---
license: gpl-3.0
language:
- en
base_model:
- meta-llama/Llama-3.2-1B
tags:
- llama
- llama-3
- fine-tune
- personal-assistant
- mlops
- devops
- data-engineering
---

## 💻 Intended Use

This model is **not general-purpose**. It is designed to:

- 🧠 Answer questions about **Saptarshi Bhattacharya’s** professional background
- 🤖 Be integrated into a **chatbot interface** with optional **RAG support**
- 📜 Be served via **FastAPI** / **WebSocket** with **streaming inference** (e.g., VLLM)

---

## 🔐 Limitations & Warnings

- ❗ Do **not** use this model for generic knowledge or tasks—it is domain-limited.
- 📅 Knowledge cut-off and factuality are limited to training data (no real-time info).
- 🧪 Not evaluated for bias/fairness—it is a personal assistant model.