Table 1.
Existing work in agentic AI systems for agriculture
| Category | Work (year) | Key features | Application domain |
|---|---|---|---|
| Single agent (chat) | AgriBERT (2022) | Knowledge-infused agricultural LM for food and nutrition matching | Food and nutrition |
| ChatAgri (2023) | Cross-linguistic agricultural text classification using ChatGPT | Agricultural text classification | |
| Rezayi et al. (2024) | Investigation of LLM potential in agricultural NLP | Food applications | |
| PLLaMa (2024) | Open-source LLM specifically for plant science | Plant science research | |
| AgAsk (2024) | Agent answering farmer questions from scientific documents | Agricultural knowledge retrieval | |
| PlantGPT (2025) | Question answering for plant functional genomics | Plant genomics | |
| Single agent (action) | Wu et al. (2024) | Language models as experts in crop management | Crop management |
| ChatLeafDisease (2025) | Chain-of-thought prompting for disease classification | Disease diagnosis | |
| Anand et al. (2025) | Embedding-based expert system for apple rust diagnosis | Disease diagnosis | |
| Muller et al. (2025) | Automated surveillance of agricultural injuries | Safety monitoring | |
| Feng et al. (2025) | LLM agent for agricultural product auction mechanisms | Agricultural economics | |
| Xu & Fan (2025) | Agent simulation for hurricane food shortage assessment | Food security | |
| Meta Ag 2.0 (2025) | AI-infused contextual agricultural recordkeeping | Farm data management | |
| Agent system | Benzinho et al. (2024) | LLM-based chatbot for farm-to-fork blockchain traceability | Food traceability |
| PhenoAssistant (2025) | Conversational multi-agent system for plant phenotyping | Plant phenotyping | |
| Aleks (2025) | Multi-agent system for autonomous scientific discovery | Plant science research | |
| Khanna et al. (2025) | Generative AI and blockchain multi-agent framework | Cold-chain logistics | |
| InsNet-CRAFTY (2025) | Institutional network dynamics with land use simulation | Land use modeling | |
| Pastor et al. (2025)70 | Smart agri-region and value engineering system | Regional agriculture |