Connecting Nature and Technology for Climate-Smart Innovation
We are an R&D-first venture working at the intersection of climate, agriculture, and biodiversity. Our mission is to design, build, and deploy intelligent systems that bridge natural environments with digital tools—supporting more sustainable, data-driven decisions on the ground.
We apply edge AI and nature-inspired algorithms to create responsive, real-time sensing networks for the most challenging outdoor conditions.
Our vision is to connect nature with digital insight—advancing ecological understanding and climate resilience, wherever it’s needed most.
Design and deploy edge AI systems that enable real-time sensing, analysis, and response in resource-constrained outdoor environments.
Use vision and sound sensing to detect, classify, and respond to animal behavior—helping maintain balance in shared spaces.
Combine aerial, pole-mounted, and ground-level sensors to provide holistic insights into plant health, animal activity, and microclimates.
Deliver AI-driven monitoring and care tools for community growers and part-time farmers in dynamic urban settings.
Deliver AI-driven monitoring and care tools for community growers and part-time farmers in dynamic urban settings.
Advance open, ethical, and low-power AI systems through research that supports sustainable food production and environmental stewardship.
AI-enabled Vision Systems
NSF SBIR Phase I–funded technology integrates AI-enabled cameras to detect, classify, and track deer, raccoons, and other wildlife species in real time.
Adaptive Deterrence Engine
Edge-based learning modules analyze behavioral patterns and dynamically activate beamformed acoustic deterrents for species-specific targeting.
Predictive Reinforcement Loop
A reinforcement learning layer continuously optimizes deterrence timing, reducing habituation and improving long-term coexistence outcomes.
Detect–Deter–Adapt Framework
The system anticipates animal re-entry patterns, enabling adaptive and humane response strategies that evolve over time.
Open-Source Coexistence Platform
The project supports an open-source ecosystem for data, models, and APIs—empowering researchers, farmers, and communities to collaborate toward sustainable human–wildlife coexistence.
Edge-based real-time monitoring
Deploys lightweight CNNs on cameras and sensors for continuous crop and environment analysis.
Enables instant detection of growth issues, pests, or stress with minimal energy use.
Cloud-enabled diagnostics
Offloads complex processing (multi-spectral analysis, anomaly detection, forecasting) to the cloud.
Integrates cross-site data for benchmarking and adaptive learning across diverse urban farms.
Agentic AI support for growers
Provides personalized recommendations for part-time urban farmers.
Automates reminders for irrigation, nutrient cycles, and harvesting based on local conditions.
Rapid damage detection and mapping
Combines satellite, UAV, and IoT data to identify flood, drought, or storm impacts.
AI models segment damaged vs. surviving crops and generate near-real-time maps.
Crop loss quantification
Uses vegetation indices and AI-based yield models to estimate biomass reduction.
Translates damage into financial loss to support insurance and relief.
Recovery planning
Ranks priority zones by severity and recovery potential.
Provides adaptive recommendations for replanting, soil treatment, or crop switching.
Policy and resilience support
Delivers standardized reports for governments and insurers.
Builds predictive models from past disasters to strengthen long-term resilience.
End to End Design, Build & Deploy
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Baltimore, MD, USA Kathmandu, Nepal
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