Architecture overview · v2.0

FarmHawk AI agents

Four specialised AI agents work together to convert satellite imagery, weather data, and farm boundaries into actionable crop intelligence.

Input sources

Sentinel-2 opticalSentinel-1 radarRainfall trendsSoil moistureTemperature dataFarm boundaries

→ ingest → process → deliver →↓

Farmer outputs

Health scoresStress alertsIrrigation plansPest risk flagsAction reportsLocalised advice

Core AI agents

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AGENT · 01

Farm intelligence agent

Analyzes satellite data to understand crop health across the entire farm — detects problems weeks before they appear on the ground.

●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

Crop health scoreStress zonesVegetation mapsEarly warnings

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AGENT · 02

Satellite analytics agent

Processes multi-source earth observation data — auto-selects the best satellite source based on weather conditions and availability.

●Sentinel-2 optical multispectral imagery

●Sentinel-1 SAR radar (cloud-cover resistant)

●Vegetation indices: NDVI, NDMI, EVI

Cloud-resistant monitoringMulti-spectral analysisLarge-scale stress detection

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AGENT · 03

Weather intelligence agent

Analyzes climatic conditions affecting crop performance — combines weather with satellite data for context-aware recommendations.

●Rainfall trends and seasonal patterns

●Temperature anomalies and soil moisture signals

●Climate anomalies and extreme weather events

Drought risk alertsIrrigation guidanceClimate stress analysis

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AGENT · 04

Agronomy advisory agent

Converts satellite and weather analytics into farmer-friendly recommendations — generates localised action plans tailored to each farm.

●Nutrient deficiency detection and treatment plans

●Irrigation scheduling based on live data

●Crop stress recovery guidance

●Pest risk indicators and early intervention flags

Localised 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

Localised multilingual PDF recommendations

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