About
I am an AI Engineer focused on building intelligent systems rather than isolated model demos. My work centers on modern LLM applications, agentic workflows, and production-minded AI engineering. My skills are backed by a strong ML and computer vision foundation and full-stack software engineering background to take ideas from prototype to deployment.
I have hands-on experience across enterprise environments at AT&T and Nokia, independent engineering (Freelance) for startups in India, Europe, and the US, and research-driven systems work. I also contribute to frontier AI model training and evaluation as an expert at Mercor and DataAnnotation. I've also filed a patent for Smart Intersections and competed in hackathons spanning AI for Good and Generative AI. Currently I am going deeper into context engineering, agent orchestration, evaluation, reliability, and intelligent automation.
Work Experience
Skills & Expertise
AI engineering is my core, but I build across the full stack - ML, data, web, and cloud.
I'm not a fan of skill bars - they lie. Here's an honest read on where I actually am with the tools I use.
AI Systems
How I design LLM applications - agents, retrieval, and model use.
Agentic AI · LLM Systems · Context Engineering · RAG · Tool Calling · MCP · Multi-Agent Systems · Structured Outputs · Multimodal AI
AI Infrastructure & Reliability
Serving, evaluating, and operating those systems in production.
LLM Inference · Model Serving · AI Evaluation · RLHF / Human Feedback · Model Benchmarking · AI Observability · OpenTelemetry · LLM Routing · RAG Evaluation · Regression Testing · Cost/Latency Optimization
Agent Engineering & Security
Orchestration, memory, and the guardrails around tool use.
LangGraph · LangChain · Tool Orchestration · Human-in-the-Loop · Memory · Knowledge Graphs · AI Red Teaming · Prompt Injection · Tool Security · Sandboxing
ML
Training and adapting models across vision and language.
PyTorch · Transformers · PEFT/LoRA · Fine-Tuning · Computer Vision · NLP
Backend & Cloud
The services, data, and infrastructure those systems run on.
Python · FastAPI · PostgreSQL · Redis · Docker · REST APIs · Async Systems · Azure · Linux
Engineering
How the systems are designed, tested, and shipped.
System Design · Distributed Systems · API Design · Testing · CI/CD · Monitoring · Git/GitHub
Frontend
The interfaces on top of those systems.
TypeScript · JavaScript · React · Next.js · Tailwind CSS
Check out my latest work
I've worked on a variety of AI systems, from agentic workflows and RAG products to computer vision pipelines. Here are a few of my favorites.
Hackathons
- Smart Intersections (Patent)
2025 · Patent Application No. 202541070871 · AI-driven adaptive traffic signal optimization for real-time traffic flow - filed patent covering the system design and approach.
- Hack-AI-thon
2025 · Stella Mary's · Runner Up - AI for Good theme.
- TechXcelerate
2025 · BITS Pilani Hyderabad · Finalist among 650+ teams (SaaS track) with HRlytics.
- 100xEngineers Buildathon
2025 · Bangalore · Finalist - Generative AI buildathon.
- Dark Patterns Buster
2023 · Ministry of Consumer Affairs · Reached the final round.
- Adeptus - Founding Member / Chief Technical Lead
2023 - Present · SRM Easwari Engineering College · Technical leadership for the college technical club: ownership of the club website/CMS and systems that support events, newsletters, and community content.