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UN Science Summit speech

This is the text of my talk at the Science Summit at the 81st United Nations General Assembly in the session “Collective Intelligence in Action” convened by the LUMEN project on the 23rd of September 2026. It is as spoken, with the sources linked so you can follow them up.


So – hi, I’m Andrew Dubber. I have no slides. That is not an apology. But what it does mean is that I won’t be putting words on the screen when I’m quoting someone. But these are references worth following up so I have posted this talk on my blog at andrewdubber.com – and you can follow all the links there.

I’m a senior researcher at the Industry Commons Foundation and a professor in Innovation. I also host a podcast called Inside EOSC for the LUMEN project, and once a month I sit down with someone who is building the European Open Science Cloud, Europe’s shared environment for research data and services, and ask them what they’re actually doing and what that means.

In an episode from earlier this year I asked Klaus Tochtermann, the President of the EOSC Association, what he thought sustainability meant in this context.

Here’s what he said:

“I’m not aware of any sustainable infrastructure which is financed based on projects. That doesn’t work. Because projects end. They start at some point in time, they end at some point in time, and then it’s unclear how to continue.”

You might be familiar with that problem.

Last week in Brussels, I was chairing a session at an Innovation Prototyping Lab that we run for the LUMEN project. Seventy people had registered to be there, ninety more online, representing thirty institutions in fifteen countries. The session was about the EOSC Innovation Centre, which is a project output I’m leading.

I had representatives of three of our research teams join me to discuss the tools they’ve spent the last couple of years building on the project, and I asked them three questions:

  • What does this offer, and to whom?
  • What does it need from the others?
  • And who runs it after the project ends?

Some good answers, of course, and really impressive work right across the board. But the question of who owns the result once the project is over, nobody in the room could answer.


In preparation for this talk, I went back to our initial desk research and re-read over what’s actually been written about innovation in open science. A quick lit review: policy texts, the economics, the reports.

Here’s what I found.

The big headline is that nobody agrees what any of the actual words mean.

There was a systematic review in 2018 that concluded (and I quote) “there is a lack of awareness about what Open Science is, mainly due to the fact that there is no formal definition of Open Science.”

I have my own working definitions of open science and – for the purposes of this talk – open innovation. You probably have yours. Though there is one I think is a pretty good contender for a canonical entry.

In September 2024, the G20’s research ministers met in Manaus, in the Amazon, and wrote this down: open innovation is (again, quoting) “a distributed innovation process based on partnership, cooperation, and voluntary knowledge flow across organisational boundaries, on mutually agreed terms.”

Some key criteria there:

  • A distributed process
  • Partnership
  • Knowledge across boundaries
  • Mutually agreed terms

They also said why it matters, and this might be the most important bit: because – quote – “the asymmetries and inequalities in the access to and production of science, technology and innovation can hinder green, socially just, and sustainable development, in all countries, but in particular in developing countries.”

Nobody here is disputing that Openness works. We’ve had pretty overwhelming evidence of that part for some time.

In 2008 the US National Institutes of Health required that every paper it funded should be freely available. A couple of economists studied what happened. Patents went on to cite that research between twelve and twenty-seven percent more often, and of course, the papers those rules didn’t apply to saw no change at all.

Openness feeds innovation. QED. Bravo.

But it isn’t enough for value creation. Mario Draghi’s report on European competitiveness says that “only about a third of all the patented inventions registered by European universities or research institutions are commercially exploited.”

Sadly, that paper doesn’t also mention open science once in seventy-three pages, which seems a shame, because a comparison would be useful.

But the Commission’s own expert group on research infrastructures said in 2020 that their innovation impact is “only very partially reflected” in anything you can actually count, because (and here’s the bit I want you to focus on) “no uniform methodology is in place.” The people who fund this work don’t know what happens to it, and nor do they seem to know the best way to ensure that results create ongoing value. Not just economic value, but including economic value.

So I thought I’d do my own little analysis. I went to CORDIS, the official register of Horizon 2020 projects, took a random sample of 400 projects that ended between 2018 and 2021, and I just visited their websites.

A third of them no longer exist. Now, of course, a website is not a result, and some of that work will have moved somewhere or found a new name. Equally, you can have a perfectly good website for a project that is effectively lying in state. But for our purposes here, the web address is the one that the funder was given, and it’s gone. So, not a measurement, perhaps, but at least an indicator.

I also want to mention this: Six years ago Michela Magas and I wrote a study for the EOSC Secretariat on bringing the wider public and private sectors into EOSC. We interviewed forty-six people: industry leaders, open innovation experts, citizen scientists, clinicians. More than half had never heard of the European Open Science Cloud. And every single one of them, once we explained it, could name what it would do for their work. Every one.

In that study, Expanding EOSC, we paired FAIR data, findable, accessible, interoperable, reusable, which is about the technologies, with what we called JUST data, judicious, unbiased, safe and transparent, which is about the practices of people around it and how a researcher, data owner, data manager can behave responsibly with data using annotation in a living document associated with a research dataset.

Every stakeholder we interviewed welcomed it, and we’ve folded it into the LUMEN project as well as the plans for the EOSC Innovation Centre.

2020: Judicious, unbiased, safe, transparent. Fast forward through the pandemic and global events, and you may have noticed that Europe’s discourse has shifted somewhat since then. Arguably, we live in a somewhat more defensive and less – shall we say – generous socio-political world than we did until quite recently.

The EOSC Association’s own position paper just this May calls the federation “essential to securing European sovereignty over its research data.” Fine. I can work with that vocabulary even if I can’t fully get on board with the militaristic tone.

But EOSC’s 2024 strategic agenda has a sentence on what projects produce that I think we have to problematise somewhat.

It says “it will be important that retention of results is with EOSC itself.”

That word again: Retention.

I’m reminded of the council’s plans to build a bypass, described in the Douglas Adams book as being “on display, in the bottom of a locked filing cabinet stuck in a disused lavatory with a sign on the door saying Beware of the Leopard.”

Look, I understand the impulse, I very much understand the importance of sovereignty, and I don’t think the people who wrote it actually meant that particular filing cabinet array.

But retention is only meaningful if someone has access, they are actually using, supporting and carrying the result, and that it is enabled to create value.

Last week in Brussels I called out the risk I see here: that once a place to retain results exists, a project can just point to it and say “job done”. Exploitation handled. A life beyond the project without actually having to give it life. I called it the repository trap. My (possibly biased) perception was that the room largely agreed with me, then we talked about what we could do instead, which is just another very good reason to put a bunch of smart people in a room together.

Now, I want to flag up one article I found in my review that’s influenced how I think about our work. In 2011, two economists, Jeffrey Furman and Scott Stern, asked what turns a discovery into the next discovery. They studied the resource centres that certify a biological sample and hand it on, and they found that “effective institutions amplify the cumulative impact of individual scientific discoveries.” Not openness by itself. An institution, in the economist’s sense: not an organisation or a large building, but a durable arrangement for cooperation and co-creation.

So the answer I take from the literature is not “be more open”. It’s “build the arrangement that converts openness into collaborative use and value.”

And economists have a name for where that arrangement starts. Fellow New Zealander Jason Potts calls it the innovation commons. At the beginning of anything new, when nobody knows what it’s worth, the efficient way to organise is often not a firm and not a market. It’s co-creation. A common pool: a group of people who share what they know before anyone knows what it is worth. Innovation begins in the commons. And there’s some great work going on here in Sweden right now about the Innovation Commons and addressing the problem of ‘projectification’. Michela would be a fantastic person to talk to about that, incidentally, if you’re interested.

But that connects very nicely to the foundation we run that’s built on exactly that premise. The Industry Commons Foundation grew out of MTF Labs, a community of nine thousand scientists, artists, engineers and industry people that’s run twenty-seven international labs since 2012. The core idea underneath has a direct line to Innovation Commons: the results, relationships, communities and infrastructure a project produces, governed as a commons rather than abandoned when the grant ends, with a methodology to scale innovation beyond its starting point – and we’ve also written quite extensively on this last part. Ask me or especially Michela about the concatenation of funding instruments some time.

But this is also what the LUMEN Key Exploitable Result (or actually, Meta-KER, as we describe it), the EOSC Innovation Centre, is for. It’s not a building or a new organisation; nobody needs another one of those. It’s a distributed programme of living labs, built on a shared method, where communities come together to collectively test and adapt results from perhaps several research projects at once and work out the arrangements for their continuing use: who takes responsibility, what support is needed, and how the commitments made in the room are followed up. Hybrid innovation by crossing the streams between project results. Michela talked earlier of a Large Intelligence Collider. The people in the room are scientists and researchers from different disciplines. They are at different career stages. They’re also innovators and makers. People from industry. From public institutions. Policymakers. Artists. People from local affected communities.

It’s hands-on collaborative prototyping with people who would ordinarily have no reason to be in a room together, bringing a range of perspectives to the same problem to find value and ongoing use for Open Science results. The sorts of results that come out of an EOSC-funded research project.

Those arrangements are still being worked out; that’s what we mean when we say we’re prototyping the methodology. We run the labs as a series, because one Innovation Prototyping Lab is a data point towards an EOSC Innovation Centre, but it needs a trajectory: Zagreb last October, Brussels last week, Paris next spring, when the third lab runs as a dress rehearsal for the Centre itself.

And we’re writing down and adapting the method as we go, every suggestion logged so its author can see where it went, so that any community anywhere can run a lab of its own without an institutional patron – and feed back into the methodology. A living lab with a living document as its instruction manual.

One thing that happened in Brussels demonstrates this method nicely. One team said, quite openly, that the tools underneath what they were doing tend to work best in English. Their example was an entity-linking semantic tool that recognised “Africa” in an English document and completely missed it in a French one. Same entity, same tool, different language.

Now, I made the point that these days, with the AI tools we have, translation isn’t even the hard part, support is.

Who helps a user troubleshoot when they send in their questions in French or another language? The presenter said it was early days and that part hadn’t really kicked in yet, but then turned that into an opportunity: local cultural centres running discovery platforms in their own languages. By Thursday evening, the Innovation Centre playbook carried a draft instruction. Before the lab, name the languages you’ll work in. Name who supports each one. Open a route for feedback. A question asked in a room at one lab became a bit of guidance that another organiser can follow for the next.

And as I mentioned, who is in the room matters as much as the method. Michela spoke earlier about co-creation and the special issue of the CERN Journal we co-edited. But some co-creation is more equal than others.

The best study I know of how Open Science can sometimes widen inequality rather than close it, published in Royal Society Open Science in 2022, names “crucial asymmetries in the Open Science relationships with industry and the public, which privileges the former and fails to fully include the latter.” One of its authors is Nicki Lisa Cole of the Know-Center in Graz – one of our LUMEN partners, and quite rightly our work package leader. Next year she’s going to be running the first local instance of the EOSC Innovation Centre as a living lab. I can’t think of a better person to test whether the environment we’ve designed includes the people it claims to. And I can’t wait to see how the methodology evolves iteratively after it plays out in real time under her guidance.

Which brings me back to Manaus. Remember the criteria of the G20 research ministers:

  • A distributed process: labs anywhere, on a shared method.
  • Partnership: builders and users at the same table.
  • Knowledge across boundaries: a seismic dataset from earth science finding a wave model in mathematics, which actually happened in Brussels last week.
  • And mutually agreed terms, the part still being written.

Work in progress. We have 15 months of this particular funded project left to build something that will last beyond it, and help other open science results do the same.

To be clear: Open Science, as I understand it, has built an effective sharing layer. The use layer is a different problem, and it’s mostly a people problem, which – as Suzanne said in her Inside EOSC podcast interview – is always much harder to solve. My paraphrase: Technology is easy. People are a challenge.

So here’s the invitation. If you’ve got a community with a real challenge, and research results that ought to reach it, or you’ve got scientific research results that deserve a life beyond journal publication, then get in touch with any of us in the LUMEN project. Tell us about the research and what the outcome addresses, the community and who might be able to help organise the work.

Better still, come and get involved with our next Innovation Prototyping Lab in Paris in the Springtime – what could be more delightful?

Klaus Tochtermann was right. Open Science projects are great, but they do come to an end. The question is who or what can keep them alive afterwards, and what shape might that life take. I’d be very happy to work on finding some of the answers with you.

Thanks very much for listening.


Sources, in order of appearance: Inside EOSC (LUMEN), Vicente-Saez and Martinez-Fuentes, 2018, G20 Manaus Declaration, 2024, Bryan and Ozcan, 2021, Draghi, 2024, EC High-Level Expert Group on research infrastructures, 2020, CORDIS, Magas and Dubber, Expanding EOSC, 2020, JUST Data white paper, 2025, EOSC Association position paper, May 2026, EOSC SRIA 1.3, 2024, Furman and Stern, 2011, Potts, 2018, CIJ special issue on co-creation, 2026, Ross-Hellauer, Reichmann, Cole, Fessl, Klebel and Pontika, 2022.

Our year working for CERN

For most of the past year, Michela and I have been guest editing a special issue of the CERN IdeaSquare Journal of Experimental Innovation (CIJ) on the subject of co-creation. It’s finished now: twenty-six written contributions from around the world, plus our editorial, out shortly. And no, that is not a paid position, nor does it confer an honorary PhD in nuclear physics, but (in a phrase that will resonate with my musician friends) think of the exposure!

CIJ is a peer-reviewed journal of experimental innovation, published by IdeaSquare, the innovation space at CERN in Geneva. Michela was on their board of advisors for the last five years and we ran one of our labs there a few years back. CIJ is Diamond Open Access, which means everything in it is free to read, nobody pays to publish, and authors keep their own copyright. It also means I can share our editorial with you in full below, which is the point of this post.

The call for papers went out last September, and by the time submissions closed in March, there were far more than we could reasonably have expected. We imagined we’d get five. Ten at most. What followed was a year of the actual machinery of editing. There were four of us on the guest editorial team (Anne Dvinge and Ana Kuštrak Korper, alongside Michela and me), and we recruited nearly 50 experts (after approaching literally hundreds) so that each research article could be independently assessed by two external reviewers. Then the decisions, revisions, second rounds for the papers that needed them, and production that took us right up through August.

It’s been a huge part of what we’ve been up to for the last year, and it’s been escalating over the past few months, right up to the deadline. And we just brought it over the line, so I thought I’d share and then have a glass of something nice to celebrate. Enjoy.


Editorial: On co-creation

Andrew Dubber and Michela Magas
Guest editors, CIJ Special Issue on Co-creation

In a famous thought experiment, the philosophers Andy Clark and David Chalmers (1998) imagined Otto, a man with failing memory who carries a notebook holding what he can no longer remember. Because he consults the notebook as reliably as the rest of us consult our own recall, they argued, the notebook is not an aid to his mind but part of it. The argument could therefore be extended that you do not “collaborate” with an external intelligence source that you routinely deploy any more than Otto “collaborates” with his notebook. Intelligence has never been confined to the inside of the head. It has lived in notebooks, libraries, instruments and other people for as long as those have existed, and the extended mind now has a strange new annexe. From that perspective, working with AI is, in an important respect, not “co-creation” at all. It is simply creation.

McLuhan (1964) asserts that the content of any new medium is its predecessor. In the case of LLM model training, this is quite literally true, and not just a useful metaphor for unfashionable media studies theorists. There is a collaborative relationship at play, but it operates at a deeper layer, with the vast body of human work swallowed whole by the training data. You are not collaborating with AI. You are collaborating with everyone whose writing, speech and imagery the model has absorbed. Most of them were never asked, and none of them is credited, but you are collaborating with them all the same.

Yet the papers in this issue push back on both positions, and they are right to. In the pages that follow, a glacier holds a conversation. Harry Yeff’s paper describes an agentic voice system: an AI that speaks and listens, grounded in the research literature on the Thwaites Glacier in West Antarctica. At the AI for Good Global Summit in Geneva, it held more than 3,000 conversations, adapting what it knew of ice loss and sea level to each listener in turn. Co-creation is plainly not restricted to transactions between humans. There is co-creation with other species and living systems, as the immunologists and the ocean-dataset builders in these pages suggest. There is co-creation with place, whether a garden at CERN or the waterscapes of Kumasi. There may be co-creation with intelligences that are built rather than evolved, which does not make them unnatural: tool-making is among the most natural behaviours of our species.

Which leaves a genuine puzzle. How can we be in collaboration with an intelligence that exists beyond us but is also, on the prosthetic view, as much a part of us as Otto’s book is of him? Perhaps the simplest answer is that there is no conflict to resolve. The study of elusive, dual-natured phenomena is CERN’s trade. Physics made its peace long ago with entities that are two things at once, particle and wave, depending on how you look. The intelligence we now work with is at once our own, an extension of the collective human record, and separate from us, a sounding board with our own voice in it (the “pet self” as Yeff described it in our MTF Labs in Stockholm back in 2018).

This is why three pieces in the Journal’s conversational Coffee Paper format challenge us to consider how else we can co-create both with other humans and beyond. John Wood’s glossary of co-creation runs from abductive reasoning to his own coinage entredonneurship, ‘giving from between’ rather than ‘taking from between’, and pauses to calculate, via Euler, that a quartet offers six times the potential synergies of a duet. Marta de Menezes and Luis Graça, artist and immunologist, argue that art and the immune system are structural cousins: adaptive systems that turn encounter into development, draw robustness from diversity rather than uniformity, and are both, in their lovely phrase, poised toward what has not yet arrived. Kat Austen begins on a bus in Seoul and ends on the Irish coast, where around 100 handmade images from Galway coastal communities became the training data for a generative model trained entirely on renewable energy. The model helps people envision a liveable ocean future rather than remix the world as it is. Her question deserves to be quoted whole: “What if we build AI not on the fragments of the shape of the world that is, but on the shapes of the worlds to which we collectively aspire?”

From conversations with glaciers to grafting one’s partner’s cells on one’s body: that is the span of this issue. The question is who gets to make knowledge, with whom, and on whose terms. The range of the issue starts with definitions, then people and power, then places and structures, then machines, and ends with hope. This issue is about making knowledge together, across boundaries that often keep the makers apart. It is, by quite some distance, the largest issue this Journal has yet published.

A cluster of papers takes co-creation to places where the stakes are immediate, and the power relations are not abstractions. Barcham’s study of extended reality prototypes for climate resilience is written from the inside, from the author’s own Māori hapū (clan) in Hawke’s Bay. It shows how even a well-intentioned participatory process can reproduce colonial dynamics when data, platforms and resources remain in external hands. Lauterbach and colleagues hand the research process itself to musicians: an established highlife band and six community musicians in Kumasi, Ghana, who conducted their own fieldwork and co-wrote a song about urban water, on the understanding that a lyric can carry knowledge about living with polluted water that no policy document can convey. Saienko and colleagues work with six third-sector organisations in Dundee for whom, as one participant put it, “Data work is not a part-time undertaking”, and use participatory design both to surface and begin to redress that asymmetry of data power. Costa and colleagues take us into the boxing gym, where an embedded researcher, a former competitive boxer and referee, mediates between the mouthguard data and the lived expertise of athletes whose sport’s health evidence was built around men. Bugler and colleagues, working from a co-design project with young adults in Cape Town, ask a question every participatory researcher will recognise: when the workshop is over, and the analysis begins, can anyone retrace how the participants’ words became the researcher’s findings? Their answer, a discipline of traceability on a shared digital whiteboard, is one of the transferable and applicable gifts of this issue.

A second cluster examines the rooms and structures in which co-creation is staged. Suominen and Jussila look back at 17 educational hackathons in Finland and find that, across their cases, the ideas that survived the weekend were those where an external problem owner was present and the event had a deliberate afterlife. Their evidence includes a student concept, brewed from a food company’s surplus cucumbers, that ended up on shop shelves, and a recurring failure they call the torso problem: a well-built event with no afterlife. Bonucci and colleagues compress co-creation into 90 minutes at the Brussels final conference of ATTRACT, the EU initiative to turn big-science technology into applications. Even under those constraints, they show that 25 mixed teams can produce comparable, analysable pathways from big-science resources to societal challenges. Hofmann and Alliss bring school students into MRI sequence development at a Fraunhofer institute in Bremen, with glass art as the bridge: the glass appears in the scanner as negative space, and the students’ reported understanding of the physics rose dramatically over two days. Beigel asks how the paradoxes of structured freedom shape co-creation in learning and teaching, where the invitation to co-create is itself a form of structure. Bartoloni and Strigari trace how astroparticle physics and space radiobiology built a shared practice out of what the literature calls boundary objects, artefacts that both sides can hold on to: a shared ontology, dose-effect models, curated datasets. The paper proposes tools for logging who decided what, and who is owed credit, in cross-domain work. Tanaka and Ito describe a project that lives permanently at CERN: a garden of suspended silk threads in lilac, wisteria and violet, designed with students from two universities in Japan through the lens of Japanese aesthetics and particle physics, begun in 2018 and completed through the pandemic, and the practical constraints of building anything at CERN. Clarke and colleagues propose that a participatory sound platform with some 10,000 users can be governed as an experimental data commons for health research, provided consent, provenance and attribution are engineered in from the start.

A large share of the submissions we received concerned artificial intelligence, and we accepted the strongest of them, in part, because they disagreed with one another. Gelner and colleagues pitted six engineers against an enterprise language model on a corpus of battery-test reports and found the machine to be faster, but more often wrong. Tellingly, it could not conclude that an answer simply was not in the documents, a judgement all six engineers made correctly. Silver, Morrow and De Paoli’s methodology draws a firm line: in the TALLMesh workflow for thematic analysis (the craft of finding the themes in a body of interviews and texts), the language model processes patterns but “does not function as an analyst or collaborator”, and accountability stays with the researcher. Ochiai proposes an AI convenor for multi-domain co-creation and, with the understanding that convening is a form of power, sets hard boundaries and escalation rules before facilitating anything. Zampirolo and colleagues treat the governance of AI itself as a co-creation problem, to be worked out by the people who share the dilemma rather than specified top-down. Shen and Iandoli teach students to prompt critically and watch their creative agency grow rather than shrink. Quiñones Gómez surveys professional designers and maps the roles and responsibilities they actually grant AI in their work, and finds that trust follows transparency rather than sophistication. Etezadi and colleagues’ experiment uncovers a creativity discount: teammates known to use AI are rated less creative, and disclosure makes it worse. While a small study, it should give pause to anyone drafting a disclosure policy. Riznyk proposes community-owned linguistic datasets governed by collective vote, so that the languages that feed the models remain the possession of their speakers. Finally, Yeff, whose glacier opened this editorial, makes the boldest claim of all: that adaptive, listener-calibrated conversation is itself a co-creative act, and that meaning made this way belongs to neither party alone.

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It is hard to imagine a better home for an issue on co-creation than this journal. CERN is itself among the great standing demonstrations of co-creation: between nation-states, between disciplines – art and science meeting at the highest levels – in pursuit of the smallest constituents of the natural world and their own powerful interactions. Its commitment to Open Science extends the collaboration across time and distance to people who will never visit Geneva. That practice runs through this issue too: the aggregated data summaries and governance protocols behind Clarke and colleagues’ participatory sound platform are already openly deposited in the Journal’s community on Zenodo, CERN’s open repository for research data, where anyone may build on it.

If the intelligence we now work with is indeed dual-natured, then CERN is the right context in which to examine it, and if anyone were to build a particle accelerator and collider for intelligence, IdeaSquare – CERN’s experimental innovation space from which this journal takes its name – is exactly where you might expect to find it. One of us served a five-year term on the Advisory Board of IdeaSquare, and recognised in it something we knew from first-hand experience: what it takes to give a co-creation community a home.

We have over sixty years of co-creation practice between us, across design, media, data-driven technologies and the industries built on them. Since 2012, first as Music Tech Fest and then as MTF Labs, we have run 26 international events where scientists, artists, engineers, inventors, industry experts, and policymakers spend an intensive week building things together. In 2023, we brought the lab format to IdeaSquare itself, gathering New European Bauhaus thought leaders in think-and-do sessions in person for the first time. The community that has grown around those nomadic events now numbers 9,000 people, and one of its defining features is that nobody in the room is an expert on everything; everybody is an expert in a particular knowledge domain, and we progress by connecting the dots under the banner of grand missions such as Ecosystem Living or JUST Data. The community of the MTF Labs ‘intelligence collider’ vastly exceeds the attendance at any one of its collisions, and if, as Wood has it, four nodes offer far more possibilities than two, then 9,000 is a much bigger number than it appears.

The MTF Labs community has yielded a non-profit research institute, the Industry Commons Foundation. This is where the strange new annexe of the extended mind gets its architecture. Our project GRAPHIA is building an open knowledge graph for the social sciences and humanities: a connected map of the field’s data that machines and people can both navigate. LUMEN is building federated discovery across scientific domains, so that a researcher in one field can find and use what another already knows. A language model on its own is a rear-view mirror, fluent about where we have been, but a poor navigational tool. Grounding it in verified knowledge, in facts and ontologies, is what makes it a trustworthy companion for where we are going, and that grounding is precisely what these infrastructures exist to build. In both projects, co-creation is a major research stream: it powers the innovation labs and is proving remarkable both as a way of generating new knowledge and as social glue for researchers working in diverse domains. We read Wnuk and colleagues’ account of the OPERAS Innovation Lab, five years of work drawing on 655 participants from 33 countries, with more than usual interest: OPERAS is a partner in both projects, and their co-creation workshop, in October 2025, ran at our Innovation Prototyping Lab in Zagreb.

Co-creation has become a working method within European research infrastructures, and it now turns up where nobody would once have imagined it. This includes large industrial AI programmes such as our project EuroFMX, where Test and Experimentation Facilities stimulate innovation co-creation processes, LLMs reference novel industrial ontologies, and Living Labs are deployed as a validation methodology. The value that emerges from all these experiments belongs to no single field and usually to no single person. That is the kind of co-creation we know first-hand, and it has informed our approach to this journal: a working familiarity with what happens in the space between knowledge domains.

It is also how this editorial team came together: we know our fellow guest editors, Anne Dvinge and Ana Kuštrak-Korper, through the MTF Labs community. Anne is Senior Innovation Advisor for the social sciences, humanities and the arts at UCPH Lighthouse, the University of Copenhagen’s innovation unit. She spent a decade as a music researcher, then founded Low-Fi, a platform that turned private living rooms into concert venues, with each event co-created by musicians, hosts, and audiences in cities from Copenhagen to Santiago. These days, her role is in helping researchers across the humanities translate their knowledge into impact. Ana wrote her doctorate on the role of service design in service innovation, a field in which co-creation is not a topic but the working method, and she now puts that research into practice as innovation coordinator and civic designer in the Mayor’s Office of the City of Zagreb, while keeping a research foothold at Linköping. Both know the lab process from the inside, both brought their own disciplinary depth to the editorial table, and each handled a substantial section of this issue from first assignment to final recommendation. We are extremely grateful to them both.

We make no secret that some of the authors, too, are known to us through that same community, and that over the years several have become friends. Every research article here nonetheless passed rigorous peer review, exactly as it would in any issue of any other serious journal, and the price is that we have had to reject work by thinkers we know, respect, and will likely work with again. The reviews were anonymous, the standards were the Journal’s, and friendship bought nobody an easier ride. The same discipline ran the other way: Matteo Vignoli, the Journal’s Editor-in-Chief, is a co-author on one of the papers in this issue, and took no part in any decision concerning it. We are grateful to Matteo for his guidance and to the wonderful Valeria Brancolini at CIJ, who kept things on track and kept us moving, while handling record numbers of papers for typesetting.

Our thanks go to Alexandra Antonopoulou, Tarsh Bates, Fergus Bisset, Johan Blomkvist, Martina Čaić, Wanjun Chu, Andy Dearden, Alessandra Di Pisa, Sara Donetto, Ivo Emanuilov, Jeanette Falk, Lene Asp Frederiksen, Harald Fredheim, Visda Goudarzi, Hanna Louise Grønneberg, Anne-Sophie Guernon, Stefan Holmlid, Mark-David Hosale, Jamer Hunt, Liesbeth Huybrechts, Petter Karlström, Iva Kostešić, Ian Lambert, Laura Aakjær Larsen, Tau Ulv Lenskjold, Sara Lenzi, Marianna Lubanski, Agathe Malbet, Peter Meister-Broekema, Samuel Moore, Andrijana Mušura, Alexander Nolte, Divya Persaud, Sebastian Porsdam Mann, Emily Rempel, Matteo Romanello, Gergana Romanova, Vitaliy Roud, Clara Saglietti, Ann Shivers-McNair, Lina Svensberg, Francisco Teixeira, Tine Thorup, Horácio Tomé-Marques, Claudia Westermann, Renee Wever, Åsa Wikberg-Nilsson and Anna Xambó Sedó.

Between them, they carried out the peer review for this issue, with several taking on more than one manuscript and many returning for a second round. Their time and care were given to work that was not their own. In an issue about co-creation, that fact is worth highlighting. Some of the work in these pages was carried through genuine difficulty, including bereavement, and we are conscious of what it took to bring it to completion. The special issue was co-created by the guest editors, the authors, the reviewers, the CIJ editorial team and, in a real sense, the subject matter, and that collaboration lives in the gaps between the articles as much as in any single text.

This collection, formed of diverse voices, experimental practices, researchers from outside the traditional academy, and methods built on inclusion, is deliberately positioned as a rebuke against the forces that simplify, brutalise and exclude, and in outspoken favour of the things they attempt to degrade: scientific understanding, intellectual pursuit, truth, beauty.


Acknowledgements

The guest editors’ work on this issue was supported by the European Union’s Horizon Europe research and innovation programme through the projects GRAPHIA (Grant Agreement No 101188018) and LUMEN (Grant Agreement No 101187940).

References

Clark, A., & Chalmers, D. (1998). The extended mind. Analysis, 58(1), 7–19.

McLuhan, M. (1964). Understanding media: The extensions of man. McGraw-Hill.

Albums: 20, 20 + 5

Like you (I assume), I’ve long since learned to cope with the paralysis that comes from access to the lion’s share of recorded music history at the press of a touch screen. The perceived challenge of infinite music has shifted from over- to underwhelm. The algorithms assume I’m predictable, and worryingly, they are right more often than not. Not so much a paralysis of choice, but the paralysis of being relieved of choice. Inertia, perhaps. Anyway, I seek a middle ground. I would like merely to be whelmed.

So this year, I have (perhaps unsurprisingly) deployed AI in the service of music discovery, though not in the passive ‘play me any old thing you think I won’t dislike enough to switch off’ way that commercial radio aspired to in the 1990s and, for all I know, may still do today. Instead, I have trained an AI agent on the kind of music I like to discover, the labels I like, the tastemakers I tend to agree with, the magazines that find what I consider to be ‘good music’, and I have sent it off on a weekly mission to seek out the new releases that might surprise, delight, challenge and amuse me. I’ve come across some good stuff that way. But I still do the listening and, importantly, the deciding. The AI is more of a helpful intern: “What about this one? Or this?”

I also go looking myself, of course, and Qobuz is pretty good at surfacing a bunch of new and interesting albums every Friday, but it also misses some that may appear on, for instance, The Quietus, Bandcamp Daily or, say, The Guardian, and my cyber intern is always checking those for what it is learning is “my sort of thing”.

As is traditional, I’ve waited until the actual end of the year to post this, and just as well. I found out about one of my highlights of 2025 literally just today, thanks to the end-of-year Irish music roundup radio show by a friend in Galway whose great taste I usually admire from afar, but which, every so often, intersects with my own. Besides, it just seems absurd to call the game in November when December releases are so often the ones that carry you through the darkest days up here in the wintry north.

So anyway, as you’ll no doubt know by now, these are not supposed to be the “best” records of the year (a nonsense idea, objectively speaking), but they are the ones that inhabited my world, and whose world I inhabited. 

I’ve made three lists for 2025: TWENTY, TWENTY and FIVE. See what I did there?

Let’s start with the FIVE.

 

FIVE (favourite albums of the year)

So first up, here are my personal Top 5 albums of 2025. These are the ones you are welcome to judge me by.

1. Sierra Tracks – Vega Trails

There is a specific kind of quiet that is very hard to capture on tape (do we still say ‘tape’?) without it sounding sterile, but Vega Trails have somehow bottled it. This is the second release by Milo Fitzpatrick (Portico Quartet) and Jordan Smart (Mammal Hands) as Vega Trails, recorded after Fitzpatrick relocated to the mountains of central Spain. It’s basically chamber jazz, but it feels more like a conversation you’re overhearing in an acoustically pleasing room. They’ve expanded the palette: strings, piano, vibraphone – but the intimacy remains. This was easily my most listened-to album of 2025. Live with it for a while, and you may find it difficult to live without.
 

 

2. The Shieling – Fergus McCreadie

I was predisposed to love this. I’ve been following McCreadie’s output for some years, but The Shieling is, if not something entirely different, then a determined refocus and a confident recommitment to the project. Recorded in a remote cottage on North Uist in the Outer Hebrides, it manages to sound like the landscape it was born in: wild, elemental, and stubbornly beautiful. Like if a piano trio could not only play the tunes of a ceilidh, but dance them too. Produced by the brilliant Laura Jurd (whose own work appears later, as part of another list on this same post), it balances the trio’s technical fluency with a lyrical, Scottish-folk-infused melody that feels as old as castles. It is, in fact, extremely Scottish, in the best possible sense (a fireside dram, rather than a biscuit tin), which appeals to me for reasons that are likely as genetic as they are aesthetic.

 

 

3. Bag Vore Øjne Strømmer Drømme Sagte Forbi – Hvalfugl

I was in a record shop in Copenhagen recently (in truth, as often as I can), holding the three 10″ EPs that this album compiles, trying to justify the spend and additional carry-on luggage. I almost wish I had. The objects themselves are beautiful (and at some point we need to have a conversation about why all albums aren’t 10″ gatefold 180g vinyl pressings), but the music is transcendent. The band’s name means ‘Whale Bird,’ and the title translates roughly to “Behind Our Eyes Dreams Slowly Drift By,” which is about as accurate a description of the sound as you could hope for. It’s a self-released collection from the Danish trio, featuring guest musicians to broaden their usual scope. This is music that checks in to make sure you’re comfortable by the fireplace, then brings you a cocoa.
 

 

4. There Is Beauty, There Already – Sarathy Korwar

On paper, a continuous 40-minute percussion-led suite seemed like homework. I mean, I expected to appreciate it, nod politely, and move on. Instead, I played it 8 or 10 times in a row. Korwar has, I learned, always inhabited the territory of jazz, while sometimes kicking at the edges – but this feels more like a personal exploration of his own musical language. It’s process, not packaged product, and we’re invited to witness its evolution. It’s hypnotic rather than repetitive – a study in motion that pulls you into its own shifting time signatures, polyrhythms and tempos. It came fairly late in the year, but I’ve returned to it more than most, and usually when I need to remember how to think.
 

 

5. Under Tangled Silence – Djrum

This is what happens when glitchy electronica stops looking at the bedroom curtains and starts looking at the horizon. Djrum (Felix Manuel) has always been good – no, better than that: he’s always been interesting – but this record is a masterclass in texture. It blends classical piano, jazz structures, and shattered beats in a way that feels organic rather than Ableton surgery. Listen especially for the cymbals: wide-open, gorgeous, and now a recurring sonic character. Apparently, this album was a restart after a catastrophic hard drive failure wiped five years of work (back up your files, kids!). I’ve been there – and it’s painful (ask me about my almost completed Master’s dissertation one day), but something good always comes of it, though seldom anything this good.
 

 

TWENTY (albums that soundtracked my year)

A “Top 5” is an inherently cruel exercise. It suggests that everything else was second-rate or substandard in some way, which is patently untrue. If the five above were the records that I would like to say ‘defined’ the year for me, this next list contains the ones that made the year, at the very least, habitable, and at best, a pleasure to participate in.

These are the albums that soundtracked the daily routine. The ones I spun while cooking, that accompanied the dog walks and forest drives and the ones that kept the irritants of the world at bay while I worked, travelled and (occasionally) relaxed. They range from the “reliable old friend doing a cool new trick”, and “inspiring visit to an unexpectedly good art exhibition”, to the “warm bath I really needed at the end of one of those days”.

All of these were high-rotate, and so are, in the end, simply what 2025 sounded like, if you happened to be me.

1. Landscape from Memory – Rival Consoles

If you could make synthesisers weep…

2. The Importance of Birds – Snorri Hallgrímsson

Accessible Icelandic contemporary classical music. Nordic noir soundtrack waiting to happen…

Available on streaming services.

 

3. Elsewhere – Grandbrothers

A progression from their earlier (wonderful) ‘grand piano and electronics’ to ‘grand piano and even more electronics’…

4. Can You See Me Now? – Amanda Whiting

Welsh harpist with roots in spiritual jazz, an interest in hip hop and some talented friends…

5. The Eternal Now – Chip Wickham

Some of my favourite music comes, as this does, from my friend Matthew Halsall’s Gondwana Records label. This is up there with the best of those releases…

6. Necessary Fictions – GoGo Penguin

A shame this one is not on Bandcamp, though some of their other music is, and all of it is exceptional. This one moves the bar forward, with the addition of vocals in places and some exceptional writing…

Available on streaming services

 

7. Simple Things – Britta Virves

Estonian-born, Swedish-based jazz pianist. The sample track with vocals below is not typical of the rest of the album, which is closer to much of what I like about Fergus McCreadie (above)…

8. Sendas – Omar Sosa

Anything by Omar Sosa is worth a listen. This is delicate and subtle – and for a solo piano album, contains a lot of sounds that are not made by the piano…

Available on streaming services.

 

9. Music For Roads – Tuomo & Markus with Verneri Pohjola

Took me a few goes, but I got there. A road trip soundtrack album made by Finnish psychedelic folk rock artists (sigh) with an exceptional jazz trumpeter. But it’s okay. It’s jazz. It’s just jazz. Enjoy…

10. Pax – Tingvall Trio

A Cuban, a German and a Swede walk into a bar. I’ve listened to a lot of piano trio music this year, and this was one of my favourite examples…

Available on streaming services.

 

11. Our Calling – Piers Faccini & Ballaké Sissoko

Imagine if Nick Drake went to West Africa…

12. Orbits – The Circling Sun

Very happy to have some kiwi music in the mix, and very my sort of thing. Anything with Julian Dyne is an instant purchase, and Cam Allen is a bonus. Spiritual jazz from my spiritual (and literal) homeland…

13. Spindrift – Benjamin Lackner

Romantic piano jazz recorded in the South of France. What can I say?

Available on streaming services.

 

14 Poems for Travellers – Emil Brandqvist Trio

 Nordic jazz trio. More of this sort of carry on – and very good at it…

Available on streaming services.

 

15. When It Rains It Pours – Shay Hazan

Tel Aviv based guimbri, bass and guitar player with a foot in tradition, another in jazz and his head in the kind of nightclub I’d actually still consider attending…

16. In the Wind of Night, Hard-Fallen Incantations Whisper – Širom

Slovenian inventors of folk music from imaginary traditions, using a huge variety of strange and sometimes unique instruments. This always works for me, and it’s not their first time in my year-end list…

17. Expanding to One – Phi-Psonics

Bigger band than is usually my thing, but these are some inclusive and community-minded spritual jazz heads, and I loved the previous two albums as well. They win me over every time…

18. Døgnville – Liv Andrea Hauge Trio

Rule of thumb: always check Erik Honoré’s Hubro record label. Not every release is for me, but it’s never not interesting. This was the most straight-up jazz I’ve heard from them, and it’s rock solid…

19. Memories of Home – John Scofield, Dave Holland

Absolute legends absolutely legending. Interesting fact: Dave Holland has worked with Miles Davis and also with me. Not at the same time. Not just a phenomenal all-time great bassist, but a very nice man… And Scofield is the guitarist’s guitarist, isn’t he?

Available on streaming services.

 

20. Shiraz – Dhafer Youssef

Beautiful album from the Tunisian composer, vocalist and oud master…

 

TWENTY (albums that brought joy along the way)

And then there were the records that made me smile.

While the previous list was constant companionship, this group was the spark. These are the gems that surprised me. The piece of cake discovered at the back of the fridge. Albums I might not have played every single day (and one I only just discovered in the last 24 hours, but which has already earned its place), but that provided what can best be called delight. Some are fun, some are deeply nostalgic despite being brand new, some are technically dazzling, and some just have a vibe that I couldn’t help but fall for.

It would be remiss of me not to bring them to your attention, because god knows we could all use a bit more joy.

 

1. GUSTO – Boko Yout

I tend not to do much ‘rock’ these days, but I saw the video for Gusto, and Boko Yout won me over with their “Afro Grunge”. Punk should have been this funny…

2. Sonor – Enji

Mongolian tradition meets serious jazz training. Beautiful voice and absolutely enchanting music…

3. MONUMENT – Shriekback

One of my favourite bands since 1980. Dark, funny, menacing and often solidly funky. Stomping grooves, underwater basslines, squirty synths and reptilian vocals. And you just can’t beat their lyrics. Plumed! starts: “I’m gonna manage the narwhal / I’m gonna handle the beast / I’m gonna scowl at the torpid owl and then call the police.” Wasps In Heaven references Tom Stoppard and Spinal Tap before diving into the sort of rhymes you’d only otherwise encounter if Stephen Fry took up battle rap. Anarchy you can dance (or slither) to.

Available on streaming services.

 

4. Onda – João Selva

 The very first record I bought in 2025 – possibly because I was in need of some sunshine. Late afternoon Brazilian beachfront vibes…

5. Of The Near And Far – Patricia Brennan

 The collision of art and science is at the heart of most of what I do, and I love it when it’s expressed so clearly, successfully and with such wonder. This is what happens when a phenomenal vibraphonist and composer becomes obsessed with the night sky…

6. Four Spirits – Abel Selaocoe

Oh, you think you know what a classical cellist does? Watch this.

Available on streaming services.

 

7. Changing Perspectives – Rebecca Trescher

Clarinet-led chamber jazz that warrants close attention and repeat listens…

8. Rites & Revelations – Laura Jurd

Sophisticated Scottish/English folk meets jazz with appearances from Jurd’s former bandmates from Dinosaur. She also produced one of my five favourites above, so a productive year…

9. In Holiday Clothing, Out of the Great Darkness – Clarice Jensen

Another cellist and composer, this time from the US, and armed with looping pedals…

10. Uncharted Waters – Arve Henriksen, Eivind Aarset, Terje Isungset

You should probably just assume Arve Henriksen will turn up somewhere in my list each year…

11. Mirra – Benedicte Maurseth

The sound of reindeer herding and reindeer herders in the north of Norway accompanies a Hardånger fiddle. I now have two albums matching this exact description, both by Maurseth, and I would happily buy more…

12. Konoma – Takuro Okada

One guitarist’s attempt to create ‘authentic’ Japanese Jazz…

13. Tyrchu Sain – Don Leisure

Translated literally: ‘Digging Sain’. Welsh DJ and beatmaker Don Leisure excavates the 55-year archive of the legendary Sain Records label to create a psychedelic, sample-heavy mixtape that feels less history lesson and more lucid dream…

14. Without Wind, Without Air – Roger Eno

Some hints at existential dread underlying the beautiful sonic paintings, but Without Wind, Without Air is not suffocating, just becalmed…

Available on streaming services.

 

15. Conversations – Alex Ventling & Kim Paterson

My friend Kim Paterson also happens to be one of my all-time favourite New Zealand musicians.  I produced an album of his back in the 90s, and he played on many other sessions I recorded. He no longer plays, but he recorded this a little while back when he was in his early 80s. Some standards, some of his own tunes. Just a meeting between musical friends with the tape rolling…

16. New Dawn – Marshall Allen

…but Kim Paterson’s just a youngster in the grand scheme of things. This is 100 year-old saxophonist Marshall Allen’s debut solo record (though he’s led the Sun Ra Arkestra for decades)…

17. After the Wildfire – Jan Bang & Arve Henriksen

Like Arve Henriksen, I always reserve at least one space for Jan Bang on my end-of-year favourites list. And look – here they are together! This was commissioned for the Skopje Jazz Festival and features Macedonian Voices…

18. MYT – Moses Yoofee Trio

Winners of the 2024 German Jazz Awards Live Jazz Act of the Year, the Moses Yoofee Trio explore R&B, hip hop and soul through a jazz lens. Not the first to do it, sure, but they do it well…

19. Blizzard – Dove Ellis

Brand new to me, and a much-appreciated recommendation from my aforementioned Irish friend, Damien. Five-star reviews in the Guardian and elsewhere, and a rush by majors to sign this Galway talent, but all rebuffed. Comparisons to Tim and Jeff Buckley are well-founded, though there’s something else going on here. The line “Love is not the antidote to all your problems” sums up the tone. Falsetto romanticism with a bucket of ice water on hand…

20. After the Last Sky – Anouar Brahem

With Anja Lechner (violoncello), Django Bates (piano), and Dave Holland (bass), oud player (oudist?) and composer Brahem creates a beautiful chamber piece that takes a Paddington-style hard stare at the state of the world.

Available on streaming services.

 

And those are the lists.

I also listened to a lot of Matthew Halsall, Jasmine Myra, Girls In Airports, Svaneborg Kardyb, Scrimshire, O’o, Kiasmos, Gidge, Ancient Infinity Orchestra, Lady Blackbird, José Gonzáles, Okvsho, Little North, Khruangbin, Why Kai, Henrik Lindstrand, Okonski, Shabaka, Mammal Hands, Sven Wunder, GODTET, Kit Downes, and an embarrassing array of Eurovision hopefuls – but let’s try and keep things somewhat manageable within the space of a single post.

There’s always a temptation to look at an “End of Year” list as a completed project. A definitive statement of taste frozen in carbonite. But I think it’s more of a conversation. Sometimes you’re talking to the zeitgeist, sometimes you’re arguing with it, and sometimes you’re just trying to figure out who you’ve become, musically speaking. Arguably, I’ve become older. I’m okay with that.

Full disclosure: Over the course of 2025, I’ve picked up new favourite albums of 2024 and 2023. I have no intention of going back to change those respective end-of-year blog posts, but just to say that the past has a lot of rooms I still haven’t looked in. 

I don’t get told my list is “wrong” as much as I used to (probably a symptom of my withdrawal from the shouting factory of social media), but I am always open to “forgotten” gems. If you have a recommendation, I’m (always) listening. And if you find something in here that’s very much your sort of thing, but that you missed for whatever reason (likely because you’re less obsessive about this stuff than I am), I hope it brings you something like the pleasure it brought me. 

Happy New Year, my friend.