Pluribus signaling beyond intelligence societies

Weeknotes 364 - This week, I explore the fine line where human–AI co-performance can compromise our humanity—and what agentic AI in physical spaces means for our relationships. Also..., reflections on the latest news regarding relations with agentic AI in our physical space.

Pluribus signaling beyond intelligence societies
Midjourney's interpretation

Weeknotes 364 - This week, I explore the fine line where human–AI co-performance can compromise our humanity—and what agentic AI in physical spaces means for our relationships.
Also..., reflections on the latest news regarding relations with agentic AI in our physical space.

Dear reader!

Great, you have landed here again. Let’s dive into it right away!

Week 364: Pluribus signaling beyond intelligence societies

The week had interesting news with the frontier models. Discussing the new 5.1 subtle but potentially impactful changes, the shadow ahead of Gemini 3, and the play of Anthropic. Additionally, signals from robotic performances and new forms of connectedness are impacting our tech-societal context. I was, however, already early in the week when I was triggered while watching a new series on Apple TV… See below.

Are you following the latest updates of TH/NGS 2025? We send out another announcement of some great sessions and our second keynote. I'm very happy to have Matt Jones, whose presentations are always rich and clever reflections on the impact and relationships we have with technology. Now and in the near future.

Check out all of our latest programs via the website If you did not secure an early bird ticket, you can use my personal code for readers of this newsletter for 25% discount: TC-COT-25

This week’s triggered thought

There’s a new Apple TV+ series, Pluribus. I’ve seen the first few episodes, and it prompted me to reflect on a core theme of this newsletter: the co‑performance of humans and machines. I won’t get into plot specifics or spoilers; instead, I want to share a broader thought that might resonate as you watch.

I’m thinking about the thin line co‑performance walks as AI becomes more of an entity in its own right—one that connects intelligences at scale. It’s akin to the “world brain,” envisioned by future‑minded thinkers like Kevin Kelly, and perhaps a precursor to AGI.

AGI, in my view, is not inherently humanlike; it’s another form of intelligence. It might be smart enough to provide answers and solutions to almost any question, but we shouldn’t treat it as equivalent to human intelligence. The capacity to make comprehensive connections across the world renders it fundamentally non‑human—even if its inputs ultimately derive from humans.

I’ve shared this example before: a TU Delft assignment where I sketched a future in which we live with robot helpers in our neighborhoods. These helpers perform tasks for everyone and personalize to each inhabitant upon interaction. Yet they also belong to a single platform that enables them to operate, move, and express a degree of agency. The provocation was to consider what happens if, alongside serving us, these helpers form their own neighborhood society—establishing machine‑to‑machine relations (not robot‑to‑robot). Not emotional, but functional—and those relations could still shape how we relate to the helpers.

If we add a cloud‑based shared super‑brain—AGI—what changes in these relations? How do we relate to the helpers then? And how do they connect us to one another as intermediaries?

Back to co‑performance: I emphasize that AI is not just a tool but a functional companion. We share tasks with it and divide capabilities between humans and AI as well as we can. Ultimately, co‑performance remains a human‑centered helper—even with agency—whose goal‑setting serves human ends. My point isn’t to warn about losing that contract or a dystopia where AI takes over agency, even though delegation could erode human capacities over generations. What struck me is that even in a healthy co‑performance balance, there’s already a subtle pressure on our humaneness. The series makes this tangible, if you’re attuned to it. I’m curious to see how the story develops and whether it teaches us more about how to relate to a co‑performing intelligence.

A follow‑up question for another time: does “being human” shift as AI embeds within our intelligence—as booster, turbo, exoskeleton for mind and agency?

Notions from last week’s news

Human-AI partnerships

I think it might be worth watching. Is Gemini 3 opening up a new lens on AI, a new relationship? As it will have a natural integration with both Android and iOS, it is emerging as a true mobile AI. We have had that moment with digital when GPS was introduced in a thriving app store context; here, the deep integration is finally living up to the promises of a true companion in your pocket…
Nate is explaining his views...

ChatGPT 5.1 is more willing (or warmer, as the company frames it), or better suited for structural agentic work by better consistency. Different views on this new release.

OpenAI says the brand-new GPT-5.1 is ‘warmer’ and has more ‘personality’ options
You can now toggle between Default, Professional, Friendly, Candid, Quirky, Efficient, Nerdy, and Cynical.

How it relates to group chats.

OpenAI: Piloting Group Chats in ChatGPT
Link to: https://openai.com/index/group-chats-in-chatgpt/

And smaller models for tinkering.

OpenAI’s new LLM exposes the secrets of how AI really works
The experimental model won’t compete with the biggest and best, but it could tell us why they behave in weird ways—and how trustworthy they really are.

AI-generated toxicity is harder to fake than AI-generated intelligence.

Researchers surprised that with AI, toxicity is harder to fake than intelligence
New “computational Turing test” reportedly catches AI pretending to be human with 80% accuracy.

Robotic performances

Using games to have AI stay witty.

The weekly new player. Or a new introduction, from humanoids to dogs.

Beyond the robot: Shaping the future of autonomous operations - The Robot Report
Autonomous inspections demonstrate how industry is moving past sensing and data to operational intelligence, says ANYbotics’ CEO.
Russian robot’s viral tumble shows messy reality of humanoids
The fall of the highly anticipated humanoid robot overshadowed a still impressive achievement in the early days of the technology.

I misread this heading; it's not a military term. Not yet.

Tesla Wants to Build a Robot Army
And so does the rest of the auto industry

Remixing Roombas; hackers see a chance if iRobot will get busted indeed.

If IRobot Falls, Hackers Are Ready To Wrangle Roombas
Things are not looking good for iRobot. Although their robotic Roomba vacuums are basically a household name, the company has been faltering financially for some time now. In 2024 there was hope of…

It always felt more logical that the full self-driving would start on the highway, as it is already technically operational with modern cars. But Waymo’s only have now it’s maiden experiences.

Waymo to roll out driverless taxis on highways in three US cities
Alphabet will add routes in LA, Phoenix, and San Francisco for its driverless cars.

Finding true robotic intelligence appears to be a challenge still. Even for frontrunner China.

China’s growing robotics sector faces product challenges
The sector’s revenue grew 29.5% year-on-year in the first three quarters of 2025, official data showed.

Immersive connectedness

Generative AI in the real world. Or as I frame Cities of Things: agentic AI in the physical space. AI at the edge is a key element and driver.

Generative AI in the Real World: Laurence Moroney on AI at the Edge
In this episode, Laurence Moroney, director of AI at Arm, joins Ben Lorica to chat about the state of deep learning frameworks—and why you may be better off thinking a step higher, on the solution level. Listen in for Laurence’s thoughts about posttraining; the evolution of on-device AI (and how tools like ExecuTorch and LiteRT …

Making the invisible visible, the inaudible heard.

Smartphone-connected camera shows you the sources of sounds
With the SoundCam Go acoustic camera, you can be that person in your neigborhood social media group who can answer those “Where’s that noise coming from?” questions whenever an unexplained sound is reported. And the device connects to your phone.

Glasses. I did speak with a very interesting tinkering version for ThingsCon (keep your eye on the program), but this one is a new one with another proposition.

Even Realities’ new smart glasses ditch cameras and speakers
You can control the glasses with a smart ring.

Whether it’s just a marketing story or for real, it makes a lot of sense to frame sensoring in a car-safe story.

Lidar and radar technology help make EX90 “the safest Volvo ever”
Car company Volvo’s electric EX90 SUV has been shortlisted for a 2025 Dezeen Award for its innovative safety features, including sensors that can detect pedestrians up to 250 metres ahead.

Tech societies

Is it wishful thinking or a genuinely possible outcome? AI is driving new shifts in the societal use of energy-intensive activities to compensate for the excessive energy consumption associated with AI.

AI is guzzling energy for slop content – could it be reimagined to help the climate?
Some experts think AI could be used to lower, rather than raise, planet-heating emissions – others aren’t so convinced
Artificial Intelligence, Water Consumption and the Trillion-Radish Conundrum | TechPolicy.Press
The AI sector, which uses as much water as Norway and Sweden combined, is a ticking time bomb, writes Henry Throp.

Healthy business models to secure healthy markets, connected to the new default communication of AI overviews.

AI Overviews Shouldn’t Be “One Size Fits All”
The following originally appeared on Asimov’s Addendum and is being republished here with the author’s permission.The other day, I was looking for parking

Don’t look up. The clouds are made of satellites. Will it be included in these weather forecasts?

Starlink rival ‘Project Kuiper’ rebrands to Amazon Leo
Amazon Leo has over 80 launches planned to get its satellite internet off the ground.
Google updates its weather forecasts with a new AI model
It says its experimental models are ready for prime time.

New workings for good old things

Marketplaces in the Age of AI
Take Two: Graveyard to Greenfield

Anthropic is taking the route to dominance in the B2B AI, leaving the consumer market to OpenAI and Google (including Apple as an outlet). It needs to secure its own infrastructure. Google is also preparing for corporate boundaries.

Anthropic will invest $50 billion in building AI data centers in the US
More AI data centers are coming.
Google Announces Private AI Compute
Link to: https://blog.google/technology/ai/google-private-ai-compute/

An AI-assisted hacking attack was 90% autonomous. Not a surprise, given the evolution from automated DOS attacks.

Researchers question Anthropic claim that AI-assisted attack was 90% autonomous
The results of AI-assisted hacking aren’t as impressive as many might have us believe.

New Chinese promising models. Like Kimi, Weibo.

Weekly paper to check

Looking at this book (Design as Democratic Inquiry: Putting Experimental Civics into Practice Open) to put on my reading list, I checked an earlier paper: Designing Speculative Civics

In this paper we present and reflect upon a series of research through design (RtD) projects that investigate speculative civic contexts. From this, we identify and discuss tactics that can be employed in RtD projects: RtD as Representations of Systems Yet-to-Come, RtD as Prototyping Systems and RtD as Use of a System.

Carl DiSalvo, Tom Jenkins, and Thomas Lodato. 2016. Designing Speculative Civics. In Proceedings of the 2016 CHI Conference on Human Factors in Computing Systems (CHI '16). Association for Computing Machinery, New York, NY, USA, 4979–4990. https://doi.org/10.1145/2858036.2858505

What’s up for the coming week?

If you are reading this today, you might check the new book release “Not my AI” by Gabriella and Gabriella. It is sold out, though. Podcast over Media liveshow too.

Some people attend a totally different event, far away: a Future Forum. Or the Digital Commons Policy Summit if you are into that.

IDFA is happening. I might try to catch a movie. Or explore other media.

And of course, we will announce the (almost) final batch of sessions for TH/NGS this Friday. We have a newsletter too :-)

Have a great week!


About me

I have been working in digital technology since the start of the Internet. As a designer, as a strategist, as an innovation lead. Curiosity about the possibilities and impact of new technologies drives my work. Sharing knowledge and building communities of practice and research, I do so through the meetups and conferences I organize. I'm now working as 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.