ResumeArchitecture,
delivery, outcomes.
I lead architecture and delivery for agentic platforms, GenAI evaluation, retrieval systems, and governed AI for S&P 500 and global enterprise clients across AWS, Azure, GCP, Databricks, and Snowflake.
Explore the work · Email · LinkedIn
- 70% of manual migration work automated. Tredence internal migration platform.
- 10× faster model onboarding. DICK’S Sporting Goods via Tredence.
- +8% predictive accuracy. Signify Health, a CVS Health company, via Tredence.
- 80% less annotation work. DEKA Research & Development.
- <1% source-to-target migration deviation. AB InBev via Tredence.
- S&P 500 and global enterprise clients. AWS · Azure · GCP · Databricks · Snowflake.
Experience
Tredence Inc.
Senior AI Engineer
Global AI, data, and analytics consultancy
- Led the end-to-end design of a Tredence internal agentic migration platform using retrieval-augmented generation over the source estate, containerized microservices, human checkpoints, and source-to-target validation; automated 70% of manual migration work.
- Led a separate AB InBev Azure-to-Databricks migration that landed with less than 1% source-to-target deviation.
- Designed and built GML, an end-to-end ML and agentic framework on GCP for Gap Inc., in collaboration with Google; Google reviewed and signed off on the framework.
- Built Azure ML foundations, a Snowflake call-center rating application, and cost-aware LLM-as-a-judge evaluation for Signify Health, a CVS Health company.
- Built an event-driven ML observability platform on Databricks for DICK’S Sporting Goods that made model onboarding 10× faster, and contributed engineering across the client’s customer-facing agentic platform.
- Designed multiple AI platform architectures for S&P 500 and global enterprise clients across AWS, Azure, GCP, Databricks, and Snowflake, including an AI supply-chain control tower for Boeing and a near-real-time AI personalization and promotion system for Marriott, and mentored multiple teams across the ML and GenAI practice.
DEKA Research & Development
Machine Learning Engineer
The R&D lab behind FedEx Roxo and the FDA 510(k)-cleared twiist insulin delivery system
- Led the design and development of an image-deduplication system using embedding similarity over AWS OpenSearch, reducing annotation workload by 80%.
- Designed and implemented four distributed ML workflows using Airflow, Kubernetes, Python, and C++.
- Built HIPAA-compliant OCR analysis that improved root-cause accuracy by 60%.
- Helped transform CI/CD and test discipline, reducing production bugs by 43% and making releases 57% faster.
Rochester Institute of Technology
Graduate Research Assistant · Action Lab
- Built multimodal datasets and trained Faster R-CNN and LSTM video-to-text models on a 1,000+ video dataset for human-object interaction research.
Horizon Geospace
Software Engineer
- Built ML and NLP systems inside production CRM applications and real-time Kafka and Spark pipelines.
DRDO HEMRL
Engineering Intern
High Energy Materials Research Laboratory
- Built deep learning prototypes for solid rocket propellant analysis, reducing the data storage footprint by 43%.
- Improved analysis-code test coverage from 63% to 94%.
Competencies
Agentic systems
- Agentic orchestration
- LangGraph
- LangChain
- Model Context Protocol
- Multi-agent patterns
- Human-in-the-loop design
Evaluation, retrieval, and serving
- LLM-as-a-judge
- Evaluation harness design
- Retrieval-augmented generation
- FAISS and vector search
- vLLM
- Serving economics
- Guardrails
- OpenAI APIs
- Azure OpenAI
- Vertex AI
Observability and governance
- ML observability
- OpenTelemetry
- MLflow
- Drift detection
- Governed and responsible AI
- HIPAA-compliant delivery
Platforms, languages, and tools
- Python
- C++
- PyTorch
- TensorFlow
- Databricks
- Snowflake
- Azure ML
- Kafka
- Spark
- Airflow
- Kubernetes
- Docker
- AWS
- Azure
- GCP
Education
Master of Science in Computer Science
Rochester Institute of Technology · Rochester, New York
Specialization in Intelligent Systems, AI, and ML.
Graduate Merit Scholarship
Savitribai Phule Pune University · Pune, India
Merit Scholarship
