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Products · Platforms · AI

The work.

Five years of building production software — and now a growing body of work in production AI systems. From SaaS platforms and customer-facing products to RAG, agents, MCP, and intelligent automation.

Featured

Shipped products.

Demos

See it in action.

ResearchMind AI

ResearchMind AI

An AI research platform that retrieves, reasons over, and reports on your own documents and the live web — with grounded citations and human approval at every consequential step.

  • Multi-surface research — Chat, Linear Research, and Deep Research — with human-in-the-loop approvals
  • Hybrid retrieval combining dense embeddings, sparse search, and reranking
  • Full observability via LangSmith tracing, Prometheus, and Grafana dashboards
PythonFastAPILangGraphNext.jsTypeScriptQdrant
View on GitHub →
Research Intelligence MCP

Research Intelligence MCP

A standalone MCP server for searching, discovering, and navigating academic research papers through Semantic Scholar and arXiv.

  • Unified, federated search across Semantic Scholar and arXiv
  • Citation graph exploration and related-paper discovery
  • Open-access PDF resolution, exposed as MCP tools for AI systems
PythonMCPFastMCP
View on GitHub →
ModelSnapper

ModelSnapper

ModelSnapper v1 — the AI fashion photography platform for Sri Lankan fashion brands I built from scratch as technical co-founder: upload clothing, pick an AI model, and get studio-quality photos in minutes.

  • AI virtual try-on renders across 32 Sri Lankan avatars spanning body types and skin tones
  • Credit-based pricing with monthly subscriptions
  • Full render history and an admin dashboard for user/subscription management
Next.jsTypeScriptMongoDBClerkStripe
View on GitHub →
MarketBuzz Compass

MarketBuzz Compass

An internal revenue intelligence platform for Clover app billing, merchant lifecycle, and growth planning, powered by Nova — an AI agent that automates financial analysis.

  • Nova: an OpenAI-powered agent for automated financial analysis
  • Automated merchant billing and lifecycle tracking
  • pnpm monorepo with Swagger-documented APIs
TypeScriptNext.jsFastifyPostgreSQLSupabase
View on GitHub →
BuildWise AI

BuildWise AI

A CrewAI-powered product consulting board that turns a vague product idea into a validated, build-ready blueprint.

  • Generates a structured 17-section blueprint — vision, architecture, roadmap, cost estimates
  • Human-in-the-loop discovery with clarification loops and lead review
  • Deterministic specialist agents for product, technical, security, and market analysis
PythonFastAPICrewAIReactTypeScriptPostgreSQL
View on GitHub →
Suvia

Suvia

A production AI customer assistant for Resin Gallery by Suu, combining conversational AI, multimodal retrieval, tool calling, and grounded product knowledge.

  • Multimodal product discovery across text and image inputs
  • Grounded responses using controlled product knowledge and retrieval
  • Tool calling with strict business and product boundaries
Generative AIRAGTool CallingCloud Run
View live →
Demo coming soon

BrandWeave AI

An AI-powered content operations workflow designed to turn product media and information into structured, reviewable marketing content.

  • Media understanding and product-fact extraction
  • AI-assisted content generation across multiple platforms
  • Validation and human approval before publishing
AI Automationn8nOpenAIGoogle WorkspaceHITL
Trajectory

Experience.

AUG 2020 — APR 2022

Software Engineer

ShoutOUT Labs · Sri Lanka

Started as an intern and progressed to Software Engineer, contributing across SaaS products in customer engagement, loyalty, and AI. Worked across frontend, backend, testing, production support, and cross-functional delivery.

APR 2022 — OCT 2022

Software Engineer · Dev Lead — Messaging Platform

ShoutOUT Labs · Sri Lanka

Took technical ownership of a legacy enterprise messaging platform serving approximately 1,500 customers and processing around 50,000 messages per day. Integrated telecom providers and maintained API, queue, and external service workflows.

OCT 2022 — SEP 2025

Senior Software Engineer — SaaS Platforms

ShoutOUT Labs · Sri Lanka

Built and evolved customer-engagement, CRM, messaging, analytics, and conversational systems supporting thousands of businesses. Worked across event-driven architecture, campaign automation, AI chatbot tooling, AWS infrastructure, and production services while mentoring engineers.

OCT 2025 — MAY 2026

Senior Software Engineer · Product Lead — MarketBuzz

ShoutOUT Labs · Sri Lanka

Led engineering and product delivery for MarketBuzz, translating business requirements into production software, AI capabilities, and intelligent automation. Architected Buzza, multi-agent workflows, conversational integrations, and AI-powered business analysis while leading a team of three engineers.

MAY 2026 — PRESENT

AI Engineering · Independent Work

Moving deeper into AI Engineering through hands-on systems and product development — exploring agentic research, RAG, MCP, multi-agent systems, conversational AI, AI automation, and production AI architecture.

ResearchMind AI · Research Intelligence MCP · BuildWise AI · Suvia · BrandWeave AI

Toolkit

Skills & technologies.

AI & Agentic Systems
LangGraphLangChainCrewAIRAGMCPAgentsMulti-Agent SystemsTool CallingMemoryEvaluation
Retrieval & Knowledge
QdrantHybrid SearchDense/Sparse RetrievalEmbeddingsRerankingGraph RAGPostgreSQLRedis/Valkey
Languages
PythonTypeScriptJavaScriptSQL
Backend & APIs
FastAPIPydanticNode.jsFastifyREST APIsWebhooksMicroservices
Frontend
ReactNext.jsVue.jsTailwindZustandReact Query
Data & Messaging
PostgreSQLMongoDBClickHouseKafkaBullMQRedisEvent-Driven Architecture
Conversational & Integration
WhatsAppSMSTwilioOAuth 2.0OpenAI APIsTTSMultimodal AI
Reliability & Observability
LangSmithPrometheusGrafanaGuardrailsAI EvaluationStructured LoggingFailure Handling
Cloud & DevOps
AWSDockerKubernetesCI/CDGitHub ActionsCloud Run
Product & Engineering
System DesignProduct StrategyTechnical LeadershipArchitectureMentorshipAgile Delivery
Want the deeper story?

Read the case study.

A full narrative of the MarketBuzz turnaround — diagnosis, alignment, architecture and crisis handling under pressure.