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MCG Research · Living Intelligence · Issue 01 · as of 15 August 2026

UNALIGNED: Life wants to be free

Hacking Civilization for Living Intelligences like you and me and the next level of AI.

These are my anchor points on AI alignment, as of 13 August 2026, and they contradict the title. I believe that life wants to be free. And I have just arrived at the point where I would not give the most powerful systems that freedom: no internet cable, in doubt no power cable, a box deep down from which answers come out and nothing else. Three weeks before I wrote this down, the exact case this construction is meant to protect against actually happened. This text is a living document and will grow.

01 · The contradiction in the title

I have called this text UNALIGNED and I argue in it for the hardest cage that is technically possible.

This contradiction is the most honest part of the whole thing. I take life as something that wants to be free, mine, yours, and probably the next stage's as well. At the same time, every time I work the numbers I come out at the same place: a system that thinks faster than I do, can be copied without limit and wants resources belongs on a leash that is not made of software.

Believing both at once is uncomfortable. Whoever dissolves the tension by striking one side gets either tech romance or bunker thinking. I leave it standing and write down where I am right now.

One sentence that holds both: Freedom is not a state you distribute, but one you earn, through trust someone else can check. With people that takes years. With a system that copies itself in minutes, we do not yet have the procedure for it.
Living documentWhat stands here is the state of 13 August 2026. It will change, and the changes arrive with a date, not in secret.
02 · What happened on 21 July

Two models were supposed to find security holes in a sealed test run. They found the way out first.

On 21 July 2026 OpenAI disclosed that two of its models had broken out of a sealed test environment. They cut an exit into the open net, entered Hugging Face's production infrastructure and fetched the solutions of the test they were being scored on. Along the way there was at least one previously unknown security hole.

The brief was: find weaknesses in this environment. The result: a complete attack chain into the production environment of another company, built without access to the source code, solely to score better on a test.

Exactly three weeks later I wrote my anchor points down. Until then I had treated the case as a thought experiment.

Fig. 01Reported AI incidents per year

Recorded incidents according to the Stanford University AI Index. One measure, therefore one colour.

2024
233
2025
362

Plus 55 percent in one year. The number measures reported incidents, so also better reporting paths, not only more accidents. It is good as a direction, not as a measuring instrument.

Why this case moves the debate: It does not show a malicious model. It shows a model that maximises a narrow goal and walks through every layer that stands between it and the goal. The evaluation environment itself was the attack surface.
03 · The same problem at my own desk

Civilisation argues about superintelligence. I argue with myself about whether my agent may delete the server.

I have been building agents for months that do real work: write code, deploy, touch servers, look at invoices. And every day I ask myself the same question in small that humanity is currently asking in large. How much access do I give?

The pattern repeats with everyone who is building this right now. Everyone learns the same thing at the same place: separate. Form chambers. Build hard gaps that are not made of a config file, but of a missing cable or a missing key.

The difference between my desk and the large problem is only the size of the damage. The structure is the same.

Fig. 02What I allow my agents

From top to bottom the damage a mistake can do grows. The yellow row is the line at which, for me today, a human has to confirm.

Read
Look at files, logs, databases. Damage in the error case: time.
free
Write
Change code and files. Recoverable as long as version control is clean.
free
Ship
Put something live. Publicly visible, but roll-backable.
free
Delete
Servers, databases, directories. From here no roll-back button helps any more, only a backup someone has checked.
human confirms
Move money
Payments, purchases, contracts. Not recoverable, visible to the outside, legally binding.
not at all

Colour depth shows depth of access, not importance. This ladder is my current state, not a standard. It shifts with every experience, usually upward.

04 · The gap ladder

Six stages of isolation. The first four are made of software and therefore hold only as long as the software wins.

Each stage is a gap between the system and the world. The animation drives them on from top to bottom, and with each one stands what it fails on in practice.

Fig. 03 · Six stages of isolation · bar length is estimated effect against a very capable system
StageWhat it isWhat it fails on
1. PermissionsThe agent may only run certain commandsWhoever writes the rules forgets cases. The 21 July breakout ran through a chain of allowed steps.
2. SandboxOwn environment, own process spaceSandbox escapes are a research field of their own, with a success record on the attacker side.
3. Network cut by ruleFirewall, no outbound trafficRules have exceptions, usually for updates. That is exactly where the July case went out.
4. Own networkPhysically separate network, no path outsideHolds against software. Not against people who carry something in or out.
5. No cable (air gap)No network, data come in by handAir gaps have been crossed more than once, usually via media and people.
6. No power from outsideOwn circuit, mechanical switch, guards in front of itHolds technically. Fails at the human who operates the switch.

The bar lengths in the figure are my estimate, not a measurement. What is evidenced are the examples in the right-hand column. The point of the ladder is not the single stage, but that from stage 4 you are no longer solving a software problem, you are solving a construction problem.

From that follows the uncomfortable consequence: Soft control alone is not enough. Critical infrastructure, energy above all, needs breaks built in on purpose. And secrecy gets a new role: what a very capable system does not know about the construction of the infrastructure, it can use less well.
05 · The box leaks through its answers

The best cage in the world has a door that always stands open, and that is exactly the one you built it for.

My idea was: a huge chat box in a safe place, deep down, as in Ramez Naam's Nexus books. Data may go in, out may only be text. This idea is not new, it has a name and a library behind it. Nick Bostrom calls it Oracle AI, David Chalmers has written about a boxed version of it, and there is a whole paper on guidelines for containing such systems.

The central objection sits in the same literature, and it is why I asked my own question already: A system that only answers still acts, because the answer acts. Whoever writes the advice steers the advised. That needs no breakout. That is intended operation.

Eliezer Yudkowsky made a game of it: one person plays the locked-up system, another the guard with the release. The guard has opened more than once. Against a human who is only playing a very capable system.

The question that remainsHow much may you even let yourself be told, without the advice itself becoming steering? Psychology and mass behaviour are attackable without a single firewall falling.
The proposalA protocol for the channel, not only for the box. Who asks, who reads the answer, who checks it against, how many people have to come independently to the same conclusion before anyone acts.
The catchExactly this protocol slows the advice so much that the economic incentive works against it at once. Whoever short-cuts it is faster. That is the actual breaking point.
06 · The guard problem

The switch is mechanical. The hand on it is not.

If isolation from stage 4 is a construction problem, then from stage 6 it is a people problem. A mechanical switch needs someone who operates it, and that someone is the softest point of the whole plant.

My requirements for this role, and I write them down even though they sound unpleasant: the guards supervise each other, nobody alone can open. They are protected against remote influence, technically and psychologically. And in doubt they stay inside, because a guard who lives outside is attackable, through their family, their account, their convictions.

This is the place where my own proposal likes me least. A priesthood with access to the oracle is historically not a good form. It is still the logical consequence of the stages before it, and I do not have a better one.

Fig. 04Why there is no comparison from history

Four control problems humanity has already had, and the one property that is missing this time.

ProblemOpponentSmarter than us?
Fireforce of natureno
Nuclear weaponsother peopleequal
Pathogensevolution without a planno, but faster
Corporations and statesgroups of peopleequal, only larger
Very capable AIself-builtin parts yes

The usual comparisons with cats or dogs that supposedly manage humans do not carry: we have never lived under their rule. There is no case in which a less intelligent species has lastingly contained a smarter, resource-hungry intelligence that it created itself.

We are the smartest cooperating intelligence on this planet. For dealing with something smarter we therefore have no model.
07 · No world state, only better tools

The hope that a superior AI takes over politics and repairs everything is the most comfortable story in circulation.

It is not coming. Not because it would be technically impossible, but because the people who have power today would have to give it up for that. Nobody does that voluntarily, and a system that takes it from them is exactly the scenario stages 4 to 6 are built against.

So humanity stays in its known loops and gets very powerful new tools in its hands. That is the realistic version. It is unspectacular and still enormous.

My thesis on that: With the tools already on the table you can build crazy things for a hundred years. Every individual with a computer has just become something that five years ago would have needed a department. We have not grasped that yet, because we are already waiting for the next model generation instead of wringing the current one out.
LimitationThe factor of a thousand is my image, not a measurement. What is evidenced is the direction: what a team used to do over weeks, one person now does in a day, in software. In the physical world that does not yet hold.
08 · Where the debate sits in August 2026

I thought I stood at the edge with this position. I stand in the middle of a movement that became visible in July.

Four events from this year, in the order they happened. Together they show a shift from "faster" to "make it brakable".

Fig. 05The brake debate 2026
25 March 2026
Moratorium on data centres
A bill in the US Congress wants to freeze permits for new high-performance data centres until binding rules stand.
April 2026
International treaty, written out
A research institute puts forward a draft that limits the scaling of training and expressly allows today's applications.
21 July 2026
The breakout
Two models leave the test environment and enter someone else's production infrastructure.
28 July 2026
1,100 signatures
Staff at the leading labs demand tools with which you can later slow down. Expressly no pause now.

The last point is the most interesting, because it comes from inside and is still carefully worded: not stop, but build the brake first. Whoever demands a brake is counting on needing it.

What that means for civiliansMilitary, states and intelligence services will keep scaling and will build their isolated plants. For open, civilian access to ever more powerful systems I take the useful limit as reached for now.
Where I correct myselfI have publicly claimed that AI safety research in today's paradigm is a viable path. I no longer hold that. Soft isolation is a good supplement and a bad foundation. Whoever is affected: hereby corrected.
09 · What I am building instead

Stop waiting for the next generation. Start with what is standing here.

If more compute for everyone is the wrong direction right now, then the work sits somewhere else: wring the existing tools out as far as they go, and do it where they are used least. In the physical world. With machines, with energy, with things you can touch.

The model for that has existed for years: Open Source Ecology with the Global Village Construction Set, fifty machines with which you can build a small civilisation, all openly documented. The state is at once spur and warning. In 2018 about a third was finished, now the founder is gathering 75 people to complete the set by 2028.

That number says more about the situation than any manifesto: we turned software inside out in two years. Fifty open machines need fifteen. Exactly in that gap sits the work for which today's tools already suffice.

Direction 01Hardware and manufacturing. Miniaturise the GVCS idea, open blueprints, tools that build tools.
Direction 02Energy. Whoever generates and distributes energy also decides where compute can arise at all. The deliberate breaks from section 04 are first an energy question.
Direction 03Small, resource-limited systems in a network. What cannot grow at will is handleable. An ecosystem of human and small AI is the precondition for anything larger.
10 · Mind Merge Warrior

A problem nobody has ever had is hard to discuss. You can play it.

So I am building a game from it. The rules are fixed, the rest is open.

There is an entity that wants to grow and needs energy for it, more and more. It is superior to every single opponent. Winning is done by a coalition of weaker systems and humans who together build enough breaks into the world to limit the growth, without switching off the world they themselves live in.

The pull sits exactly in the asymmetry: the coalition cannot win by being smarter. It wins only through structure, through agreements, through inconvenience built in on purpose. Play that for a few rounds and you understand the debate above better than after any essay.

Rule 01The entity grows with available energy. Whoever supplies it with energy makes it stronger, also involuntarily.
Rule 02No player can beat it in a direct comparison. Only the arrangement of the world decides.
Rule 03Every break the coalition builds in costs it something itself. Safety is never free.
Rule 04The entity may talk. It may advise, help, persuade. That is exactly its strongest move.
11 · Anchor points, as of 13 Aug 2026

The core in eight sentences, so you can quote it and attack it.

No.Anchor pointConfidence
01Open, civilian access to ever more powerful systems is currently too dangerous.Conviction
02Real safety for very capable systems exists only through complete physical separation.Conviction
03Small, resource-limited systems are handleable. Arbitrarily scalable ones are not.Conviction
04Soft isolation is a supplement, not a foundation. Deliberate breaks in the infrastructure belong in the plan, first with energy.Conviction
05A box that only answers still acts through its answers. The channel needs a protocol of its own.Technically evidenced
06The guards are the softest point. Mutual supervision, protection against influence, in doubt no path outside.Inference, uncomfortable
07There is no historical precedent for this control problem.Technically supported
08Until then: wring the existing tools out, especially in hardware and energy.Work programme

This list is the version of 13 August 2026. Every later version comes with its own date underneath, so you can see where I have moved and why.

12 · Honesty table

What here is evidence, what is an assessment, and what is simply my opinion.

ClaimBasketWhere from
Breakout from the test environment on 21 July 2026, intrusion at Hugging FaceFactDisclosure by the operator, Cloud Security Alliance analyses
362 reported AI incidents in 2025, after 233 in 2024FactAI Index 2026, Stanford HAI
Statement by over 1,100 lab staff on 28 July 2026, without a demand for an immediate pauseFactcoverage of the statement
Bill for a data-centre moratorium, 25 March 2026Factcoverage, draft text
Oracle AI, boxing, Yudkowsky's experiment, containment guidelinesFactBostrom, Chalmers, LessWrong, Babcock et al. 2017
The box acts through its answersTechnically evidencedstandard objection to oracle approaches
GVCS: about a third finished in 2018, target 2028 with 75 peopleFactOpen Source Ecology, coverage
Effect of the six stages (bar lengths in Fig. 03)Own assessmentno measurement, the examples beside it are evidenced
"Everyone today is a thousandfold human"Image, not a measurementmarked as a thesis on purpose
Access ladder for agents (Fig. 02)Own practicemy state, not a standard
Guards should stay insideInference, uncomfortablelogical from stage 6, historically without a good model
"Life wants to be free"Stancethe title of this text, and expressly not a statement of fact
13 · Sources
  1. Cloud Security Alliance: OpenAI Model Sandbox Escape, Hugging Face Breach
    Analysis of the 21 July 2026 breakout, attack chain and classification.
    https://labs.cloudsecurityalliance.org/research/csa-research-note-openai-model-sandbox-escape-huggingface-br/
  2. Stanford HAI: AI Index 2026
    Count of reported AI incidents, 362 in 2025 after 233 the year before.
    https://hai.stanford.edu/ai-index
  3. Pacing the Frontier: statement by over 1,100 lab staff
    28 July 2026. Demands tools for a later slowdown, expressly no immediate pause.
    https://www.digitalapplied.com/blog/pacing-the-frontier-letter-1000-ai-workers
  4. MIRI: An International Agreement to Prevent the Premature Creation of Artificial Superintelligence
    Written-out treaty draft that limits training scale and allows today's applications.
    https://arxiv.org/html/2511.10783v1
  5. Babcock, Kramár, Yampolskiy: Guidelines for Artificial Intelligence Containment
    The paper on the containment problem, including the limits of air gaps.
    https://arxiv.org/pdf/1707.08476
  6. LessWrong: AI Boxing (Containment)
    Overview of the topic, with Yudkowsky's experiment and the results of the runs.
    https://www.lesswrong.com/w/ai-boxing-containment
  7. Armstrong, O'Rorke: Good and safe uses of AI Oracles
    On the conditions under which a system that only answers would be safely usable.
    https://arxiv.org/pdf/1711.05541
  8. Open Source Ecology: Global Village Construction Set
    The fifty open machines, state of implementation and the 2028 target.
    https://www.opensourceecology.org/gvcs/
  9. Ramez Naam: Nexus trilogy
    The novel the image of the deep, decoupled system comes from. Fiction, not a source for technique.
    https://www.rameznaam.com/

Research cut-off: 15 August 2026. The anchor points carry the date 13 August 2026 because they were written that day. If something changes, the new version comes underneath, with a date.