While I agree with the sentiment, and even had the same fears, I think about it differently now…

The existing megacorps have huge swaths of infrastructure, expenses, and requirements that require massive amounts of capex to maintain. Even if performative, Meta, Google, OpenAI, Anthropic, et. Al cannot simply layoff their entire engineering, accounting, HR, sales, and support infrastructure. Those orgs are large for “good” (historically necessary) reasons.

Now fast forward to today, and this is where I differ in opinion, it is our megacorps are the civilizations who should be scared of being discovered. Minus infrastructure providers, they are the large advanced entities which can be annihilated by someone with a decent budget and a good local model.

For ~$30k-$50k (primarily buying RTX 6000 pro GPUs and a CPU with enough PCIE lanes) “anyone” can build a system using open weight models that, and let me truly emphasize this: autonomously create functionality to compete. Previously it would take me months, or years, of immense dedication to show up after work and produce something of value. Now I can do it using excess compute on my existing workstation. No existing corporation can afford to undercut every possible idea. If I only gave 1000, 10,000, or a 100,000 users they cannot compete. That may, and I believe it will, provide more than enough capital to attack that megacorps X or Y. If I’m making $100k a month, I can afford multiple autonomous systems per month. After that initial capex, I can then hire other people to help manage them. At no point will a company with billions upon billions of dollars in quarterly capex be able to compete.

Maybe they can compete with one, two, ten, or a hundred but they cannot compete with the absolute onslaught on thousands of possible frontlines. They can cut costs, by reducing their workforce, but they’ll only be increasing their competition to save their earnings report.

And yes, I realize that the open weight models are created via obscene amounts of capital, but we’re lucky that competing nation states, and cultures, like China have immense incentive to do so. Good enough, is still good enough.

The forest may be dark, but it won’t be for much longer.

tldr; call the an ambulance, but not for me. It’s going to be for the existing power structure.