In my recent endeavors focused on conversation AI, I successfully collaborated on the development of web chatbots using platforms like Rasa, OneReach.AI, and Yellow.AI. Additionally, I applied my expertise to crafting application bots for Microsoft & WhatsApp & Telegram & Slack, contributing to innovative solutions in the realm of conversational interfaces.

In recent generative AI projects, I've navigated through the landscape of large language models (LLMs) such as open source Mixtral 8x7b, Mixtral 8x22B Mistral 7B , Enterprise Models like OpenAI, Gemini, Claude, Azure(open AI). Employing a diverse set of strategies, including prompt engineering (utilizing zero-shot prompting and two few-shot prompting), RAG approach, and fine-tuning with domain-specific data, we achieved remarkable results. Exploring the potential of graph databases in LLM, we harnessed vector databases like Chroma DB and Pinecone DB to enhance the depth and efficiency of our projects. The journey involves continuous exploration and innovation in the vast realm of generative AI