About Me
Engineer. Builder. Researcher.
Full-stack engineer building production AI platforms that combine scalable backends, retrieval systems, data pipelines, and user-facing interfaces. Experienced in designing evidence-grounded LLM systems, real-time analytics, and reliability tooling across telecom and experimentation platforms.
Education
Rochester Institute of Technology
MS, Software Engineering
Machine Learning, Cloud Software Systems (AWS), Data Structures & Algorithms, Software Engineering Principles, Database Design
Amrita Vishwa Vidyapeetham
BE, Electronics and Communication Engineering
Experience
Building production systems across AI, telecom, and web platforms
Software Engineer
AI Platform Engineering (Full-stack + Backend)
Sunnyvale, CA · Aug 2024 - Present
- Built a production AI Test Automation platform used across multiple internal teams to convert telecom PRDs into executable regression plans using LLMs + retrieval pipelines.
- Designed hybrid semantic search (FAISS + BM25 + rank fusion) powering thousands of queries across internal corpora.
- Implemented quality and safety guardrails using coverage metrics, hallucination detection, and evidence scoring.
- Developed LLM-powered diagnostics UI + APIs for root cause analysis, regression insights, and command generation.
- Deployed services with FastAPI, Docker, Kubernetes, and CI/CD, improving delivery velocity and system reliability.
- Created ATS Intelligence, a real-time anomaly detection engine for 5G logs using statistical baselines + z-score detection.
- Built log ingestion, scoring, and summarization pipelines producing actionable diagnostics for SRE teams.
Software Engineer
Rochester, NY · Jan 2023 - Aug 2024
Software Engineer
Bangalore, India · Feb 2022 - Aug 2022
Featured Projects
Production AI systems and research platforms
PROXIMA - Proxy Metric Intelligence
June 2025 - Present
Research platform that evaluates whether A/B test proxy metrics are truly reliable. Detects Simpson's paradox, sign flips, and gaming. Simulates shipping decisions to estimate regret and risk. Scores proxy trustworthiness across cohorts.
LLM Incident Copilot
2025 - 2026
Evidence-grounded RAG system for large-scale incident debugging. Ingests multi-MB production logs with strict evidence guardrails — every AI conclusion must cite actual log lines. Supports local (Ollama) and cloud (Groq) inference.
EasyApply AI
Jan 2025 - May 2025
AI-powered hiring automation system that parses resumes, evaluates candidate suitability, and ranks applications. Integrates LLM-based NLP for job description and profile analysis.
All Projects
Intelligent Cloud-Based Log Analysis Platform
Cloud-native platform for parsing and analyzing AWS CloudTrail logs. Integrates GraphQL for efficient data querying, reducing troubleshooting time by 40%.
AI-Powered University Review Insights
AI-driven system to analyze university reviews using sentiment analysis and trend prediction, leading to 30% increase in actionable insights.
E-Commerce Web Application
Fault-tolerant e-commerce platform with Spring Boot and MySQL achieving 99.9% uptime. React + Redux frontend integrated with GraphQL APIs and Redis caching.
Underlay - AI Design Sketching
AI-based tool that assists designers in starting digital sketches by generating geometry based on design requirements using Three.js for 3D rendering.
Revolve - Cylindrical Form Generator
Transforms sketches into cylindrical 3D forms with real-time visualization using Three.js.
Sample - Color Palette Generator
Calculates primary colors from images, helping designers quickly select and apply cohesive color schemes.
High-Performance Trading System
Low-latency trading system for high-frequency transactions. Integrated Apache Kafka for real-time data feeds, deployed on Kubernetes with Grafana/Prometheus monitoring.
Automated ML Pipeline for Financial Forecasting
Automated ML pipeline using AWS SageMaker for financial time series forecasting, reducing forecasting errors by 30%.
E-store Web Application
Custom responsive e-commerce web application using Angular with TypeScript and Spring Framework.
Real-time Stock Market Data Analysis
Real-time data processing and analysis system for stock market data using Hadoop, Spark, Kafka, and ReactJS with D3.js visualization.
IoT-Model for Monitoring Irrigated Crops
Research paper on enhancing water management for irrigated crops using IoT and Wireless Sensor Networks.
Home Automation with RFID Security
Arduino-based home automation system with RFID security door, mobile app controls, and Wi-Fi module integration.
Skills & Technologies
Tools and technologies I use to build production systems
Frontend
Backend
AI & Data
Infrastructure
Datastores
Publications & Certifications
Research contributions and professional credentials
Publications
PROXIMA: System and Method for Reliability Scoring of Proxy Metrics in Experiments
Framework to quantify proxy reliability, detect fragile or misleading early metrics, and reduce decision risk in experimentation pipelines.
An IoT-Model for Monitoring Irrigated Crops
Research on enhancing water management for irrigated crops using IoT and Wireless Sensor Networks.
Certifications
Nokia Network Routing Specialist I (NRS I)
Nokia
AWS Certified Solutions Architect - Associate
Amazon Web Services
AWS Certified Cloud Practitioner
Amazon Web Services
Oracle Certified Associate - Java SE Programmer
Oracle
Azure Fundamentals (AZ-900)
Microsoft
Get In Touch
Open to opportunities, collaborations, and interesting conversations
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