Building FlowOps AI: How I Designed a Volunteer's Co-Pilot for FIFA World Cup 2026 Stadiums

Short summary

A developer built FlowOps AI, a focused co-pilot for stadium volunteers at FIFA World Cup 2026, using Gemini to reason over live crowd data and produce actionable recommendations rather than raw metrics. The app includes a multilingual assistant that detects urgency and tone, and a 'Judge's Override' CSV upload feature so evaluators can test the AI reasoning with their own data. The author also solved a concurrency bug where multiple browser tabs writing to a shared database caused erratic gate-capacity readings.

• •FlowOps AI uses Gemini to turn raw gate-capacity data into actionable redirect instructions for stadium volunteers
• •Multilingual assistant detects urgency and tone, not just word-for-word translation
• •CSV 'Judge's Override' lets evaluators swap in their own data to test AI reasoning live

Generated with AI, which can make mistakes.