Available for opportunities

Architecting
Intelligent
Systems

Architecting Intelligent Systems — delivering production-scale ML systems and agentic orchestration for manufacturing and healthcare.

5,000+
Active Users impacted by AI copilot systems
6+
Years of professional experience in AI/ML
40%
Efficiency gain achieved through data architecture improvements
system.profile
VJ

Vibhor Janey

AI_SOLUTION_ARCHITECT

Bristol Myers Squibb

Agentic
Orchestration
Graph-based
Workflows
Deep
Agents
MCP
Tool Declarations
StatusActive
98.59% Accuracy
MCP Connected
01

About

Background

Vibhor Janey is an experienced AI Solution Architect with expertise in AI solution architecture, data engineering, and machine learning applications.

Currently serving as Senior Manager of AI Solution Architect at Bristol Myers Squibb, leading development of AI copilot experiences for manufacturing operations and building advanced data architecture solutions.

Location
East Brunswick, NJ
Current Role
AI Solution Architect
Education
MS, Data Science
02

Experience

My journey through the AI industry, from research to production-scale implementations

Jul 2025 – PresentCurrent

Senior Manager, AI Solution Architect, GPS Business Insights and Technology

Bristol Myers SquibbNew Brunswick, NJ

Leading AI solution architecture for manufacturing operations, delivering copilot experiences to 5,000+ users while implementing advanced LLM observability and agentic orchestration systems.

Delivering an AI copilot and decision-support experience targeting 5,000+ manufacturing and quality users. Architecting an agentic orchestration layer with a graph-based workflow engine, containerized for elastic deployment, leveraging data lake query engines over S3. Implementing MCP tool declarations to standardize capability exposure across agents and systems.
Building pipelines to identify, document, and perform RCA on deviations, auto-generate CAPA drafts (HITL), and constructing semantic knowledge bases from historical deviation worklists and SOPs. Enabling text-to-SQL access to past deviations.
Implementing an LLM observability and tracing layer for generation traceability, prompt versioning, and end-to-end visibility testing to support validation. Designing guardrails, RBAC, and audit trails aligned to GxP expectations.
Jul 2023 – Jul 2025

Manager, Data Architecture, Global Product Development and Supply

Bristol Myers SquibbNew Brunswick, NJ

Architected comprehensive data solutions for manufacturing operations, creating unified batch genealogy systems that reduced processing time by 40% and improved release decision efficiency by 50%.

Led information and data architecture for manufacturing, including a Batch Genealogy graph data product (BGDP) unifying SAP, Oracle EBS, and CMO sources, reducing data processing time by >40%. Architected and integrated 7 contract manufacturing organizations' genealogy from CoA/CoC documents into BGDP, enabling traceability.
Integrated BGDP with SAP Batch Release Hub (Component Check) under the APMC program, improved release decision efficiency by >50%.
Launched a metadata cataloging initiative for the manufacturing data lake, aligning business and technical metadata across 7+ source integrations.
Jun 2022 – Aug 2022

Machine Learning Specialist

FormulatrixBedford, MA

Developed high-accuracy computer vision solutions for laboratory automation, achieving 98.59% classification accuracy while optimizing models for edge deployment and conducting analytical insights.

Built a computer vision model to classify microplates for the FAST Liquid Handler, achieving 98.59% accuracy across datasets. Implemented in TensorFlow using Classification-by-Retrieval (CbR)
Created an API configuration for image capture and curated labeled datasets under varied conditions. Tested inference on Raspberry Pi Zero & Coral Edge TPU.
Conducted a salary analysis across multiple offices. Built a regression model in R to forecast increments and visualized results.
Oct 2019 – Jun 2021

Software Engineer

Zebra TechnologiesKennesaw, GA

Led front-end development and UX design for new product launches while contributing to advanced analytics solutions including anomaly detection models and banking branch management systems.

Led the front-end design team for a new product launch; redesigned UX in Figma/Adobe XD and implemented with React.
Collaborated to deploy an anomaly detection model in Python combining a boxplot method with FBProphet.
Contributed to the inception and design of a new banking branch management product.
03

Featured Projects

From research prototypes to production systems serving thousands

Production
Manufacturing Quality AI

Deviation Assistant

Leading the architecture and development of an agentic AI solution targeting 5,000+ manufacturing and quality users at Bristol Myers Squibb. Features an autonomous tool-calling agent orchestration built in LangGraph/LangChain and deployed on AWS ECS.

5000+ usersAgentic orchestration
LangGraphLangChainAWS BedrockDocker+2
Production
Data Architecture

Batch Genealogy Data Product (BGDP)

Architected a unified batch genealogy system integrating SAP, Oracle EBS, and CMO sources. Reduced data processing time by 40%+ and improved release decision efficiency by 50% through graph-based data modeling.

40%+ time reduction50% efficiency improvement
SAPOracle EBSGraph DatabasesAWS+2
Production
Laboratory Automation

Microplate Classification System

Built a computer vision model to classify microplates for the FAST Liquid Handler at Formulatrix, achieving 98.59% accuracy using TensorFlow and Classification-by-Retrieval (CbR) methodology. Optimized for edge deployment on Raspberry Pi and Coral Edge TPU.

98.59% accuracyEdge deployment
TensorFlowComputer VisionOpenCVRaspberry Pi+2
Production
Development

Banking Branch Management System

Contributed to the inception and design of a new banking branch management product at Zebra Technologies, focusing on UX design in Figma/Adobe XD and front-end implementation with React.

Product designUX implementation
ReactFigmaAdobe XDUX Design+1
Production
Predictive Analytics

Anomaly Detection Engine

Deployed an anomaly detection model combining boxplot methodology with FBProphet for time series forecasting and outlier identification in banking analytics.

Time series forecastingStatistical analysis
PythonFBProphetStatistical AnalysisTime Series+1
Production
Agricultural AI

Cotton Pest Classification — Few-Shot Prototypical Networks (PyTorch)

Proposed and implemented a few-shot prototypical network to identify cotton crop pests with limited annotated samples; trained on data from Li et al., *Crop pest recognition in natural scenes using convolutional neural networks*.

Few-shot learningAgricultural application
PyTorchFew-Shot LearningPrototypical NetworksComputer Vision+1
04

Skills

A comprehensive toolkit spanning AI/ML, data architecture, and production engineering

A

Agentic Architecture

Agentic OrchestrationGraph-based WorkflowsDeep AgentsMCP Tool DeclarationsRetrieval Augmented Generation (RAG)Graph RAGEvent-driven PipelinesHITL ReviewRCA/CAPA AutomationGxP Validation
P

Programming

PythonLangGraphLangChainNumPyPandasscikit-learnPydanticFastAPIMatplotlibboto3StreamlitSQLReact
C

Cloud DevOps

AWS BedrockAWS SageMaker AIAWS ECS FargateDockerKubernetesAWS LambdaAWS NeptuneAWS Neptune AnalyticsAWS S3AWS AthenaAWS GlueAWS ALBPostgresRedisDynamoDB
D

Data Architecture and Knowledge Management

Semantic Knowledge BasesSemantic IndexingBM25 Keyword SearchProcess Knowledge GraphsDocument LineageText-to-SQLDecision-logic CaptureSAP S/4HANAManufacturing Execution System (MES)Veeva QMS
M

ML/Analytics

Data ModelingStatistical ModelingMLDeep LearningGraph AnalyticsNLPComputer VisionTime-series Analysis
L

LLMOps

Prompt VersioningThread TracingQuality MetricsEvaluatorsLLM-as-a-judgeLangSmithClickHouse
05

Get In Touch

Let's discuss AI opportunities, research collaborations, or challenging problems

Let's Connect

Whether you're interested in discussing cutting-edge AI research, exploring collaboration opportunities, or have a challenging problem that could benefit from AI solutions, I'd love to hear from you.

Prefer to copy email?

vibhor.janey@gmail.com

Available for new projects

Currently accepting consulting opportunities and research collaborations

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