How I used Claude Code to build an AI road appraisal tool

Transport engineer in Kampala. Road appraisal takes weeks/$10Ks. Built TARA: dashcam footage to complete economic appraisal in 5min/$6. Solo in 6 days for hackathon, won Keep Thinking Prize from ~500 submissions. Three-channel workflow.