I combine 20+ years of enterprise engineering with a deep curiosity for AI, photography, fitness, books and music.
I’m a software architect and engineering leader with over 20 years of experience building and modernizing large-scale technology platforms. My career spans distributed applications, microservices, event-driven architectures, cloud platforms and enterprise integrations across AWS and Azure.
For 17 years at Avaya and the last 3 years at Phreesia (India), I’ve shaped technical direction, led architecture initiatives and driven complex transformation programs. I enjoy translating complex business needs into scalable, secure and maintainable systems — and then leading teams to bring them to life.
Alongside my corporate work, I’m passionate about software engineering, AI/ML and solving real-world problems using AI and Python. I actively explore generative AI architectures (LLMs, RAG, embeddings, vector databases, AI agents) while keeping a strong focus on governance, security, privacy and operational observability.
Echo Moments is my personal space to document this journey — from enterprise architecture and AI experiments to photography, fitness, reading and music.
I work across application, integration, infrastructure and data layers, which helps me evaluate systems holistically rather than from a single technology lens.
More recently, I’ve extended my architecture work into Generative AI and AI-native systems, focusing on practical, enterprise-ready solutions.
I’m particularly interested in using AI and Python to solve day-to-day problems — from automating workflows and data processing to building small tools that make life and work easier.
A few of the things I’m working on or have worked on. This will grow over time.
Designing and leading modernization of legacy platforms to cloud-native architectures on AWS/Azure, using microservices, event-driven patterns and modern observability.
Prototyping AI-native solutions with LLMs (OpenAI, Bedrock, Anthropic, Gemini), exploring RAG-based assistants, embeddings, vector databases and agentic workflows for internal tools and productivity.
A personal platform to run habit-building challenges (music, reading, fitness, art) and share my journey in photography, AI experiments and continuous learning.
Small scripts and tools that automate repetitive tasks, process data, generate reports or integrate services — using Python and AI where it adds real value.
Capturing moments, experimenting with light and composition, and gradually building a portfolio that reflects how I see the world.
Running, endurance challenges and consistency over intensity. Currently focused on building sustainable habits rather than one-off goals.
A mix of technology, leadership, psychology and fiction. Reading is both learning and relaxation — and a key part of my habit-building journey.
Guitar and music practice as a creative outlet. Like fitness and reading, it’s about showing up regularly and enjoying small improvements.