Courtney Allen

AidRoute Debrief

Status: Live

2026 · Builder (Frontline London Hackathon) · TypeScript, LLM extraction + deterministic merge engine

The problem

Humanitarian convoy operators on the UK–Poland–Ukraine corridor depend on border knowledge that is unrecorded and passed on by word of mouth. One validation call with a convoy organiser killed the original concept and surfaced this as the real problem.

What it does

AidRoute Debrief captures post-trip debriefs from operators and turns them into a living, dated knowledge base.

How it works

  • The model extracts; the rules engine decides. Convoy reports are merged by a deterministic rules engine, with the language model confined to extraction and narration.
  • Every merged claim keeps who said it and when. If it can't be traced, it can't be relied on.

Built at the Frontline London Hackathon, 2026.