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SETUP_INSTRUCTIONS.md

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+# 🔐 SETUP INSTRUCTIONS FOR HUGGING FACE SPACE
+
+## ⚠️ IMPORTANT: Add Your HuggingFace Token
+
+The Llama 3.1 model is **gated** and requires authentication.
+
+### Steps to Add Token:
+
+1. **Get your HuggingFace token:**
+   - Go to: https://huggingface.co/settings/tokens
+   - Copy your token (starts with `hf_...`)
+
+2. **Request access to Llama 3.1:**
+   - Go to: https://huggingface.co/meta-llama/Llama-3.1-8B-Instruct
+   - Click "Request Access"
+   - Wait for approval (usually instant)
+
+3. **Add token to Space secrets:**
+   - Go to: https://huggingface.co/spaces/sayande/agri-critique/settings
+   - Scroll to "Repository secrets"
+   - Click "New secret"
+   - Name: `HF_TOKEN`
+   - Value: `<your token here>`
+   - Click "Add"
+
+4. **Restart the Space:**
+   - The space will automatically rebuild
+   - Wait ~2-3 minutes for it to load
+
+### ✅ After Setup:
+
+Your space will be able to:
+- Load Llama 3.1 8B base model
+- Load your fine-tuned LoRA adapters
+- Run full RAG pipeline
+- Answer questions with evidence
+- Validate answers for errors
+
+### 🌐 Your Space:
+https://huggingface.co/spaces/sayande/agri-critique
+
+---
+
+## 📊 System Overview:
+
+**Model:** Llama 3.1 8B + LoRA (sayande/agri-critique-llama)
+**Dataset:** FAISS index (sayande/agri-critique-index)  
+**Hardware:** CPU (free) - upgrade to GPU T4 for faster performance
+
+**Performance:**
+- CPU: ~30-60s per query
+- GPU T4: ~5-10s per query