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Aayush Panchal

@aayushpanchal

Message

AI/ML Engineer passionate about building production-ready RAG systems, agentic AI workflows, and LLM applications.

India

Message

What I'm looking for

I’m looking for a role where I can build intelligent, production-ready AI systems—using LLMs, RAG, and AI agents—to automate real business workflows, collaborate in Agile teams, and continuously improve reliability and relevance of responses.

I’m an AI/ML Engineer focused on building AI-powered applications using LLMs, RAG, AI Agents, embeddings, and vector databases. I enjoy designing production-ready systems that automate real-world workflows, and I bring a strong foundation in Machine Learning, Deep Learning, NLP, Python, SQL, and scalable backend development.

In my current role, I work on retrieval-augmented generation (RAG) workflows and ReAct-style agent patterns for retrieval-driven, tool-using assistant use cases. Previously, as a Full Stack Developer Intern in cybersecurity-focused work, I gathered international client requirements, wrote complex SQL queries in SSMS, and built .NET REST APIs to automate workflows—experiencing Agile/Scrum delivery first-hand. My projects reflect the same mindset: a React Coding Agent (RAG-based) with MCP-enabled tool use, plus web and enterprise services that integrate data pipelines, REST APIs, and reliable SQL reporting.

Experience

Work history, roles, and key accomplishments

Current

AI/ML Developer

Current

Bigscal Technologies

Jan 2026 - Present (6 months)

Working on retrieval-augmented generation (RAG) workflows and ReAct-style agent patterns for retrieval-driven and tool-using assistant use cases. Contributing to prompt design, structured document retrieval, and query orchestration for automation-focused AI solutions.

RAG ReAct Style Agents Prompt Design Orchestration Agentic Tool Use MCP

Full Stack Developer Intern

Cybersecurity Umbrella

Nov 2024 - Apr 2025 (5 months)

Gathered requirements from international clients and translated business processes into automated workflows. Wrote complex SQL queries in SSMS and developed .NET REST APIs to automate workflows and integrate internal systems while working in Agile/Scrum.