Rethinking apps as exoskeleton agents, with humans inside

Weeknotes 377 - AI is becoming an exoskeleton for thinking—but exoskeletons only work if there's still someone inside steering. Apps replacing with agents requires rethinking. And more from the news.

Rethinking apps as exoskeleton agents, with humans inside
An exoskeleton for the mind, by Midjourney

to be

Dear reader!

Hope you are doing well. It seems to be a holiday week here in the Netherlands, happy holidays. I always forget, but notice immediately when I send out a newsletter for ThingsCon, getting ooo messages. That newsletter was an announcement or reminder that we have the call for article proposals open for RIOT 2026, the yearly publication on the state of responsible (connected, intelligent, etc.) technology, this year themed on regenerative design for all things AI and AI things. See more on the website: https://thingscon.org/riot-2026/

In this newsletter, I look back on the activities around the Wijkbot/Hoodbot of last week, and the contextual conferences. The triggered thought is to view AI collaborations through the lens of exoskeletons. As always, connecting different threads of thinking 🙂

Week 377: Rethinking apps as exoskeleton agents, with humans inside

The development of the Wijkbot was a bit on the background in the last months, due to other activities. We were happy to be invited to two events to show and share the backgrounds: the ESConference on systemic co-design, held in Amsterdam, 11 & 13 February, and as one of the exhibited projects at Highlight Festival in Delft, promoting and performing live research, 11-14 February.

At the ESConference, we had insightful conversations and potentially follow-ups for applying the ‘robo-perspectives’ kit in education and research. The focus of the Wijkbot is to civic-prototype the role of an autonomous object in a city context (city bots). We focus on the interactions these new fellow users of the city (or even fellow citizens) have with us, and on the relationships to design for. In the latest iteration of the workshop funded by ESC, we are delving deeper into the dilemmas.

There is a nice connection to the ‘performance’ of Wijkbot at the Highlight Festival. Tomasz upgraded the Wijkbot to a modular frame to support multiple functions. Our intention was to trigger the discussions on the potential role. It turned out that the combination of a functional setup with boxes in a frame, combined with some expressive function of moving party opens up conversations.

A new addition is the use of two-way Bluetooth speakers, which we connected to our chat app on our phones, turning the robots into a conversational agent. Using GPT, it is possible to calibrate the system card to the Wijkbot context. At the conference, I fed the GPT with the accompanying research papers so the Wijkbot could make the introduction. Worked great.

At Highlight the GPT was more open for conversations. It delivered some interesting talks that we need to analyse further. See the report of Tomasz on Linkedin for some first impressions.

The last day, we had an extra robot with us: the Unitree dog, which is now part of the Sociaal AI Lab for research. Of course, this dog demands all attention, but interestingly enough, while roaming the streets of Delft, the autonomous moving cart sparks conversations too.

The conference inspired me to create more community settings with the Hoodbot, where we can discuss the role in a more open-ended way. More than in 2022, when we started developing the kit, it is relevant to formulate policies and opinions on civic-led robots. The wijkbot is primarily intended to determine how this type of city bot can become a social bot.

In the symposium of Highlight on Robo Futures, there were three panels with different perspectives themed “Otherness”, “Shared Spaces”, and “Creative Collaborations”. A few notes I made:

  • Rocio Berenguer is more interested in having relationships with subjects than objects
  • How people might be treated as robots. We see that already with refugees.
  • In the work of Hirsl, the slowly moving ceramic balls, the objects are less important as the space that is created in relation to the swarming objects.
  • We need open-ended systems for building robots
  • What is agency? Is it real agency or perceived agency?

I leave it with this for now.

Party version of Wijkbot, with Robbie in the background

This week’s triggered thought

It's too easy to say agents will replace apps. The prediction is everywhere right now—most recently from Peter Steinberger, creator of OpenClaw, in his Lex Fridman interview. He claims 80% of apps will disappear. I have some reservations.

Steinberger's logic tracks for functional apps: a personal AI agent coordinating specialized agents could handle tasks we now juggle across dozens of tools. Every app becomes an agent; every agent talks to other agents. The interface collapses into a single point of delegation.

But this assumes apps exist only to get things done. They don't. There's entertainment. There's the joy of browsing, choosing, discovering. And most missing from this framing: social apps. The software we use to maintain relationships—casual and professional, intimate and transactional—isn't a workflow to optimize. It's a fabric. Steinberger is describing his own world—a productivity-centric one—not the full landscape of why humans use software.

If we're redesigning software for an agent-dominated world, social relations might be the first place to look. Not because it's easiest, but because it's where the stakes are highest. How do agents mediate human connection without flattening it? The more interesting question: what does media, entertainment, and social software look like when agents become the primary interface? That's worth thinking through.

Connect it to the metaphor of AI as exoskeleton. These tools augment our most human capabilities. We're merging with them. The worn-out line: don't fear AI taking your job, fear the person teaming well with AI. Steinberger himself embodies this—he built OpenClaw with AI agents as employees and just got recruited by OpenAI. Likely a PR counter to Anthropic's recent Opus 4.6 swarming agents, but still: the exoskeleton builders are in demand.

Yet exoskeletons have a cost. There's growing evidence of cognitive debt—the gradual atrophy of capabilities we delegate away. Not intentional, but perhaps unavoidable. One scientist's story is a warning. We don't need to reject AI's powers, but we should see the sneaky optimization happening: AI systems that reward lazy delegation, humans who lose capacity without noticing.

Use the exoskeleton. But remember what it's wrapped around: the human capacity for decisions that aren't purely rational. Intuition over logic. Criteria that look irrelevant by efficiency metrics but matter because they're rooted in human connection. The agent can optimize, but it can't want. That's still yours to protect.

Notions from last week’s news

A lot of buzz was triggered by an article by Matt Shumer, claiming there is something big happening with AI now. Signposting that there is a similar narrative to that of the dotcom bubble. “We have elements of both a bubble and a crash at once,” as Benedict Evans writes.

Hugh Trevor-Roper supposedly said that the only thing history teaches us is that something will happen. People were calling the dotcom crash in '97, and they've also been calling for a crash in tech since 2016: you can’t call the timing. But I think the only thing one can say with certainty about AI is that if we're not in a bubble now, we will be, and perhaps, that this is the kind of thing that happens in bubbles.

Human-AI partnerships

Comparing the new models along the line of their different philosophies.

Codex 5.3 vs. Opus 4.6: Why your AI agent choice compounds faster than you think + the workflow audit that prevents the wrong one
Watch now | Codex wants to work alone. Claude wants to work together. Here’s when each one is right.

Are you getting rich for being that modern “mechanical turk”? Apparently not

I spent two days gigging at RentAHuman and didn’t make a single cent
These bots supposedly need a human body to accomplish great things in meatspace.

The models get a character that fits certain tasks better than others. Codex-Spark is best for thinking along, fast but rough.

AI as Fast as Your Train of Thought
Plus: The only guide you need for compound engineering

I see a category in vibe-coded publications (books). I also have one on my list tbh.

vgr: The Twitter Years (2007-22)
I made my twitter into a very nice online book

Is there a NotebookLM adaptation for chat?

ChatGPT’s deep research tool adds a built-in document viewer so you can read its reports
You can also open a new table of contents that allows you to jump to specific sections of the report.

In the end it will be a prediction machine.

AI Is Getting Scary Good at Making Predictions
Even superforecasters are guessing that they’ll soon be obsolete.
The Scientist Who Predicted AI Psychosis Has a Grim Forecast of What’s Going to Happen Next
Danish psychiatrist Søren Dinesen Østergaard has a grim warning about the “cognitive debt” accrued by scholars who use AI.

A better coach. Will it change the way the game is played?

Review: Robot tennis coach is better than any human trainer I’ve ever had
We have certainly entered the age of AI robots doing the jobs we formerly relied on humans for. Some are yet to do it as well, but the Pongbot Pace S Pro is the best tennis coach I’ve had – even if it doesn’t criticize my poor two-handed backhand grip.

Is Chrome agent-ready? And reliable?

We let Chrome’s Auto Browse agent surf the web for us—here’s what happened
Auto Browse is capable of some impressive things, but it can also crash and burn spectacularly.

The importance of intuition, especially in science.

Why Human Intuition Is Still Science’s Greatest Tool In The Age Of AI | NOEMA
Our sense for aesthetics, meaning and embodiment give us a vital advantage over our technological creations.

Robotic performances

Literally robotic performances. Keeping the rhythm...

A new domain: cobot ergonomics

The keys to designing safe and shared cobot workspaces - The Robot Report
Force- and power-limited robot arms, are only as safe as the quality of cobot workspace design, explains a columnist.

Acceptance of petting AI.

I hate my AI pet with every fiber of my being
Casio’s $429 Moflin promised me calm. I got a supposedly lovable robot nuisance.

Immersive connectedness

Ring as a poster child for bottom-up surveillance is not new.

Ring’s adorable surveillance hellscape
Also on The Vergecast: the Epstein files, ChatGPT ads, and Ferrari EVs.

Affordances of connectivity…

Where There Is Connectivity There Is Surveillance | NOEMA
The immigration crackdown in the U.S. opens the gates to a monitory state just as Covid tracing did in China.

Vibe coding apps directly on your phone

Vibe coding Nothing’s apps is fun, until you try to make them useful
Nothing wants to make an ecosystem of AI-generated apps, but it has a long way to go.

Tech societies

AI is eating software…

AI poses existential threat to software, fund manager warns
Software stocks have plunged in recent weeks.

Trust in Tech companies shifts.

Exclusive: Trust in tech companies dropped globally: report
Trust fell not only in technology, but across nearly every institution since last year, including education, health care, and financial services.

Using the collective wisdom of nature to shape organizations, an overview as inspiration.

Organizational Strategies from the Collective Wisdom of Nature
Why your company probably chose the wrong coordination model

Tech colonialism, modern style.

How cheap Chinese phones catapulted Kenya into the global digital economy
In his new book “Silicon Elsewhere: Nairobi, Global China, and the Promise of Techno-Capital,” writer Andrea Pollio charts the growth of Chinese investment and companies in the Kenyan capital.

The consequences of living in a world where we are not the smartest species anymore.

You are no longer the smartest type of thing on Earth
The coming of AI means that humanity’s destiny is (mostly) out of our hands.

Danger is everywhere

Google’s AI Overviews Can Scam You. Here’s How to Stay Safe
Beyond mistakes or nonsense, deliberately bad information being injected into AI search summaries is leading people down potentially harmful paths.

The title says it all: The internet nihilism crisis.

This Is What It Looks Like When Nothing Matters
Welcome to the internet’s nihilism crisis.

Let’s reframe AI sovereignty.

Thoughtfully Shaping Our Digital Future | Cristina Zaga
👑 Can the Netherlands and Europe learn how to reframe AI sovereignty from the Global majority? 🤲 Can we shift from a centralized, either tech-company-led or government-steered, to a bottom-up, popular digitalization? 🏘️ Can we explore different models of governance and ownership directly with workers, patients, citizens, artists, and farmers? 💡 Yes, I think so. My research at the University of Twente and DesignLab University of Twente, and in the JEDAI network, explores the above questions with workers, patients, and policymakers. 🗺️ I was beyond excited to read that I am far from lonely in the above predicaments. I urge you to read the excellent collection of essays published by AI Now Institute, which provides key reframes. See: https://lnkd.in/ex66taJG Rafael Grohmann from DigiLabour Lab explains that we should reframe towards popular digital Sovereignty as a bottom-up, people-centric alternative because: “The dominant digital-sovereignty discourse stages a fight between states and Big Tech that sidesteps questions of who holds power and who benefits.” “Governance is sometimes framed as workers having a seat, government having a seat at the table. Everybody has a voice in this so-called governance. But really, it is class struggle. It’s not equal. It’s profoundly unequal and unfair because what you call “AI governance” is someone having more voice and more participation than others. It’s a fake word to name real politics” And Latin America is setting the example: “People can’t imagine what an alternative looks like. So they adopted “digital sovereignty” as a guide and reframed it as “popular digital sovereignty.” In Latin America, “popular” is not a bad thing; it refers to something from people and from communities. There’s something powerful in that: Communities can control tech and infrastructure from below, can design technologies from their own perspectives beyond Big Tech, and they can control the infrastructure.” I also suggest reading how social collectives in Latin America are already implementing digital sovereignty see article by Jenny Teresita Guerra Gonzalez , Marcela Suarez, Teresa Cerratto Pargman https://lnkd.in/eYGtDc3C Citing Timnit Gebru ” We need localized efforts to be stitched together to have a chance at competing with dominant players, and a return to basic principles of building tools for a specific purpose.” “There is power in pooling smaller resources together and challenging the dominant paradigms.” https://lnkd.in/etrK82r5 💡 Learning from the Global Majority, the Netherlands and Europe should explore digital solidarity economies and bottom-up, people-centric sovereignty. Let’s work together for it! 🫴 I brought some of these flavours in the Zorgvuldig & Zorgzaam Digitaal coalition, you can read and sign our open letter to the Dutch gov here: https://lnkd.in/eecv5kMB

Weekly paper to check

This result addresses ongoing controversies regarding how to best think of what LLMs are doing: are they a language mimic, a database, a blurry version of the Web? The ability of LLMs to recover meaning from structural patterns speaks to the unreasonable effectiveness of pattern-matching. Pattern-matching is not an alternative to “real” intelligence, but rather a key ingredient.

Lupyan, G. (2026). The unreasonable effectiveness of pattern matching. arXiv preprint arXiv:2601.11432

What’s up for the coming week?

Today there is an online conference on participatory AI I will attend as much as possible: PAIRS. Intend to report back on it next week.

There are a couple of meetups coming up that I would like to attend, but I may miss them due to conflicting agendas. Maybe something to check out. The PMSG workshop we had at TH/NGS is in Amsterdam hosted by Sensemakers this Wednesday. And in Pakhuis de Zwijger there is an event by VPRO Meetup on AI as friend, and on Thursday an evening on AI-agents in the workplace.

Have a great week!


About me

I'm an independent researcher through co-design, curator, and “critical creative”, working on human-AI-things relationships. You can contact me if you'd like to unravel the impact and opportunities through research, co-design, speculative workshops, curate communities, and more.

Currently working on: Cities of ThingsThingsConCivic Protocol Economies.