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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.

Next.js 15 App Router, React 19, TypeScriptTailwind CSS 4Guild.ai agent platformInsForge with PostgreSQL
View CodeLive Demo
WildFire Response – Household Crisis Dashboard Screenshot

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

Duration

04/2026

Role

Full-Stack & Agent Integration

Team Size

Team of 2

Status

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.

Project Gallery

Command Dashboard
Command Dashboard
Incident map, household status, and pending agent actions in one view.
Monitor
Monitor
Official sources ranked by credibility with the latest updates surfaced first.
Plan and Approve
Plan and Approve
Suggested interventions wait for a human click before anything is sent.
Household
Household
Who is safe, who has not checked in, and where they were last seen.

Interested in This Project?

I'm always excited to discuss my projects and share insights about the development process. Feel free to reach out if you'd like to know more!

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Yuvraj Gupta

AI Engineer building multi-agent systems, production retrieval, and research that ships. San Francisco.

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