Two Decades of Building Intelligence

From web crawlers serving millions to enterprise GenAI platforms — every era built on the last

2006 — 2012

The Foundation

Senior Software Engineer @ Eterno Infotech (Ver Se' Innovation)

DailyHunt — Mobile News Publishing Platform

Built web crawlers aggregating news from 80+ Indian newspapers across RSS, XML, HTML, and JSON feeds. Designed backend systems serving millions of mobile users daily on the DailyHunt platform.

Built backend serving 80+ newspaper publishers
JavaServletsWeb CrawlersXML/JSONREST APIs
2012 — 2016

The Data Era

Module Lead @ Impetus Infotech (American Express)

SERT — Speed Engagement and Relevance Tool

Architected SERT — the merchant recommender for Amex open card customers. Processed terabytes of transactional data through Hadoop/Hive/HBase pipelines to deliver personalized merchant recommendations at enterprise scale.

Processed terabytes of transactional data at scale
HadoopHiveHBaseElasticsearchMapReduceSQL/NoSQL
2016 — 2020

Deep Learning Begins

Data Science Lead @ Inkers Technologies

Built face recognition systems achieving 35% FP improvement with ArcFace embeddings. Established full data lifecycle — collection, annotation, experiment tracking — and mentored a growing CV team.

35% FP improvement 15% pipeline quality improvement
PyTorchOpenCVCNNFace RecognitionwandbPython
2020 — 2022

Vision at Scale

Practice Lead @ Trigyn Technologies

TIVA Platform — Video Analytics at Scale

Led TIVA — a video analytics platform processing 1000s of RTSP streams on edge devices (Jetson Nano/TX2). Reduced false alarms by 75% and deployment cost by 20% through model optimization and cascade filtering.

75% false alarm reduction 20% cost reduction 1000s of streams
PyTorchOpenCVEdge AIJetson Nano/TX2CUDADocker
2022 — 2023

The GenAI Transition

NLP Architect @ Hexad GmbH (Volkswagen Data:Lab)

legalAI (Document Intelligence) + QAM (RAG + Summarization)

Built document intelligence using CV-based layout parsing — 2x throughput, +37% extraction accuracy via semantic merging. Delivered RAG-based QA system using FLAN-T5 with VectorDB retrieval and ROUGE/BLEU evaluation.

2x throughput +37% accuracy
FLAN-T5VectorDBRAGROUGE/BLEUDocument AIPython
2023 — Present

Enterprise GenAI Architect

ML Advisor @ Cigna (AICoE)

Project Genius — Enterprise GenAI Platform

Designed enterprise GenAI pipeline with few-shot retrieval from custom embed+CNN model for complex table extraction. Published XMRetriever research achieving 75% token reduction. Established LLM guardrails for PII safety and evaluation.

Published XMRetriever research Enterprise GenAI at scale
LLMsRAGLoRA/QLoRAvLLMFAISSRLHFPyTorch

Education

2023 — 2025

M.Tech — AI & Machine Learning

BITS Pilani, India

2001 — 2005

B.E. — Computer Science & Engineering

VTU, India — First Class

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