WildFire Response – Household Crisis Dashboard
Built with Pramod Thebe at the Ship to Prod Agentic Engineering Hackathon, where it won Most Innovative Use of Guild.ai. Wildfires force families to juggle scattered updates from agencies, utilities, and social media, guess what is trustworthy, and coordinate who is safe while stress is high. WildFire Response puts all of it behind one shell: a live incident map, source discovery with credibility ratings, household member status, resource matching, and voice commands. Agents can suggest actions, but nothing reaches the outside world until a human approves it.

Project Features
Live Incident Map
MapLibre view of active incidents, evacuation zones, and household members, updated from official feeds rather than social chatter.
Source Credibility
TinyFish discovers sources; each one carries a credibility rating so a county alert and a rumor never look the same on the dashboard.
Human-Approved Agent Actions
Agents draft notifications and interventions. Every external action sits behind an approval gate, designed in from the start rather than retrofitted.
Voice Commands
Vapi lets a family member ask for status or trigger a check-in by voice when hands and eyes are busy.
Project Info
04/2026
Full-Stack & Agent Integration
Team of 2
Winner · Most Innovative Use of Guild.ai
Technologies Used
- • Next.js 15 App Router, React 19, TypeScript
- • Tailwind CSS 4
- • Guild.ai agent platform
- • InsForge with PostgreSQL
- • TinyFish information discovery
- • WunderGraph
- • Vapi voice, MapLibre GL
- • Demo mode without production credentials
Watch It Run
WildFire Response demo
The submitted walkthrough: monitor, plan, approve, voice, and household status in one session.
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