AI agents that can't overspend.
31 Oct 2026 · Black Friday AI Hackathon
The problem
Multi-agent demos ask you to trust them. Spending money is where trust runs out.
How it works
A lead and a researcher work the same job; every spend passes a cumulative mandate gate first.
What you get
A signed receipt trail anyone can check offline with one public key.
These work at the same time. The last one waits for what they find.
Lead
Runs the job and pays for research within the mandate.
Researcher
Fetches prices and delivers results.
Observer
Logs every step and receipt.
Corey Ptaszenski