Home

From Curiosity to Intelligence

Curiositydriven.
Researchbacked.
Download CVContact Me
Portrait of Thilanka
Projects

Featured Projects

Module 01

Real Estate Intelligence Platform

Designed and built a domain-specific AI system that transforms unstructured real estate web data into a searchable knowledge base using retrieval-augmented generation. The platform delivers grounded, source-backed answers through advanced retrieval and context engineering techniques.

Key Highlights

  • Multi-strategy retrieval with semantic, sliding, and parent-child chunking.
  • RAG, CAG, and CRAG-based adaptive retrieval pipeline.
  • Semantic caching for low-latency repeated queries.

Tech Stack

PythonLangChainQdrantPlaywrightOpenAI / OpenRouter
View DetailsRepository
Module 02

MLflow-Based End-to-End ML Pipeline for Customer Churn

Built a production-oriented ML system with full lifecycle visibility across data preparation, model training, and streaming inference. The pipeline emphasizes reproducibility, artifact lineage, and operational observability through MLflow-centric tracking.

Key Highlights

  • Stage-wise data lineage tracking from ingestion to scaled training datasets.
  • Structured model training and evaluation with automated MLflow logging.
  • Streaming inference with batch-level analytics for latency and risk trends.

Tech Stack

PythonPySparkMLflowXGBoostStreaming Inference
View DetailsRepository
Expertise

Expert Technologies

Web and Mobile

Frontend and client experience

  • HTML
  • CSS
  • JavaScript
  • React
  • Next.js
  • Tailwind CSS
  • Flutter

Backend and APIs

Service architecture and app backends

  • Node.js
  • Express.js
  • FastAPI
  • Flask
  • Spring Boot
  • Java
  • Playwright

Databases

Operational and vector data platforms

  • PostgreSQL
  • MySQL
  • Microsoft SQL Server
  • MongoDB
  • Firebase
  • Qdrant

Data Engineering

Distributed and batch/stream pipelines

  • Apache Kafka
  • Apache Airflow
  • Apache Hadoop
  • YARN
  • Apache Spark
  • PySpark
  • Power BI

AI and ML

Model workflows, orchestration, and observability

  • Python
  • LangChain
  • CrewAI
  • MLflow

Cloud and DevOps

Cloud delivery and engineering workflows

  • AWS
  • Docker
  • Git
Experience

Work Experience

Sep 2025 - Feb 2026

Software Engineer

Contract
Standard Deviant Analytics
  • Development of a scalable multi-module Spring Boot data platform
  • Ingested and processed data from 300+ external game providers
  • Built provider-specific ingestion modules reducing integration time to under 2 days
  • Maintained automated workflows with 98%+ reliability across millions of records

Oct 2024 - Apr 2025

Full Stack Engineer Intern

Internship
Nextzela Technologies
  • Built cross-platform applications with Flutter for responsive user interfaces
  • Launched Next.js web solutions with focus on performance and UX
  • Designed MySQL databases to support efficient querying
  • Ensured reliable application behavior across all platforms
Contact

Build With Clarity

EmailLinkedInGitHub

Work With Me

I design and ship production-grade AI systems with reliable data foundations, strong delivery discipline, and measurable business outcomes.

Best Fit Projects

  • Machine Learning Systems
  • LLM Applications and Agent Workflows
  • RAG Architectures
  • Data Engineering Platforms
  • Full-Stack Projects

Availability

Available for full-time opportunities and freelance engagements, with flexibility for remote collaboration across time zones.

Let's Talk...