Tishan Yasiru

AI/ML Forward Deployed Engineer — RealAIzation · Colombo, Sri Lanka

Tishan Yasiru is an AI/ML Forward Deployed Engineer who embeds with private equity firms and their portfolio companies to build and deploy production GenAI, agentic systems, MLOps and NLP. He builds efficient, scalable systems that streamline complex tasks and solve real data-science challenges.

Experience

Associate AI/ML Forward Deployed Engineer — RealAIzation (Dec 2025 – Present). Designing and deploying production-ready GenAI capabilities for a novel DevOps automation suite, working directly with private equity firms and their portfolio companies.

Selected Work

LearnLinkAI Internal System — AI-powered educational recommender using LLMs, NLP and Pinecone semantic search.
Emergency Call SER Incident Analyze — Speech emotion recognition for emergency calls.
Knowledge Graph NLP Pipeline — End-to-end knowledge graph construction with BERT NER and Neo4j.
Telco Churn Prediction — Telecom customer churn classification.
Wijesundara ERP Internal System — Rice mill enterprise resource planning.

Stack

Python, FastAPI, Rust, SvelteKit, Agno, PydanticAI, CrewAI, Google ADK, QLoRA, PEFT, PyTorch, Hugging Face, RAG, AWS Lambda, Fargate, Vercel, GCP Vertex.

Focus

AI Agents & Automation, MLOps & Model Monitoring, Natural Language Processing, Machine Learning, Deep Learning, Recommender Systems.

Contact

tishanyasiru@outlook.com · LinkedIn · GitHub