🔹 About Me
I’m a B.Tech CSE (AI) student at IIITDM Chennai with a strong focus on building real-world AI systems using LLMs, multi-agent architectures, and machine learning. I enjoy designing scalable solutions that combine retrieval, reasoning, and automation to solve practical problems.
🔹 I’m currently working on
Multi-agent AI systems for automation (HR Helpdesk, GitHub Auditor)
Improving RAG pipelines with better retrieval + reasoning
Exploring low-latency LLM inference using APIs like Groq
Building end-to-end AI products (backend + deployment)
🔹 I’m looking to collaborate on
LLM / Agentic AI projects
Open-source AI tools (RAG, LangGraph workflows, automation systems)
Real-world ML/NLP applications with production focus
🔹 I’m looking for help with
Scaling multi-agent systems in production
Advanced system design for AI applications
Optimization of inference pipelines and cost efficiency
🔹 I’m currently learning
Advanced LLM system design (multi-agent orchestration, tool usage)
MLOps & deployment of AI systems
Efficient retrieval techniques and vector database optimization
🔹 Ask me about
RAG pipelines and document intelligence systems
LangChain / LangGraph and multi-agent workflows
ML competitions (Kaggle, Amazon ML Challenge)
Building AI projects end-to-end (idea → deployment)
fun fact-
I enjoy playing online games and running — balancing strategy, focus, and consistency both on and off the screen.
[](https://linkedin.com/in/Sumit kumar)