🤖 Hi another side of my work is building LLM-powered systems that actually ship.

I’ve worked on chatbots and AI assistants from research to production, focusing on usefulness and reliability: • Designing LLM-based recommenders using LangChain & FAISS • Fine-tuning transformer models (BERT, T5 / FLAN-T5) for real NLP tasks • Testing, debugging, and improving chatbot behavior based on user feedback

⚙️ Tech I often use: PyTorch, Hugging Face, LangChain, vector search, MLflow

💡 Open to freelance or contract work where teams need: • LLM integration or fine-tuning • Chatbots or AI assistants that deliver real value • Practical NLP solutions, not demos

Happy to connect with teams building AI-driven products 🚀