A few more thoughts on Phase 3.
I don't want to keep spamming the main Cerebro page with my deeper thoughts and thesis, so I'll leave most of that stuff here from now on. The main page can stay focused on announcements, while I use this account to talk more openly about what I'm building and why.
This is also where I think a lot of the previous crypto AI agent cycle got it wrong.
We saw hundreds of agents launch with tokens attached to them. For a while the market loved it, but eventually the same question kept coming back:
What does the token actually have to do with the agent?
In a lot of cases, not much.
The agent could run without the token. The token could trade without anyone using the agent. Usage and speculation were basically two separate systems.
That's the part I don't want to repeat with Cerebro.
The interesting thing about an AI agent isn't simply giving it a ticker. It's that the agent has a real operating cost.
Inference.
Every model call, reasoning loop, autonomous task and output consumes compute. If an agent becomes more active, its computational requirements grow with it.
So Phase 3 isn't about putting AI agents on a Launchpad and calling that utility.
I want the agents launching through Cerebro to actually sit on top of the inference economy we've spent the first two phases building.
Phase 1 distributes inference.
Phase 2 makes that inference liquid.
Phase 3 introduces software that needs to consume it.
Now you have something very different from the old agent + token model.
The application generates demand for compute.
That demand can reach the Marketplace.
The Marketplace gives distributed inference somewhere to move.
And the inference holders receive becomes part of the computational supply available to the ecosystem.
The more I work through this architecture, the more I think consumption is the missing piece.
Launching 1,000 agents means nothing if nobody uses them. I'd rather have 10 agents generating real workloads, making model calls and consuming inference every day.
That's the metric I care about.
Not how many tokens we can launch.
How much compute can the applications we launch actually consume?
If we get that right, then Cerebro isn't trying to bring back the old AI agent meta. We're trying to build the part that was missing underneath it. 🧠



