Brilliant breakdown, this is exactly where the shift is happening.

We’ve seen so many teams hit roadblocks trying to scale generative AI securely and cost-effectively using public APIs. What stood out most here is the need for ownership, not just access, and that’s what private LLMs make possible.

At haveto.com, we’re fully aligned with this vision. We’re building a blockchain-native platform where teams can run AI models privately, on-chain, without giving up performance, flexibility, or compliance. Think of it as developer-first infrastructure for deploying LLMs with full transparency, scalability, and control.

If anyone’s exploring private LLM deployment, happy to connect or share how we’re making this a reality.