Enterprise-ready vector database toolkit for building searchable knowledge bases from multiple data sources. Supports multi-project management, automatic ingestion from Confluence/JIRA/Git, intelligent file conversion (PDF/Office/images), and semantic search. Includes MCP server for seamless AI assistant integration.

RAGU - Retrieval-Augmented Generation Universal. A privacy-focused RAG system with modern web UI for semantic search across documentation. Supports document upload, Confluence import, and local AI processing.

Modular AWS Security & Governance Reporting Suite. Automates findings extraction and inventory audits across AWS Organizations for secure stakeholder collaboration.

🏆 Winner of the 2024 DevOps Challenge (Delivery Velocity) for a leading Financial Institution. Enterprise-grade tool for VAIT/DORA-compliant change management in agile Teams. Automates ITSM Change creation, generates precise individual implementation plans and ensures release governance through a Git-based continuous improvement loop.

Deliver fast, scalable semantic search using vector embeddings and cluster-aware caching for efficient, context-based text retrieval.