Open to opportunities

Ankit Singh

@ankitsingh22

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LLM application engineer building production-ready RAG, agent workflows, and semantic search systems.

India

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What I'm looking for

I’m looking to build production-ready LLM and RAG applications—owning agent workflows, APIs, and evaluation—so I can ship intelligent assistants and improve them through real user feedback.

I’m a Generative AI & LLM Application Engineer pursuing MCA in Artificial Intelligence, focused on turning LLMs into useful products. As Co-Founder of Nova, I engineered an LLM-based intent engine for a Windows desktop personal assistant that automates app control, browser automation, file management, and system-level tasks through natural voice commands.

I design end-to-end intelligent pipelines with agent-based backends and layered RAG using LangChain, vector embeddings, document chunking, and semantic retrieval. From Nova’s contextual memory and multi-step command chaining to projects like an intelligent job matching agent, real-time exam integrity monitoring, and an LLM chatbot for leaf disease guidance, I’m driven by shipping reliable AI that improves with feedback.

Experience

Work history, roles, and key accomplishments

Current

Co-Founder, Nova AI Assistant

Current

Nova AI Personal Assistant

Jan 2024 - Present (2 years 5 months)

Co-founded an AI-powered desktop personal assistant for Windows that automates everyday workflows via natural language voice commands, using an LLM-based intent engine for app control, browser automation, file management, and system tasks. Implemented contextual memory and multi-step command chaining and grew to 600+ active users in India and 100+ international users through continuous releases.

LLM Retrieval Augmented Generation (RAG)Prompt Engineering Semantic Search LangChain Lang Chain