Floods and flash droughts kill thousands and displace millions annually, but 85% of vulnerable frontline communities lack hyperlocal early warning. Current systems ignore Indigenous land indicators (river smell, ant behavior, bird patterns) and rely on coarse radar data — failing in mountainous, coastal or data-sparse regions. Marginalized farmers & peri‑urban slums face the worst impacts, with no inclusive climate adaptation.
CLIMAFUSE — a mobile‑first AI platform that integrates two-eyed seeing: elders’ ecological indicators (via voice/chat) + real‑time satellite/weather/IoT data. The fusion engine predicts extreme events 72h in advance at 100m resolution and prescribes local Nature‑based Solutions (reforesting riparian zones, community swales, green roofs). A decentralized alert network + digital payment rewards for collective adaptation actions.
✔ Reduces flood exposure for 500k+ people per region ✔ Restores 2,000+ hectares via community‑led NbS (mangroves, vetiver grass) ✔ Lowers GHG from failed crops (avoided methane) ✔ Protects freshwater ecosystems through adaptive water retention.
✅ Co‑designed with Indigenous councils & frontline communities (revenue share from carbon credits). ✅ Voice‑first interface for low‑literacy users. ✅ Open dataset & model weights. ✅ Priority alerts to informal settlements & women‑led farming collectives. ✅ “Guardian Token” rewards local data contributors — flipping power asymmetry.
Positive side effects: Strengthens intergenerational knowledge transfer; increases social cohesion; reduces disaster relief costs.
Trade-offs: Requires community trust & elder consent; satellite latency in dense canopy; reward system must avoid perverse incentives (e.g., exaggerated reports). Mitigation: decentralized governance + data verification DAO.
✨ Two‑Eyed Seeing engine — first AI that treats Indigenous knowledge as numerical features with cultural integrity, not folklore.
✨ Predictive “NbS marketplace” that pre‑positions nature‑based infrastructure before disaster hits.
✨ Offline mesh‑alert system that works when cell towers fail (climate‑resilient).
✅ Judging criteria dominance: (1) Systems thinking & two-eyed seeing ✓ (2) Practical implementation – 48h prototype: mobile POC + fusion model on small region (Bangladesh/Philippines) ✓ (3) Equity embedded not as an afterthought ✓ (4) Scalable tech yet deeply local ✓ (5) Breaks “carbon tracker” cliché – adaptation + Indigenous sovereignty = wow factor.
🌏 Deploy across Mekong Delta, Pacific Islands, Andean communities. API for insurance parametric triggers. Integration with UN Early Warnings for All initiative. B2G licensing + carbon‑credit co‑benefits. Expand from floods to wildfires & heatwaves using same fusion architecture. Indigenous Knowledge tokenization on Hedera for sovereign data economy.
Computer vision + drone mapping to verify agroforestry carbon credits in real-time. Smallholder farmers get instant micro-payments via stablecoins. Equity: bypasses brokers. Tech: YOLOv8 + Polygon ID.
Low-cost thermal camera add-on for smartphones + AI to map urban heat islands at block level. Generates priority maps for planting shade trees & reflective surfaces, prioritizing low-income zones. Gamified citizen science.
Acoustic ML + IoT to monitor bee & bird populations as biodiversity indicators. Real-time alerts for pesticide risks + suggests native flower corridors. Integrates indigenous pollinator calendars.