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Unfire Retail Workflow Lab

Safer refunds for retail support.

31 Oct 2026 · Black Friday AI Hackathon

GitHub

The problem

One customer case can need classification, a privacy check and a refund decision, all at once.

How it works

Three agents assess the same case in parallel; a coordinator combines them into a draft report.

What you get

One readable draft, with sensitive data flagged and refunds routed to human approval.

The agents

These work at the same time. The last one waits for what they find.

in parallel · same case

Classifier

Works out what kind of case it is.

Privacy reviewer

Flags sensitive data.

Action guardian

Decides what needs a human.

Coordinator

Combines the findings into a draft.

The team

  • Omar Baró

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