Portfolio
A collection of projects, open-source contributions, and technical thought leadership in AI, cloud architecture, and enterprise solutions.
Featured Projects
Enterprise-grade fraud detection system combining MongoDB Atlas vector search, Temporal workflows, and AWS Bedrock AI for real-time transaction analysis.
- •Fraud ring detection with graph traversal
- •Real-time risk scoring with AI analysis
- •Automated compliance and sanctions screening
- •Complete audit trails with explainable AI
Gemini CLI extension for MongoDB MCP Server, enabling database and Atlas operations directly through the Gemini CLI.
- •Support for 20+ MongoDB database tools
- •Atlas cluster management capabilities
- •Secure credential management
- •Native JSON processing
Comprehensive governance and monitoring solution for Model Context Protocol servers with centralized management and security enforcement.
- •Multi-mode architecture deployment
- •Real-time tool monitoring and analytics
- •Policy management and compliance tracking
- •Interactive Streamlit dashboard
MongoDB integration for Llama Stack providing vector search, full-text search, hybrid search, and graph-enhanced retrieval capabilities.
- •Native rank fusion with MongoDB 8.1+
- •Hybrid search with flexible weighting
- •Automatic index creation for Atlas
- •Advanced filtering with metadata
Advanced cognitive memory system that transforms AI memory into sophisticated architecture with importance weighting and reinforcement learning.
- •Importance-weighted memory storage
- •Dynamic reinforcement and decay
- •Semantic merging of related memories
- •Hybrid search combining vector and full-text
Integrated end-to-end technology stack combining MongoDB Atlas with Anthropic Claude AI models for intelligent conversational interfaces.
- •One-click deployment with CloudFormation
- •Multi-modal file processing
- •Long-term conversation memory
- •Scalable microservices architecture
Publications & Writing
Constitutional AI: Ethical Governance with MongoDB Atlas
Implementing Constitutional AI with MongoDB Atlas to build responsible AI systems that self-govern using predefined ethical principles at scale
Converged Datastore for Agentic AI
How converged datastores unify structured and unstructured data to enable truly autonomous AI agents that perceive, reason, and act continuously
Build AI Memory Systems with MongoDB Atlas, AWS and Claude
Building cognitive memory systems that mimic human memory using MongoDB Atlas Vector Search, AWS Bedrock, and Anthropic Claude
Speaking Engagements
Building Production-Ready RAG Systems
MongoDB.local Delhi
Deep dive into RAG architectures, vector search optimization, and production deployment patterns
Multi-Agent Orchestration at Scale
Partner Tech Summit
Patterns and practices for orchestrating multi-agent AI systems in enterprise environments
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Check out my external projects and connect with me on professional platforms