Budgets from plain-language instructions.
30 Oct 2026 · Black Friday AI Hackathon
The problem
Splitting income across budgets by hand is error-prone, and a wrong number is costly.
How it works
One agent extracts every allocation while another reviews the request; code checks the totals to the cent.
What you get
A reviewable budget that keeps the total and reserve, running on a local model.
These work at the same time. The last one waits for what they find.
Extractor
Reads every allocation.
Safety reviewer
Reviews the request independently.
Validation
Checks totals in integer cents before confirming.
Emmanuel Isika