Ignis-Twin proposes a multi-faceted engineering solution anchored by a dynamic digital twin. This real-time, virtual replica of vulnerable forest ecosystems, driven by advanced AI algorithms, provides high-precision pre-ignition wildfire prediction. It enables novel proactive mitigation strategies, optimizes critical resource deployment, and delivers real-time, actionable intelligence, thereby managing the entire fire lifecycle from incipient kindling to widespread conflagration.