I'm a developer who specializes in AI/ML engineering and full-stack development, from Sri Lanka. I build end-to-end machine learning systems bridging research-level ML with production-grade tooling, from model development to deployable, observable systems. My differentiator is going beyond model accuracy to build the infrastructure that makes ML trustworthy: drift detection, automated root-cause analysis, and alerting. I bring peer-reviewed research credibility (accepted paper, IEEE ICCCNT 2025) alongside hands-on engineering experience across enterprise software, applied NLP/LLM systems, and MLOps/LLMOps. Employment and project experience AI/ML Intern — Enterprise Software (EMMA Project) Sampath IT Solutions Independent Researcher & ML Engineer — Portfolio Projects 2025 – Present Researcher IEEE ICCCNT 2025…I'm a developer who specializes in AI/ML engineering and full-stack development, from Sri Lanka. I build end-to-end machine learning systems bridging research-level ML with production-grade tooling, from model development to deployable, observable systems. My differentiator is going beyond model accuracy to build the infrastructure that makes ML trustworthy: drift detection, automated root-cause analysis, and alerting. I bring peer-reviewed research credibility (accepted paper, IEEE ICCCNT 2025) alongside hands-on engineering experience across enterprise software, applied NLP/LLM systems, and MLOps/LLMOps. Employment and project experience AI/ML Intern — Enterprise Software (EMMA Project) Sampath IT Solutions Independent Researcher & ML Engineer — Portfolio Projects 2025 – Present Researcher IEEE ICCCNT 2025WWWW…