Streaming Intelligence: Orchestrating Autonomous Wildfire Response with Agents

Autonomous Wildfire Response Coordinator: How I Built a Self-Healing Emergency Response System Using LangGraph and Online Replanning TL;DR I've spent the last few weeks experimenting with how AI agents handle hyper-dynamic environments. The result is WildfireGuard-AI - a proof-of-concept autonomous coordinator that doesn't just "plan," but "replans" in real-time as a simulated fire spreads. Using LangGraph's state machine architecture, I built a system that ingest continuous sensor streams, detects containment breaches, and dynamically re-routes assets like aerial tankers and ground crews.