Engineering Intelligence: Production AI Systems & High-Performance Python Solutions
AI/ML Engineer & Python Developer building production GenAI systems — RAG pipelines, agentic workflows, and document intelligence — with measurable impact: 70% less manual data entry, 50% lower API latency.
Systems I've shipped & built
From production EMS dispatch backends to self-directed RAG research — here's the work.
ETHAN — Emergency TeleHealth & Navigation
Real-time EMS dispatch backend for U.S. emergency services — owned API contracts, database schemas, and deployment end-to-end. Cut API latency 50% via SQL Server re-indexing and parameterised query batching. Integrated Azure Maps for live ambulance tracking and route optimisation across concurrent incidents.
IDE — Intelligent Document Extraction
Multi-modal extraction pipeline across 100+ heterogeneous PDFs and Excels, cutting per-document processing time ~70%. Composed Azure OpenAI, Document Intelligence, Tesseract and OpenCV under a strict JSON schema, validated with Plotly bounding-box overlays.
DocuMind — RAG-Powered Document Q&A
Production-grade multi-document RAG pipeline using LLaMA 3, LangChain, ChromaDB, and FastAPI with hybrid BM25 + semantic retrieval, cross-encoder re-ranking, and citation verification. Features query reformulation, auto-summarization, conversational memory, and a retrieval explainability panel. Evaluated using RAGAS framework
KAIROS AI — Multi-Tool Generative Platform
Unified GenAI platform combining conversational AI, multi-PDF Q&A, voice assistance, and language utilities. Chat-with-multiple-PDFs module backed by OpenAI embeddings enabling natural-language exploration of large document corpora with follow-up queries.
MindfulChat — AI-Powered Mental Wellness Companion
Responsible AI engineering platform with a two-layer safety system — combining keyword and semantic similarity detection (sentence-transformers + ChromaDB) that bypasses the LLM for immediate crisis routing. Features long-term vector memory, RAG-grounded coping strategies, AI journaling with emotion analysis, and mood-based TMDB recommendations.
AI News Video Generation Pipeline
End-to-end pipeline converting trending topics into short-form video assets via Gemini (script) and Imagen (visuals), using structured prompt templates and NLP post-processing for tone/shot-list consistency — session state persisted in Firebase Firestore.
Enhanced Skills Matrix
Filter by category to explore technical proficiencies across GenAI, Machine Learning, Cloud, and Engineering.
Work Experience
- Building DocuMind, a production-grade RAG system featuring hybrid search and automated reranking pipelines.
- Deepening practical expertise in agentic AI frameworks, state-machine agent graphs (LangGraph), and LLM fine-tuning techniques.
- Designed the FastAPI + Azure backend for ETHAN, a real-time U.S. EMS dispatch system — owning API contracts, schemas, and deployment.
- Cut API latency 50% by re-indexing hot SQL Server tables and rewriting N+1 queries.
- Built a multi-modal document extraction pipeline (IDE) across 100+ PDFs/Excels, cutting processing time ~70%.
- Built a production-deployed conversational AI chatbot using IBM Watson Assistant with intent classification and entity recognition.
- Architected scalable cloud infrastructure and deployment pipelines on IBM Cloud infrastructure.
- Designed interactive Power BI dashboards, increasing decision accuracy by 35%.
- Led a cross-functional team of four analysts under tight delivery deadlines.
Hackathon Success & Innovation
National-level recognitions and social impact engineering projects.
Smart India Hackathon Finalist
Two-time finalist demonstrating exceptional problem-solving and innovation capabilities in national-level competitions under high-pressure environments.
Tongue Driving System (TDS)
Led development of assistive technology for individuals with locomotor disabilities, showcasing technical leadership, hardware/software integration, and real-world social impact.
Track-VAHAN
Engineered a smart transportation system for the Himachal Pradesh government featuring real-time vehicle tracking, route optimization, and automated accident detection algorithms.
Education
Academic Performance: CGPA 8.50
Let's build something
Open to opportunities & collaborations
Whether it's a full-time AI/ML role, a RAG system that needs building, or a quick chat about agentic workflows — reach out.