Open-source demo
Crop scouting
Agronomy agent combining imagery, weather, and research
An open-source agent prototype routes crop-health questions to image, satellite, weather, and research tools, then synthesizes a response.
AGRICULTURAL AI USE CASES
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Additional sourced examples
Open-source project
Monitoring
Multi-agent plant monitoring with farmer alerts
This project describes per-plant agents that monitor sensors and an owner agent that prioritizes farmer alerts in plain language.
Open-source project
Advisory
Multilingual farm advisory agents
An orchestrator routes questions to weather, crop, and market tools and returns answers in multiple languages.
Research paper
Research
Research-grounded agricultural question answering
A published research system combines search, retrieval, a knowledge graph, and specialized tools to answer agricultural questions.
Research paper
Research
Multi-agent engine for agricultural knowledge data
A research team describes a multi-agent pipeline that compiles agricultural sources into a structured question-answer dataset.
Open-source demo
Crop scouting
Local-first crop disease triage prototype
A containerized suite includes a vision-based crop-disease prototype alongside general agricultural and financial agents.