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Path so far

The path behind how I build production AI today.

Across 5+ years

The work moved from data platforms into search, copilots, and enterprise GenAI systems, with reliability and delivery pressure increasing at each step.

Data engineeringEnterprise searchGenAI deliveryTechnical leadership

TEKsystems Global Services Pvt. Ltd

Senior Generative AI Engineer

Technical Lead
Dec 2025 - Present

Reduced analyst effort by 67% while supporting 500+ monthly business queries through automated SQL generation

Improved learner skill-gap detection accuracy by 37% across 6K+ monthly sessions, increasing concept retention by 42% and reducing redundant study time by 56%

LangChainLangGraphMCPSnowflakeRedisFastAPIAzure AI

Syren Technologies Private Limited

Senior Generative AI Engineer

Technical Lead
Jul 2025 - Dec 2025

Scaled a supply chain AI copilot to 10K+ daily queries, reducing latency by 63% while maintaining 99.9% uptime

Boosted contextual recall by 34%, improved multi-turn response accuracy by 28%, and reduced context errors by 42%

LangGraphPineconeFastAPIMistral-7BLoRAMCPBLEU/ROUGE-L

RWS Moravia India Private Limited

Senior Generative AI Engineer

Technical Lead
Jan 2024 - Jul 2025

Launched the company's first production-grade multilingual enterprise RAG platform and AI agent

Cut manual knowledge lookup by 43% and established rigorous BLEU and NDCG evaluation benchmarks

RAGMultilingual AILangChainAzure OpenAIBLEUNDCG

BinaryERP Software Private Limited

Junior Data Scientist

Jul 2022 - Dec 2023

Built semantic search prototypes that drove adoption across 13 B2B users

Improved dataset usability by 26% and laid the foundation for enterprise NLP initiatives

PythonNLPEmbeddingsText ClassificationSemantic SearchData Pipelines

Capgemini Technology Services India Limited

Associate Data Engineer

Jan 2021 - Jul 2022

Reduced nightly batch runtime by 95% for a global banking client

Decreased batch failures by 61% while preserving SLA compliance and improving ETL validation automation

Azure Data LakeAzure Data FactorySQL ServerETLData ValidationAutomation