Tag Archives: MIT

Antics with Semantics: The Innovation Interview with Semantics Pioneer, Ora Lassila

Wanting to speak to someone, both interesting and inspiring, about the Semantic Web and Innovation, Ora Lassila, an Advisory Board Member of the World Wide Web Consortium (W3C) as well as Senior Architect and Technology Strategist for Nokia‘s Location and Commerce Unit, was the obvious ‘go to guy’.

A large part of Ora’s career has been focussed on  the Semantic Web as it applies to mobile and ubiquitous computing at the Nokia Research Center (NRC), where he, among many things, authored ‘Wilbur’, the NRC’s Semantic Web toolkit.   As impressive as that is, as I did my research, finding out more about Ora, the more fascinating he, and his career, became to me.

Ora is one of the originators of the Semantic Web, having been working within the domain since 1996.  He is the co-author (with Tim Berners-Lee and James Hendler) of the, to date, most cited paper in the field, ‘The Semantic Web’.  Ora even worked on the knowledge representation system ‘SCAM’,  which, in 1999, flew on a NASA Deep Space 1 probe.

Leading up to our attendance and presentation at the Berlin Semantic Tech and Business Conference, Michael– the true ‘tech head’ of KimmiC – and I were extremely pleased that Ora, ‘the Mac Daddy’ of the Semantic Web, gave us so much of his time.   I hope you find our conversation with him as interesting as we did!

[I’ve italicised Michael’s questions to Ora so you are able to differentiate between us – though, I think it will become obvious as you read – lol!]

Ora Lassila (photo credit: Grace Lassila)

Ora Lassila: Capital I Interview Series – Number 13

Lets start out by talking about Innovation in general, and we’ll move on to the Semantic Web as we go along.   As this is the Innovation Interview Series, the ‘baseline’ question is always: how do you define Innovation?

Good question.  I think many people do not make a clear distinction between ‘innovation’ and ‘invention’.

To me, ‘innovation’ is something that not only includes some new idea or ideas, but also encompasses the deployment and adoption of such.  You can invent clever new things, but if you don’t figure out how to get people to use those new things, you have fallen short of the mark.

How essential has innovation been in your career to date; and how important do you envisage it being, going forward?

It has been important.  A big part of my professional career was spent in a corporate research lab, where inventing new things was less of a challenge than getting these inventions ‘transferred’ to those parts of the corporation that had more capability in promoting their adoption and deployment.

That said, I have learned that ‘technology transfer’ is not always about taking concrete pieces of technology, software for example, and handing them over to someone else for productization.  Sometimes the transfer is more ‘insidious’ and involves influencing how people in your organisation – or outside your organisation – think and see the world.

I would claim that some of my early work on the Semantic Web absolutely fits this definition.  So writing, publishing and talking all constitute viable means.  Also, we should not forget that people need to be inspired.  You cannot just tell them what to do, instead, they have to want to do it.

What do you think are the main barriers to the success of innovation?

I am not kidding when I say that the absolute biggest obstacle is communication.  That is, we should learn to communicate our ideas better to be able to convince people and to inspire them.  I have much to learn in this area.

Who and what inspires you? Where do you look for inspiration?

I have no good or definite answer for that.  When I was younger I was really inspired by the Spanish aviation pioneer Juan de la Cierva whose simple yet radical idea about aircraft – the ‘autogiro’ – paved the way for the adoption of helicopters.  And yet, one might argue that, in many ways helicopters are a far more complicated and complex technology than de la Cierva’s original invention.

Juan de la Cierva y Codorníu, 1st Count of De La Cierva

I am inspired by simplicity… I strive to create and design things that are simple, or at least not any more complicated than necessary.

What are, in your view, the current emerging critical trends in Innovation and technology?

I like openness, things like open-source software as well as Open Access and sharing of data as part of the scientific process.  I am hoping we see a fundamental change in how research is done.  In many ways we have progressed to a point where many problems are so complex that they are beyond a single researcher’s or research group’s capacity and capability to tackle.

Also, on the topic of openness, I like some of the recent developments in open government, e-Government, and such.

And what are some of the coolest mobile technologies you’re seeing launched? 

I am much enamoured with the idea that mobile technologies – particularly via the use of GPS, etc. – ‘ground’ many services to the physical world.  There are many uses for location information, uses that help me in my everyday life.

Furthermore, by making the mobile device better understand the current ‘context’, not only geographically but also by making use of other observations about the physical world (movement, sound, etc.), we can make applications and services better for users.

Do you think we will have a ‘meshed up’ world that effectively bypasses the stranglehold telcos have on infrastructure?

I don’t necessarily agree that the telcos have a ‘stranglehold’.   They provide an important service and a critical investment in an infrastructure I don’t really see us living without.

But we need things like ‘net neutrality’ to make sure that this infrastructure really serves people in an open and non-discriminatory way.  in this regard I am also concerned about more recent legislative attempts [SOPA, PIPA, ACTA] that (perhaps unintentionally) will hurt the overall technical function of the Internet.

It seems that current Web based business models are founded on the idea that businesses have the right to record everything about users/consumers and profit from this information.  Do you think this is a sustainable business model, or do you think the user/consumer will start to think that they, and their data, is worth something and begin to demand recompense of some sort?

There are very few fundamentally different, viable, business models on the Web, so I can see that businesses would want to cash in on user data.  It is only a matter of time before the consumers ‘wise up’ and understand the value of their own data.  Personally I think we should aim at ‘business arrangements’ where all parties benefit.  This includes concrete benefits to the user, perhaps in a way where the user is a bona fide business partner rather than just someone we collect data about.

It is important to understand that what’s at stake here is not only how some user data could be monetized, it is also about users’ privacy.  Luckily I work for an organisation [Nokia] that takes consumer privacy very seriously.

You’ve got a fascinating history, and seem to have gotten into the Semantic Web at the very beginning.

The very, very beginning, yes.  I think I can argue that I’ve been doing this longer than the term has actually existed.

In ’96 I went to work at MIT…  I’d just been hired by Nokia, and they wanted to send somebody to MIT as a kind of visiting faculty member.   So, I worked in Tim Berners-Lee’s team, and one day he asked me what I thought was wrong with the web.

Tim Berners-Lee

Just a small question.

Yeah, not intimidating at all.

I said: “My hope has been to be able to build,” – what then would have been called agents, autonomous agents – and I said: “I can’t really do that because the web was built for humans and human consumption.  I would really, really like to see a web that was more amenable for consumption by automated systems.”

And he [Berners-Lee] said: “Yeah, that’s it! Now, how do we fix that?”

And I went: “Well, how about we try knowledge representation and apply that to web technologies.”  Because knowledge representation is a branch of artificial intelligence that has a long history of taking information and representing it in such a way that you can reason about it then draw conclusions from it… things like that.  We agreed that I would look into that, and that’s really how I got into all this.

Of course I had worked on various projects before that, that involved ontologies and knowledge representation, it just wasn’t done on the web.   The big reason being that the web had not really been invented yet.

There was Cyc and some other AI [Artificial Intelligence] things before that… 

Cyc is a very good example of an attempt to build a very large ontology that would encompass common sense knowledge.  But there are many examples of systems that used ontologies in one way or another for narrower domains.  Cyc was an overly ambitious project, in the sense that they really wanted to cover a lot of ground in terms of human knowledge.

I had worked on several projects in the past that applied ontologies to things like planning industrial production, or planning logistics.  So, the question really was, could you build a model of the world that was rich enough and precise enough that a system could use that knowledge to create plans for various things.  In my case those were plans for either how to run industrial production, or large fleets of logistics’ resources.

You were a long, long way in front of everybody else… at least ten years.  It’s incredible!

One might argue too far ahead.

I think at that time most people were just trying to come to grips with basic HTTP and web servers.  If you look at the vested interests, especially of software providers at that time… I guess it wasn’t really the right timing. But I think that time is coming now.

Yeah, I think we’re in a better position now and we’ve certainly seen a lot of adoption of Semantic Web technologies in the last few years.

I think elements of semantic are brilliant.   RDF, for example, is one of the smartest ways I’ve ever seen of describing something.  You can’t break the way semantics talks about something, whereas you can break the interpretation easily in XML.

I start to lose traction with it when it gets towards ontologies.  Do you think that ‘splitting the message’ would help with adoption?  For instance, you can use ontologies, but there is also a part of semantics which is brilliant for just doing ‘business as usual’?

I think there is a fairly broad spectrum of possible ways of making use of this technology.  I’m sure you’ve seen diagrams of the so called layer cake, with the different technologies layered on top of one another.

A Semantic Web Stack (layer cake) [image created by Tim Berners-Lee

I think that it’s up to you to decide how far up that layered structure you want to go.  There are a lot of applications where very simple use of just some of the most basic technologies will give you a lot of benefit.  And then there are other problems where you may actually want to separate a lot of the understanding of your domain from your actual executing code…  for those kinds of things, encapsulating that knowledge in the form of a potentially very complex ontology may be a good way to go.

My issue with ontologies is exactly the same issue I have with the current enterprise software providers… If you talk about mass adoption, as opposed to just specific domain adoption, for every extra entity – be it a class or data table – you decrease your adoption exponentially.   And, once you go up to higher levels, you shouldn’t assume you’re the only person that has a valid way of looking at the world, though you may be using the same data.  I think we’re saying the same thing…

Absolutely.  The interesting thing to say about the current enterprise software providers, I think, is that they have one model of the way to look at the world.   There are cases where companies have had to change the way they do business in order to adopt the enterprise software [currently available].

You have two choices: you either do it their way or else you spend a few million bucks and you do it their way anyhow.

I think that there is a possibility, with these Semantic Web technologies, of getting into more flexible uses of information and I kind of like that idea.

Over the last few years I’ve become increasingly interested in our ability to share information.  When you start talking about sharing it becomes really dangerous to have very complex, strictly defined semantics.  Because, like you said, other people might have a different interpretation of things.

But you want to nail some things down.  Understanding something about [the] information would give you a baseline for interoperating.  And then, you could do ‘better’ interoperation if you had a better definition of the meaning of the information.

I agree with you about understanding information.  But I think where most things fall to pieces – and this is also looking at business model languages and stuff – as soon as you get anywhere near processes with that information, it goes to hell pretty quickly. 

Exactly.  I spent a few years, at the beginning of the previous decade, working on a large Semantic Web research program funded by DARPA [Defense Advanced Research Projects Agency].  I was part of an effort to see if we could use ontological technologies to model web services.

Is that DAML and stuff like that?

Exactly; DAML, and DAML-S for services.  We very quickly got into process modeling; and those kinds of things get very difficult…

Very quickly.

Absolutely.  I think that’s the thing that still needs work.

The traditional approach to anything process-oriented just doesn’t work unless you have very tight coupling and a very controlled domain.  But I think there are a lot of different ways of trying to solve the same problem without having to get to that level.

I think that one of the things that is missing from the whole Semantic Web collection of specifications is this notion of action… a notion of behaviour.  It’s hard to model, but I think that we ought to work on that some more.

We [KimmiC/FlatWorld] have taken a more hybrid approach, so we use things like REST architecture, and a lot of stuff from the business world, in terms of authentication and authorisation. 

Sure.  I’m not in any way advocating the use of the WS_* collection of technologies. I’m not a big fan of those.

I’ve looked at all the SOAP stuff and there are a lot of problems… like business process deployment.  It is a nightmare to deploy these technologies.  It’s even more of a nightmare to load balance them.

Right.

Essentially, if you’re looking for dynamic relationships – be it in business or whatever – they’re just useless for that sort of thing.  They’re always designed around having control of a large domain space; this is especially true when it comes to deployment of applications.  I just think they’ve missed the point. 

I think the web is the best example of a redundant, massively-distributed application; and we need to look at it more as, “That’s the model,” and we have to work with it.

Absolutely.  I think that for 20 years there have been discussions about these sorts of ad hoc enterprises, or collections of smaller companies, being able to very quickly orchestrate themselves around a particular mission [purpose].  But I think that these technologies, just like you said, are probably not the right answer.

When you wrote your 2009 position paper you noted that rather than languages, the  biggest issues or problems facing the uptake of the Semantic Web were 1. Selling the idea; and 2.  A decent user interface.

Why did you feel that was the case then; and, has your opinion changed regarding these issues in the two+ years since you wrote your paper? 

Semantic Web technologies are well suited to situations where you cannot necessarily anticipate everything – say, about the conditions and context in which an application is used, or which kind of data an application might have available to it.  It is like saying that this is a technology for problems we are yet to articulate.  Sounds like a joke, but it isn’t, and the problem in ‘selling’ Semantic Web technologies is often about the fact that once a problem has been clearly articulated, there are many possible technologies that can be used to solve it.

The issue I have with user interfaces and the user experience is the following: Semantic Web technologies – or more generally, ‘ontological’ technologies – give us a way to represent information in a very expressive manner… that is, we can have rich models and representations of the world.  I feel that user interface technology has a hard time matching this expressiveness.  This issue is related to what I said earlier about not being able to anticipate all future situations; writing software that can handle unanticipated situations is hard.

All that said, I don’t like the term ‘Semantic Web applications’.  Users shouldn’t have to care, or need to know, that Semantic Web technologies were used.  These are just useful things in our toolbox when developing applications and services.

What are the key challenges that have to be solved to bring those two problems together?

I am really looking for new programming models and ways to add flexibility.  This is not only a technical problem, we also need to change how people think about software and application development.  I have no silver bullets here.

How do you see applications developing in the next few years – compared to the current environment – as you have mention we have to shift our minds from an application that ‘owns and controls’ it’s own data rather than simply interacting with data?

I think, again, this is about changing how people think about application development.  And, more specifically, I would like to see a shift towards data that carries with it some definition of its semantics.

This was one of the key ideas of the Semantic Web, that you could take some data, and if you did not understand it, there would be ‘clues’ in the data itself as to where to go to find what that data means.

As I see it, the semantics of some piece of data either come from the relationship this data has with other data – including some declarative, ‘machine-interpretable’ definition of this data, for example, an ontology – or are ‘hard-wired’ in the software that processes the data.  In my mind, the less we have the latter, and the more we have the former, the better.

In previous interviews you’ve noted that you feel users should have a say “in how they view  information.”  Do you think that users should become involved in making the semantic web more ‘usable’? And if so, how?

I think users should demand more.  There needs to be a clear ‘market need’ for more flexible ways of interacting with information.  User experience is a challenge.

On this topic, I also want to point out how unhappy I am with the modern notion of an ‘app’.  Many apps I have seen tend to merely encapsulate information that would be much better offered through the Web, allowing inter-linking of different content, etc. It kind of goes with what I said earlier about openness…

There’s a lot of guys saying they can plug two systems together easily, but it almost always means at the data level.   It doesn’t really work once you start applying context on top of it.

I’d like to see a middle ground where we have partial interoperability between systems, because that’s how humans interact.

That’s something we’re looking at as well.  I view it like this: when I go through Europe, I can speak a little bit of German, a little bit of French. I’m not very good, but I have to have a minimal level of semantic understanding to get what I want: to get a beer.  I don’t have to understand the language completely, just enough, in context, to act on it.

Speaking of acting on things… Ora, where are you going with semantics in the future?

That’s a good question. Right now I’m working on some problems of big data analytics.

With semantics?

Nokia is investing in large-scale analytics, so I’m in the middle of that right now.

I’m currently looking at how to tackle the problem of how to bootstrap behaviour.  Behaviour and notions of action are not well-tackled in the space of the Semantic Web, and I’d really like to get into bringing two information systems in contact with one another, and have them figure out how to interoperate.

That’s very ambitious.

Right.  And I’m not entirely sure if people understand that that’s an important question to tackle.

Oh, it’s an important question to tackle; it’s just more a question of… Again, you’re very far ahead of the game.

Well, I think that today, if you want to make systems A and B interoperate, it’s usually a large engineering undertaking.  So, it’s directly related to the question of separating information from applications…  you could pick the applications you like and take the information that you’re interested in and make something happen.  In terms of interoperating systems, right now we have a situation where we either have full interoperability, or we have nothing… we have no middle ground.

You can learn more about Ora via his website, blog and  Twitter feed.

[Kim, Michael and Ora Skyped from their homes in Boston and Sydney.]

[This interview has been translated into the Serbo-Croatian language by Jovana Milutinovich of Webhostinggeeks.com]

What’s so Fab about Fab Labs? : The Innovation Interview with ‘Collaboriginal’ Peter Troxler

Peter Troxler: Capital I Interview Series – Number 12

As I was traversing the flat world, which is LinkedIn, I came across Peter Troxler’s fascinating profile.  There were many things that intrigued me and instigated my reaching out and inviting him to take part in the Innovation Interview Series.  In particular, his research at the intersection of business administration, society and technology along with his expertise in applying the Internet and Web 2.0 technology to support the implementation of management systems.

When it comes to hats, General Secretary at International FabLab Association,  owner/director at p&s culture net and owner of the research company Square One are only three of the more than a dozen he currently wears.  That said, it was Peter’s perspective as a serial enabler, which prompted my invitation… that and his moniker, the ‘Collaboriginal’, earned due to his determination to enable and empower collaboration and innovation.

Peter, do you see a difference between ‘little i’ and ‘Capital I’ Innovation?

I have not made such a distinction so far and cannot think of a real need to differentiate the two.  However, I think there is a big difference between invention and innovation, and the terms are often confused — even in public dialogue and ‘innovation’ awards that pretend to award innovation, but often just give money to people who are inventors so they can start to sell their inventions.

Maybe it could help to explain what I understand when I say innovation:

  • innovation = putting a new idea into practice, continuously improving it interactively with the customers (or similar) beyond a singular prototype (and in a minimal profitable way, say ‘ramen profitable
  • invention = prototypical, singular realization of a new idea
  • new idea = a principle for a new product, service or practice (without actually realizing it, not even as a prototype)

All of these need not be ‘globally’ new;  innovation, in particular, can be completely local.

What do you see as the main barriers to the success of innovation?

  1. The sit-and-wait-mentality of many inventors, who think that a good idea alone (or maybe with a prototype) will convince ‘entrepreneurs’ to take it and run with it.
  2. The idea that an ‘innovation’ has to be global.
  3. The belief that every innovation has to have a website 😉
  4. The belief that people ‘have to’ buy into an innovative product or service just because it is an ‘innovation’ (and has got an award that proves it).
  5. The belief that innovation is finished when its results are put into practice (or that there is a predictable way those results will take off and develop).

How essential has innovation been in your career?
Innovation has played a key role in many professional activities I’ve been involved in — be it in the arts, academic research or business.  In many ways I’ve been involved in making innovation happen.

I’m not a serial entrepreneur; but I’d like to see myself as a serial innovation enabler.  My passion is, together with others, to put new ideas into practice and to grow them beyond singular prototypes.  When the innovation makes the transition to routine, I lose interest.

You’re one of the three founders of p&s culture net, can you tell me a bit about why you started it?

In the late nineties I started p&s culture net together with two friends in Switzerland.  We set out to investigate what the impact of the internet would be on literature.

It began with workshops and small events, and grew into quite a substantial business, doing quite large public events in Switzerland.  We work around literature and try to make literature accessible in new ways.

And who, typically, would be involved in your workshops?

We try to get a good mix of people including researchers, academics, philosophers, historians, artists and even engineers.  We use the workshops as a kind of ‘think tank’.  For instance, when we were investigating what the internet does to literature, literary production, and literary consumption, it was extremely helpful to have all these different types peoples around the table.

I’m sure. And did your investigation come up with an answer as to what effect the internet has on literature?

No, not really.  When I think back on that particular series… it [the internet] just creates so many new ways to work with text.  And that text, and writing, are still very important and very relevant skills.

You are also the General Secretary of the International FabLab Association, which you’ve been involved with since 2007.  What is FabLab?

FabLab stands for Fabrication Laboratory.  It’s a concept that was developed at MIT by a physics professor, Neil Gershenfeld, about ten years ago while he was investigating how to create self-replicating matter.

Neil uses all sorts of machinery to do his experiments; and created the ‘How to Make Almost Anything’ course, which has been over-subscribed ever since it started.

People learn to use digital machinery like laser cutters, milling machines and 3D printers.  There’s a standard set of, relatively, simple machines that make up a FabLab.

FabLab image courtesy of Arnold Roosch

The set-up is relatively easy to use, so, about ten years ago Neil started to set up FabLabs in third-world countries, and in deprived areas in cities such as Boston, to give people instruments to play with and make their own stuff.

The idea took off, and suddenly everybody wanted to have a FabLab.  Currently there are over 70 FabLabs in the world… on almost every continent.  I think Australia and New Zealand are just waking up to the idea, but there are FabLabs all over Europe, in Africa, South America, Russia and a few in Japan.

How are FabLabs being used developing nations in particular?

They are used to make everyday stuff.  There is a beautiful project in Africa… They buy lamps from China, which would run on batteries and have conventional light bulbs in them.  The lamps are disassembled in the FabLab, the conventional light bulbs are replaced with LEDs, the batteries are replaced and LED cells are added.  Now the lamps can be charged by sunlight and are sold on.

This sounds like the implementation of innovation.

Yes.

You have spoken in the past about businesses exploring and using open source and open innovation. How have found businesses reacting to the idea?

Businesses are extremely nervous about it.  Business owners have been told, “You have to protect your ideas. It’s dangerous to share your ideas because anybody could pick them up, run with them and make big bucks, while you starve to death because you haven’t protected your IP.”

However, if you look at it more closely, the first thing you notice is that protecting your IP is extremely expensive and time consuming, and it distracts you from the real purpose of business, which is making money… there is so much time and money spent waiting for bureaucrats to file applications.

The other thing you notice is that there’s this axiom ‘IP protection helps innovation;’ so people think, “If there is no IP protection, there will be no innovation.”  There’s absolutely no proof of that.

There is no empirical evidence that IP protection helps to grow businesses, except probably in two sectors… one is a no brainer, the lawyers.  And the other, though I haven’t looked at it very closely, is the pharmaceutical sector.  If you get counterfeit medicine, which doesn’t do what it says on the tin, that’s an obvious problem.

Are you attempting to convince business that they should be exploring the ‘Open’ option?

I am indeed. I’m working with various people, from the industrial design corner of the world, to really look into the issue and find ways for designers to make a living in an open source context.

Square One seems to sit in a very interesting niche, at the intersection of business, administration, society and technology.  How would you use technologies such as Web 2.0 and 3.0 to support the implementation of management systems.

The intersection of business, administration, society and technology in the whole context of open source, open innovation… it’s huge!  It’s massive!  What I’m trying to do is break it down and apply it in very specific contexts.  Currently the main context I am working in is the FabLab context, because they refined everything.

FabLab is the thing that is socially relevant.  They are open to the general public and are, obviously, technology based.  But, I would say, half of the FabLabs existing right now are struggling to find sustainable business models.

They’re being set up with subsidies of some kind, which helps them run for a couple of years.  Since we have such a massive growth in the number of labs – the number is doubling every 12 to 18 months – there is no real experience of the post-subsidy period.  Because many of the people who set-up FabLabs are enthusiastic tech people, they don’t have the kind of business understanding that would enable them to set up such an animal to survive long term.  That’s the specific area of complication where I try to bring all those aspects together.

Where do you think the FabLabs movement will be in ten years?

That’s a very interesting question. Because ten years is quite a long period, if we look at the technology we’re dealing with.  It could be that by the time certain machines are cheaply available the raw material won’t be.  It’s kind of hard to predict.

The other thing is that, currently, FabLabs are mainly either community based initiatives, or school/university based initiatives.  But, that said, we’re seeing things happening in France at the moment where large ‘teach yourself ’ chain stores are starting to jump on the train and say, “Hey! You know, we could attach a FabLab to our stores.”

What kind of stores?

DIY stores, for instance. You’d buy material, then go next door to the FabLab and build something. It makes complete sense.

FabLab image courtesy of Arnold Roosch

But then, on the other side, you’ve got the community based FabLabs who are thinking, “Whoa! This is not the way we think about FabLabs.”

The classic clash between corporate and communal.  Do you have an opinion as to which is a better t?

I would have to imagine a world where both exist side by side.  Not everybody would go to a community-run FabLab and wish to have this type of community. But, it makes so much sense to produce a lot of stuff yourself.

Maybe I am oversimplifying, but it seems to me that you can go and brew your own beer… many people do.  Personally I prefer to go to the store and buy it, but that’s me.  I think there’s room for all of us who like beer to do whatever is most comfortable.  Here’s hoping that FabLabs become as ubiquitous as beer!

Speaking of which – and yes, I’m segueing from beer to thoughts of Holland – there is a FabLab opening today in Rotterdam, isn’t there.

Yes, and its happened really quickly [though not as quickly as Fablab Amersfoort, which was set up in 7 days – here’s how]. They got the financing to do it in May and the first iteration opened in September. Today it opens for real.

To move this fast, we had to bring all sorts of concepts together: open source, the unconference, the possibilities and mentality of the internet – where sharing suddenly is much more easily achievable – and rapid prototyping. It’s a completely different approach to the more conventional control mentality approach.

It’s an entirely new ecosystem… it’s research AND development – rather than the more common research THEN development.

P: Yup.

Well harkening back to my beer analogy… Cheers to that!

(Kim and Peter Skype’d from their homes in Sydney and Rotterdam.)