Android and iOS interfaces for volunteers.
Package Volunteer Mode as a native mobile app with offline scenario caching, camera capture, location-safe metadata, and a simple “send to incident command” handoff when connectivity returns.
Product roadmap
What Edge-Triage could become next.
The hackathon demo proves the core idea: local Gemma 4 can turn messy field reports and photos into conservative triage support. The next step is turning that prototype into something response teams can safely deploy, train, and improve with trusted humanitarian guidance.
Four practical extensions
From demo to deployable humanitarian tool.
These are intentionally product-focused: each item would make the app easier to use in the field without changing the safety boundary that responders remain in control.
Curated instructions from humanitarian sources.
Extend safe next actions with source-linked guidance from organizations such as the UN, WHO, IFRC/Red Cross, and local emergency agencies, keeping advice contextual and auditable instead of improvised.
Multilingual, voice, and SMS-friendly workflows.
Add voice notes, translation, short-message summaries, and low-data synchronization so volunteers can report in the language and channel they actually have during a crisis.
Training, governance, and local adaptation.
Provide playbooks for NGOs to adapt labels, approve guidance sources, run tabletop drills, review model outputs, and contribute anonymized improvement cases back into the self-learning evaluation loop.