Architecture Overview · v2.0
FarmHawk AI Agents
Core AI Agents in FarmHawk
Input Sources
Sentinel-2 OpticalSentinel-1 RadarRainfall TrendsSoil MoistureTemperature DataFarm Boundaries
ingest
AI Processing Layer
Farm IntelligenceSatellite AnalyticsWeather IntelligenceAgronomy AdvisoryNDVI · NDMI IndicesStress Detection
deliver
Farmer Outputs
Health ScoresStress AlertsIrrigation PlansPest Risk FlagsAction ReportsLocalized Advice
Core AI Agents
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AGENT · 01
Farm Intelligence
Agent
Agent
Analyzes satellite data to understand crop health across the entire farm — detects problems weeks before they appear on the ground.
What it does
Converts farm boundaries into precision analysis grids
Collects Sentinel satellite imagery (radar + optical)
Computes NDVI and moisture vegetation indices
Detects crop stress patterns across the full farm
Outputs
Crop Health ScoreStress ZonesVegetation MapsEarly Warnings
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AGENT · 02
Satellite Analytics
Agent
Agent
Processes multi-source earth observation data — auto-selects the best satellite source based on weather conditions and availability.
Data Sources
Sentinel-2 optical multispectral imagery
Sentinel-1 SAR radar (cloud-cover resistant)
Vegetation indices: NDVI, NDMI, EVI
Key Capabilities
Cloud-Resistant MonitoringMulti-spectral AnalysisLarge-Scale Stress Detection
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AGENT · 03
Weather Intelligence
Agent
Agent
Analyzes climatic conditions affecting crop performance — combines weather with satellite data for context-aware recommendations.
Data Analyzed
Rainfall trends and seasonal patterns
Temperature anomalies and soil moisture signals
Climate anomalies and extreme weather events
Outputs
Drought Risk AlertsIrrigation GuidanceClimate Stress Analysis
🧑🌾
AGENT · 04
Agronomy Advisory
Agent
Agent
Converts satellite and weather analytics into farmer-friendly recommendations — generates localized action plans tailored to each farm.
Recommendations
Nutrient deficiency detection and treatment plans
Irrigation scheduling based on live data
Crop stress recovery guidance
Pest risk indicators and early intervention flags
Delivery
Localized Action PlansPer-Farm TailoredMultilingual Reports
Unified Farmer Outputs
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Health Score
Composite farm-wide crop health rating
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Early Alerts
Stress warnings weeks before visible damage
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Irrigation Plans
Precise water scheduling per field zone
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Action Reports
Localized multilingual PDF recommendations
FarmHawk v2 · Kratos Innovation Labs · Smallholder Intelligence Platform · Nigeria · Kenya · Ghana · India