Prasoon Kumar

About Prasoon Kumar

AI Engineer specializing in Large Language Model (LLM) systems, Retrieval-Augmented Generation (RAG), and multi-agent AI architecture.Currently pursuing M.Tech in Computer Science at NIT Warangal (2027). I design and build production-ready AI systems that integrate LLMs with scalable backend infrastructure and deployment pipelines.Core Competencies:• Large Language Models (LLMs) – prompt engineering, evaluation, optimization• Retrieval-Augmented Generation (RAG) – vector search, embeddings, semantic retrieval• Multi-Agent Systems – planner-executor workflows, orchestration logic• FastAPI backend development• PostgreSQL, pgvector, vector databases• REST APIs, system design, distributed systems• Latency optimization, token cost optimization, reliability engineering• Sandbox execution environments & deployment automationTechnical Stack:Python, FastAPI, PostgreSQL, pgvector, REST APIs, Docker, LLM orchestration frameworks, vector embeddings, prompt pipelinesSelected Projects:Natural Language to SQL AI SystemBuilt an LLM-based SQL generation engine using SQLCoder with schema-aware retrieval. Designed a FastAPI service integrated with PostgreSQL + pgvector for semantic schema search and accurate SQL query generation.Multi-Agent AI Execution PipelineArchitected a modular AI workflow:Prompt → Planner Agent → UI Agent → Builder → Sandbox → Deployment → Live URLImplemented orchestration, structured logging, execution control, and scalable deployment logic.Autonomous AI Website BuilderDeveloped a coordinated multi-agent system that generates full-stack code (frontend + backend), executes builds in an isolated sandbox, and deploys a live application — demonstrating automated software generation using LLM-driven agents.I am actively seeking roles in:• LLM Engineering• Applied AI• AI Infrastructure• Backend AI Systems• Generative AI Product EngineeringI focus on building scalable, reliable AI systems that move beyond experimentation into production environments.

Experience

1. Teaching Assistant

   National Institute Of Technology Warangal

   Aug 2025 — Present

Education

• Central Academy Schools

  Intermediate

  2018 — 2019

• Indian Institute of Information Technology Kota

  Bachelor of Technology - BTech, Computer Science

  2020 — 2024

• National Institute of Technology Warangal

  Master of Technology - MTech, Computer Science