason.
Situated
It responds to a particular place, person, culture, or system rather than pretending to be universally neutral.
Embodied
It comes from lived contact, not only desk research or generated content.
Specific
It contains names, evidence, constraints, tensions, and concrete decisions.
Inspectable
Others can understand how conclusions were reached.
Consequential
It changes something beyond the existence of another deliverable.
Alive
It contains curiosity, risk, humour, contradiction, texture, and a recognisable human presence.
Bad work is output without stakes. It may look polished, but nobody appears to have wanted anything through it. The deeper problem with AI slop is not that a machine participated; it is that no meaningful human position survived the production process.
The role of AI
AI should not replace intent. It should increase the distance intent can travel: searching, comparing, prototyping, coding, analysing, translating, organising, and producing variations while human judgment selects the question, values, context, and final responsibility.
A healthier relationship with work
Work does not need to justify existence. Not every curiosity must become a company, every experience become content, every skill be monetised, every project scale, or every uncertain period be treated as wasted time.