About Me

I am a Lead AI Engineer and Machine Learning Researcher. I do not just work in the software domain; I truly understand the rigorous mathematics behind how AI works. This allows me to bridge the gap between deep research-oriented problem solving and scalable software engineering.

Currently, I lead AI initiatives at Anaptyss. My day-to-day involves speaking directly with business stakeholders to understand complex requirements, and then architecting and developing end-to-end solutions. I have successfully led the development of multiple flagship enterprise products including IndexAI, CovenAce, and ANA.

My core technical interests lie in Reinforcement Learning, Agentic AI, Conversational AI, and LLM Fine-Tuning.

From collaborating with the prestigious IIT Bombay Medical Lab and Tata Memorial Cancer Center on whole-slide tumor detection, to architecting multi-agent reasoning workflows that autonomously process thousands of legal documents—my work is driven by one core philosophy: AI must be mathematically sound, highly reliable, and deeply integrated into the business logic.

Skills & Expertise

AI/ML & Agents

LLM AgentsTool CallingTTS/STTRLHF (PPO/DPO)Meta-LearningRAGMCPA2A

Frameworks & Tools

PyTorchTensorFlowJAXHuggingFaceONNXLangChainLangGraphGoogle ADKOpenAI Gymnasium

Engineering & Ops

GCPVertex AIKubernetes (K8s)DockerAWS (EC2/S3)MLOpsSystem DesignChromaDBSQL

Domain Expertise

Computer Vision (YOLO/SAM)Financial Engineering (VaR/Sharpe)Optimization (Genetic/Linear/Convex)

Scholastic Achievements