Work / AgroversMITULBHATIA.DEV
AI Soil & Crop Intelligence
Agrovers
An AI assistant that turns raw soil inputs into crop and fertilizer recommendations for low-connectivity, low-literacy users.
Documented outcomes
- Recommendation reliability
- +35%
- Retrieval
- FAISS RAG
- Validation
- Multi-stage
How the system moves
Agrovers Architecture Pipeline5 Discrete Stages // Inspectable
- Stage 01
Telemetry Ingest
- Stage 02
Embedding Encoder
- Stage 03
FAISS Vector Store
- Stage 04
LangChain Loop
- Stage 05
Yield Advisory
Stack
- FastAPI
- LangChain
- FAISS RAG
- Python
- React
Engineering note
The system combines retrieval with multi-stage validation so recommendations remain useful when source inputs are incomplete or inconsistent.