SS
About Me

Engineering at the Edge of AI & Systems

I'm an AI Engineer who lives at the intersection of cutting-edge machine learning research and production software engineering. My work focuses on taking models from research papers and Jupyter notebooks into high-throughput, low-latency production systems that solve real business problems.

Over the past year, I've built and deployed RAG architectures handling millions of queries, fine-tuned domain-specific LLMs that outperform general-purpose baselines by 30%+.

"I believe the best AI systems are invisible — they just work, at scale, without anyone thinking about the complexity underneath."
The Journey

From Code to Production AI

2025 — Present

AI Systems Developer / Independent Researcher

Self-Employed

Focused on advanced Machine Learning, building custom recommender architectures, and developing Retrieval-Augmented Generation (RAG) pipelines.

2024 — 2025

IT Support

Mobilestyx Consulting & Solutions

Contributed to project management, scheduling and tracking, reducing delivery delays by 15%

2022 — 2023

Project Intern

Godrej & Boyce Mfg.

Thesis - Improvement in quality of ultra cartridge sub-assembly using 10-step methodology

Skills & Tools

The Full AI Stack

Core ML / AI

8 tools
LangChain85%
Scikit-Learn90%
PyTorch80%
Hugging Face85%
vLLM75%
Unsloth88%
PEFT82%
Ollama70%

Data & Ops

8 tools
Python90%
Qdrant78%
FASTAPI85%
Docker92%
Git / Github85%
Pydantic80%
Handling latency76%
MLflow82%

Personal

8 tools
Coding100%
Project Management88%
SDLC92%
Problem-Solving90%
Adaptability85%
Attention to Detail78%
Communication80%
Perfectionist82%