mj-weshh/shamba-copilot

Offline-first agricultural advisory LLM for smallholder farmers and extension officers in Kenya. Fine-tuned ~4B model (GGUF Q4_K_M, llama.cpp) with RAG over local agronomy corpora (KALRO/FAO), English + Swahili, running fully offline on an 8 GB integrated-graphics laptop. Built for the Africa Deep Tech Challenge 2026 Laptop LLM track.