Substack from my limited experience was a bunch of ChatGPT written sychosis.

If you’re in Iran, the US doesn’t have an iron dome. And drones made it over military bases housing hegseth and others.

You don’t want 8 pages of the same 4 media conglomerates telling you why you should totally buy the thing they reviewed and totally don’t have investments in/own everything they’re serving up, while they make a commission off their clickbait?

That is dangerous information if someone wanted to do something… I hope nobody uses what we’ve said. That would be a shame.

I’m fixing this - no LLM, no chatbot, all on-prem data sovereignty with reinforcement learning that uses less cpu than a browser.

We’re negotiating with a huge energy provider now, but I really want to get into election security- as long as it’s not for the current admin or another shit fuck dem that won’t do anything.

Are they fireproof?

Honestly the cooling system used is the only thing that anyone needs to hit to take an entire data center down.

Without cooling, everything would melt.

Could be that they all use the same default password - easily searchable if true because it’s probably pinging out asking for connections.

Also massive supply chain attack surface due to the 3rd party dependencies.

If someone were to get within WiFi range they could cause a lot of damage to their infrastructure by attacking the supply chain.

It’s really too bad Claude code identified all those 3rd party security holes opening up these data centers to all these cyber threats.

They could choose to just not use crypto and shut the fuck up…

Or…

They could lose their entire goddamn minds over nothing because they haven’t touched grass or a vagina in 45 years.

This is all just PR to raise more capital for a failed business model.

Between volunteering, documenting ICE terrorism against my neighbors in Minneapolis, and the purposeful onslaught by the Epstein Class and their illegal wars - it’s a lot to do bro.

Maybe someone in Europe can take control of the sites. Move it under Norwegian sovereignty laws or something.

Only two things get republicans off.

Fucking kids and fucking over constituents.

Slowly eating fewer calories isn’t going to cause this. Quit overreacting

I use 1984.hosting for myself.

They even have a page dedicated to litigation.

~$10.00/month.

I built a custom firewall - on gitlab if ya want - it enhances the privacy and anti-tracking I want for myself without locking myself out of everything.

I think we should be building localized, smaller, more finely-tuned LLMs.

1. They wouldn’t require data centers.
2. They would be forced to become more energy efficient or resource aware because they add costs to organizational profit margins - forcing innovation and creativity instead of throwing data centers and billionaires at the problem.

I used AI to help with debugging and coding, as well as exploring a theory I came up with a long time ago - and with my framework and notes and research papers and everything else I’ve collected to support my theory, I was able to put it into application with my own AI cybersecurity I’ve developed.

We’ve created 26,000 new cyber threat datasets because I had access to an LLM that could help me take the frameworks, notes, and research I’d gathered in my attempts to build this out and within a couple months I had something that blew my prototype out of the water.

• there is a lot of value in these LLMs. What I’ve been exploring is on-hardware AI. Not a friend. Not a chatbot. A program that does what it’s supposed to and that’s it.

My startup in cybersecurity- we use less than 1GB of ram, at peak use maybe 30% of a single cpu core, and it was build with ethics and safeguards in mind. Not LLM but real Machine + reinforcement learning.

To me ethics also meant resource awareness. If I’m poisoning the planet and the people then it’s not a good product.

Building smaller, more specialized local models is not only better from a cybersecurity perspective, but smaller local LLMs mean new startups to build them, a race to innovate and improve resource usage, more data privacy, smaller attack surface, no obscenely expensive API calls and overage fees…

What we should have is a Symbiotic approach to AI - a partnership sort of understanding.

LLMs helped me with debugging and putting this research and theory together. And in a fraction of the time it took me to build the framework.

I pushed autonomous operation because I felt that it was about giving people their time back. Providing freedom. If my cybersecurity can take care of 94.1% of all threats before they reach an analyst - that analyst doesn’t have to wake up at 2AM to sift through 10000 false positives. We do it.

Now that analyst can do what they got a degree to do - actually defend a network. Build and explore threat research and databases. Find their purpose again.

We require that a human is always in the loop and help protect cybersecurity jobs by ensuring that all human input is always the final decision. Let our AI do the heavy lifting so you can take care of this shit that matters and what you really want to do.

Sorry I think my adhd took control of this conversation.

Corporate owned media promoting a story about making you rely on tokens to outwork your coworkers so you don’t lose your job is the dumbest shit I’ve ever read.

Oh my god Iran. Just send the drones already

Ok - hear me out.

We get idk 1000 of us poors to buy some cheap land in the Midwest. Up in Appalachia.

We sell “Rapture Survival Communities”

They’re $999/month and you’ll get a hidden bungalow community complete with bunker. We’ll fill it with doctors and pastors and birthing women.

BUT YOU CANT KNOW THE LOCATION UNTIL THE RAPTURE HAPPENS. You don’t want any pesky liberals finding it and gaying up the place with their liberal demonic child sacrifice transness.

We will deliver coordinates via analog radio and Morse code once the rapture has started.

By business plan makes Sam Altman hard in his butt:

1. Collect money
2. Don’t build anything.
3. repeat

When they come screaming for proof and receipts and refunds… Just gaslight them and buy a politician.

What do you mean I shouldn’t give AI admin privileges on my or any other machine?

What do you mean we apes try to anthropomorphize(?) everything?