Vinay Profile
Available for Opportunities

Hi, I'm Vinay M Gandhi

Enterprise Integration Architect | GenAI & RAG Solution Architect | AI Solutions Builder | Technology Leader

An accomplished software professional with 19+ years of experience delivering enterprise-scale solutions across integration, distributed systems, and cloud-native architectures.

Today, my focus is on AI Engineering—building intelligent systems that learn from data and augment decision-making. Through my technical blog and hands-on projects, I explore Machine Learning, Generative AI, Large Language Models, and Agentic architectures, showcasing practical implementations rather than theoretical experiments.

Technical Arsenal

A blend of enterprise stability and modern intelligence.

AI & Future Tech
PyTorch LLM AI Agents (LangChain) MCP (Model Context Protocol)
Backend
Python Spring Boot Kafka Docker ASP.NET C#.NET VB.NET
Databases
MS SQL Server Oracle DB MySQL Vector DB

Signature Projects

  • Designed and developed an enterprise-scale AI-powered Knowledge Intelligence Platform to transform unstructured enterprise documents into a searchable and interactive knowledge repository.Built a scalable document ingestion framework supporting PDF, DOCX, PPTX, XLSX, TXT, Markdown, YAML, TOML, EML, Shell Scripts, and other enterprise document formats.
  • Implemented recursive folder scanning and automated document processing using Python, enabling continuous knowledge base expansion. Developed SHA-256 based change detection to identify new and modified documents, eliminating unnecessary reprocessing and improving ingestion efficiency.
  • Engineered semantic chunking pipelines using LangChain SemanticChunker with intelligent chunk sizing, overlap management, and content preservation strategies.Preserved structured content including tables, images, diagrams, and architectural artifacts to improve retrieval accuracy and user experience. Implemented configurable embedding generation architecture supporting multiple AI providers and models.Built a persistent vector search infrastructure using ChromaDB with cosine similarity indexing for efficient semantic retrieval.
  • Designed and implemented Hybrid Search combining semantic vector retrieval and BM25 keyword search using Reciprocal Rank Fusion (RRF) for improved search relevance. Integrated Anthropic Claude LLMs for grounded response generation with source-aware answers and adaptive reasoning capabilities. Implemented Ollama-based offline inference support to enable deployment in restricted enterprise environments.
  • Implemented chunk-level provenance tracking including source file, page number, slide reference, search score, and retrieval method to improve explainability and trust. Established structured logging, correlation IDs, job tracking, and execution metrics to support enterprise monitoring and troubleshooting. Implemented input validation and security controls including path traversal protection and secure document processing workflows.
Python FastAPI ChromaDB LangChain Anthropic Claude Ollama BM25

  • Designed and developed an AI-driven production support automation platform to analyze enterprise application failures and streamline incident management.
  • Automated retrieval and analysis of production exceptions from MySQL databases across distributed enterprise systems.
  • Implemented intelligent parsing of Java, Spring Boot, Kafka, SAP, Oracle, and integration platform stack traces to identify application failure points.
  • Integrated with Azure DevOps repositories to automatically retrieve relevant source code for contextual analysis.Leveraged Google Gemini AI to generate automated Root Cause Analysis (RCA), technical remediation steps, and preventive recommendations.
  • Developed an executive-level HTML reporting framework for incident investigation and management visibility.
  • Automated Azure DevOps Bug creation with AI-generated summaries, RCA details, and recommended resolutions.
  • Implemented intelligent exception fingerprinting to eliminate duplicate bug creation and reduce incident management overhead.
  • Improved production support efficiency through automated diagnostics, incident classification, and bug lifecycle automation.
Python FastAPI LLM MySQL Azure

  • Designed and developed an AI-driven storytelling platform to generate engaging, age-appropriate stories and poems for children under 10, enhancing creativity and learning experiences.
  • Integrated Large Language Models (LLMs) using lightweight deployment strategies to enable real-time content generation with optimized performance on limited hardware.
  • Architected a scalable backend using RESTful APIs, enabling seamless integration with AI models and future extensibility for personalization features.
  • Implemented prompt engineering techniques to generate high-quality, safe, and context-aware content tailored for young audiences.
  • Deployed the application using containerized environments, ensuring portability, scalability, and efficient resource utilization.
  • Designed a simple and intuitive user interface focused on accessibility for children and parents, improving engagement and usability.
  • Planned future enhancements including multilingual support, voice-based storytelling, and personalized story generation using user preferences.
Spring MVC Python FastAPI LLM MySQL

  • Spearheaded migration of monolithic ERP integrations to a microservices architecture, reducing system latency and improving maintainability.
  • Architected Kafka-based event-driven integration layers, enabling seamless interoperability across 100+ enterprise systems.
  • Led TIBCO to Spring Boot migration for 250+ legacy services, enhancing scalability and reducing operational costs
  • Developed custom ETL pipelines to integrate non-ERP data with ERP, improving process automation and data visibility
  • Containerized deployments using Kubernetes and Docker, cutting deployment time
  • Mentored 12 engineers on Spring Boot best practices and fostering a high-performance team culture
Spring Boot Docker Kubernetes Kafka MySQL

  • Designed and delivered a high-throughput TIBCO EMS messaging architecture, supporting reliable integrations for ERP and legacy systems.
  • Defined reusable messaging patterns, ensuring compliance with enterprise IT governance and reducing integration time
  • Developed custom ETL workflows to streamline data exchange between heterogeneous systems, enhancing data accuracy.
  • Led end-to-end project delivery, from requirements gathering to production deployment, achieving 100% on-time delivery.
  • Collaborated with cross-functional stakeholders to align integrations with business objectives, improving operational efficiency.
TIBCO Oracle

  • Architected a real-time HR dashboard to visualize employee KPIs, including attrition, recruitment, and payroll trends, improving leadership decision-making.
  • Implemented MVC architecture to ensure modular, maintainable code, reducing technical debt.
  • Integrated disparate HR data sources using custom ETL scripts, enabling unified workforce reporting across 5 systems.
  • Delivered interactive dashboards tailored to executive needs, increasing stakeholder satisfaction and adoption rates.
  • Mentored a team of 6 developers on .NET best practices, enhancing code quality and team productivity.
  • Optimized database queries and indexing strategies, improving application performance
ASP.NET C# MS SQL Server

Professional Journey

Jio Platform Ltd - (July 2007 - Present)

Enterprise Integration Development Lead

Mumbai, India


  • Generative AI, LLM & Knowledge Intelligence: Expertise in designing and implementing enterprise-grade Generative AI solutions leveraging Large Language Models (LLMs), Retrieval-Augmented Generation (RAG), Agentic AI workflows, Prompt Engineering, Semantic Search, Vector Databases, Hybrid Retrieval, AI Agents, and Knowledge Intelligence Platforms. Experienced in building AI-powered enterprise search, intelligent automation, incident diagnostics, root cause analysis, and decision-support systems.
  • Enterprise Architecture & Integration Strategy: Proven track record in architecting and modernizing enterprise integration landscapes using Spring Boot, Apache Kafka, REST APIs, event-driven architectures, and message-oriented middleware. Successfully led legacy platform modernization initiatives, including large-scale TIBCO-to-microservices transformations.
  • Microservices & API Strategy: Led the design and implementation of secure, scalable, and resilient microservices ecosystems. Extensive experience developing enterprise APIs for SAP, Oracle, third-party vendors, and internal digital platforms with strong governance and security controls.
  • Data Engineering & Enterprise Data Integration:Strong expertise in data ingestion, ETL/ELT processes, data transformation, enterprise data pipelines, and integration frameworks supporting high-volume, mission-critical business operations
  • Technical Leadership & Team Development: Accomplished technology leader with experience managing and mentoring cross-functional teams, driving engineering excellence, establishing best practices, and fostering innovation in high-performance delivery environments
  • Solution Architecture & End-to-End Delivery:Extensive experience delivering complex enterprise solutions from business requirements through architecture, implementation, deployment, and production support while ensuring alignment with strategic business objectives
  • Program & Stakeholder Management:Skilled in managing multiple concurrent projects, coordinating cross-functional teams, engaging executive stakeholders, and ensuring successful delivery within scope, budget, and timeline constraints
  • Problem Solving & Operational Excellence:Strong analytical and troubleshooting capabilities with expertise in resolving complex integration, platform, and production challenges through structured root cause analysis and continuous improvement initiatives
  • Industry Domain Expertise:Deep domain experience across Oil & Gas, Human Capital Management (HCM), Finance, Manufacturing, Logistics, and Enterprise Shared Services environments
  • Adaptability & Innovation:Recognized for rapidly adopting emerging technologies, driving digital transformation initiatives, and successfully delivering innovative solutions in dynamic and fast-paced enterprise environments

Academic Journey

Master in Computer Applications

Jul 2004 – Jun 2007

Department of Computer Science & Technology, Sardar Patel University, Vidya Nagar, Gujarat

Bachelors in Computer Applications

Jul 2001 – Jun 2004

South Gujarat University, Gujarat