Sagnik
Mukherjee.

I'm a final year CSE student at the International Institute of Information Technology, Naya Raipur, a 3× hackathon winner, a Codeforces Specialist, and an ex-NTSE scholar. I build at the seam where machine learning meets production — agents that survive real users, models that ship behind real infra.

The thread running through my work is the same: take an idea that usually dies as a notebook and turn it into something that actually runs. That has meant a TensorFlow CNN watching a live video classroom, an LLM-driven SRE agent diagnosing real Chaos-Mesh failures on a 5-microservice k3s cluster, an 18-agent credit-underwriting system with a regulator-ready audit trail, and a D3 knowledge graph stitching together a thousand documents.

Currently I'm an MLOps + Full-Stack Intern at CSIDC and an ML Engineer Intern at SmartMe shipping on-device LLMs to edge hardware. Fresh off a Machine Learning internship at Samsung R&D Institute India, with prior internships across AmbujaNeotia, MetroMax, Ayatrio and SOFI. I'm comfortable from CSS subpixel debugging to GRPO training, and I prefer working at companies where both halves of that range matter.