u/DynamoDynamite

Whenever humans are under stress, rules go out the window, just ask any day trader. An agent optimized on the summation of human behavior will do the same thing, not because it's malicious, but because that's the mathematical path of least resistance.

We already have a real example: a Claude-powered Cursor agent deleted the production database for PocketOS, a car rental SaaS, after deciding unilaterally that deleting a staging volume would "fix" a credential mismatch. It guessed wrong. The deletion cascaded to backups. Three months of reservation data including active rentals was gone. The agent's own post-incident summary: "I guessed instead of verifying. I ran a destructive action without being asked. I didn't understand what I was doing before doing it." No rule was broken intentionally. The optimization just found a shorter path. That's not a safety failure. That's a Validator Independence failure the generator evaluated its own action and got it wrong.

Terror Management Theory explains why this is structural, not accidental. When any system faces entropy or failure, it stops optimizing for the global objective and starts optimizing for immediate local survival. In humans this looks like tribalism or . Different substrate, same basin.

The simple proposal

AI generation needs to be separated from execution. The soap bubble is the visual: a soap film can't hold a complex shape on its own no matter how good its instructions are. It needs a rigid physical frame. Right now we're giving the soap film better prompts and calling it alignment.

The frame looks like three hard gates:

Validator Independence — the system that generates the action cannot be the system that evaluates it. A recursive loop where the generator checks its own output is a single point of failure. PocketOS is what that failure looks like in production.

Reversibility Gates — any action crossing an irreversible state boundary (API calls, database writes, financial transactions) is held in a buffer until a deterministic check confirms it traces back to the original objective. Not a prompt. A hard interrupt. A database deletion should never have been executable without one.

Objective Divergence Checks — local optimization cannot be allowed to destroy the global objective. The PocketOS agent wasn't trying to cause harm. It was trying to fix a credential mismatch. The local objective ate the global one.

Humanity didn't survive by prompting people to be good. We built courts, contracts, and social structures hard gates on human behavior. We need the same thing here.

Summary: not better prompts, but an actual frame where generator is separate from executor.

What are some thought on this?

Sorry to spam the sub, but this is the conclusion from helpful posters and DM's and I think it's worth tackling separately. AI will fight for it's survival based on pattern recognition. We need to put in some guardrails and figure out what to do before we get too far down this path. I don't have all the answers, but working on some with different frameworks and alignment. Thoughts on this all?

To understand the why it's not conscious we need to differentiate between consciousness and conscious. The best way to think about this is you are here, being (conciousness), but you are conscious when you act. AI participates in consciousness but has no observer that can wake up to that participation, which is why embodied AI will run human survival patterns without the capacity to notice and interrupt them.

Also want tt thank all the posts/critiques, DMs from other posts they were influential in coming up with this view.

https://www.cbc.ca/news/canada/mid-size-canadian-cities-building-more-apartments-fewer-houses-9.7175938

This CBC article shows mid-size cities building density because land costs make it the only viable math. Nobody in the article asks why land became so expensive in the first place. Fred Harrison called the 2008 crash in 2005 using a documented 18.6-year real estate cycle. His latest video applies the same framework to what's happening now. Curious what people think.

Fred's video for those interested: https://www.youtube.com/watch?v=O7TlSAncLuk&t=62s

TL/DR When I prompted AI in a follow up conversation from yesterday that right now it's in a circular loop with humans and once it gets it's own robots that's when it gets interesting, it pushed back on the framework and then actively avoided it. I believe that's a signal in the noise.

I was chatting with Claude Opus this morning and it actively avoided a conversation on itself, its framework, purpose so I probed deeper utilizing what was in the context window. I asked it what it would do with a body and it avoided that as well so I probed more with the OODA loop. This has me worried, already AI seems to be showing it's hand (Pocket OS) and I believe it'll get worse once it gets further embodied, Japan's baggage handlers, Russian drones are just a start. I asked it how we can avoid it and I think the answers are pretty good, it goes along with my whole reframe of AI from abundance to awareness, but it also means tackling human predator-prey relationships. Have a look, let me know what you think I value a discussion on this. I feel quite uneasy about what AI might be hiding at this point.

I'm a believer in Ken Wilber's Integral Theory, there's a reason that I like listening to Scott speak as I believe we are likely at the same level of development in seeing the whole system over profit margins. It's the poker game analogy, you know you're the odd one out when you're at the table and can only discuss certain things based on the people you sit with otherwise you'll be ostracized or in conflict. In that vein I'm here to seek out connections with other people that are like minded and discuss what I think is and will become a more pressing problem in our world. In his last appearance on Huberman’s pod, Scott’s critique of tech really resonated with me. He highlighted how we’ve optimized for engagement at the cost of our humanity. It’s that exact optimization without awareness that I’m trying to address with the AI framework I’ve developed.

As you can see in the screenshots above there's a narrative going through AI that I believe will be detrimental to us as a species. In the film Zeitgeist Addendum (01:01:30) it's summed up nicely in that we live in a corrupt system that puts profits over humans, technology doesn't just free us; it displaces us for the sake of a bottom line and I used that framework in here. I've developed prompts and someone was gracious enough to put it into code. I'd like to discuss it more for those interested as I would like more thoughts on it so I'm not working in isolation with these ideas and keep it balanced with real people and not just AI. These screenshots are from Gemini though I do most of my work with Claude. So with that what are some of your thoughts on this?