Senior AI Engineer building production AI systems at the intersection of AI engineering, software systems, and product thinking.
With 5+ years of software engineering experience, I build AI-powered products that combine modern AI capabilities with reliable software architecture, real user needs, and business context.
I build AI systems — and products — that solve real problems for people and businesses. A mix of AI engineering, software systems, product thinking, and human leadership.
Technology should create meaningful value — for people, businesses, and the world around us.
Great products come from understanding people, thoughtful engineering, attention to detail, and craftsmanship.
I learn by building — exploring ideas through experiments, real use cases, and products that solve real problems.
Five years building and leading production SaaS across customer engagement, CRM, messaging, analytics, and data systems. Designing reliable architectures, integrating external platforms, and working across engineering, product, and delivery.
Building AI-powered products with RAG, agents, MCP, conversational AI, and modern orchestration. Focused on grounding, evaluation, reliability, and turning AI capabilities into systems that work in real product environments.
Turn ambiguous product and business problems into practical technical solutions. Work across product decisions, system architecture, stakeholder alignment, and team mentoring to move ideas from concept to production.
Started as a software engineer, building features end to end across the stack and learning what it takes to ship, maintain, and support production software.
Built customer engagement, messaging, CRM, and SaaS systems serving thousands of businesses — developing reusable frontend and backend patterns, APIs, integrations, and event-driven workflows.
Designed high-performance data and analytics systems handling 110M+ records, improving query performance for read-heavy workloads and powering real-time business reporting.
Grew into system design, product ownership, stakeholder alignment, and team mentorship — connecting engineering, product, and business priorities around shared outcomes.
Began integrating Generative AI into real products — connecting conversational experiences with existing APIs, business data, and workflows through MCP, OAuth, and tool-based architectures.
Expanded into end-to-end AI system engineering — RAG, agent orchestration, context engineering, memory, evaluation, guardrails, observability, and production deployment.
Building and operating AI-powered products that combine Generative AI with strong software foundations — focusing on reliable, grounded, observable, and business-ready systems.
Senior Software Engineer · Product Lead — ShoutOUT Labs · MarketBuzz
Led engineering and product initiatives across architecture, execution, customer engagement, analytics, and AI-powered product development for MarketBuzz.
Building technology and creating handcrafted products both remind me that great products start with understanding people, paying attention to detail, and caring about the craft.
A Sri Lankan handcrafted design brand creating distinctive jewelry, flower preservation pieces, keepsakes, and art inspired by nature, personal stories, and meaningful moments.
Turning nature &
memories into
timeless art
Nature · Memory · Craft
For engineers, AI practitioners, product builders, founders, and teams building intelligent products and real-world systems.