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methuliH/README.md

Methuli Heenkenda: AI & ML, agentic systems, full-stack

LinkedIn Email Open to internships

Second-year AI & Data Science undergrad at IIT (with Robert Gordon University, UK) in Colombo. I build agentic AI, ML pipelines and full-stack apps, usually for problems close to home: farmers, dementia carers, car buyers, and low-resource languages. Currently looking for a software or AI engineering internship.


[01] highlights

  • 🥇 Top 12 Finalist, WiE HackElite (University of Moratuwa) for GoviHitha
  • 🎯 Finalist, J'Extreme (University of Sri Jayewardenepura)
  • 🚀 Cursor Buildathon: Recall, a voice AI companion for dementia patients, drew interest from a venture capital firm
  • 💼 Freelance engineer shipping real client apps (QR-code attendance app for the Institute of Valuers of Sri Lanka, delivered as an Android APK)

[02] featured projects

Snap a photo of a sick crop and get a diagnosis, weather risk and local remedies with prices. Parallel Google ADK agents return full advice in under 30 seconds.

Python Google ADK Gemini Vision Next.js
Live demo →
Scraped 3,500+ listings and trained an XGBoost model to price used cars in Sri Lanka, with a SHAP explanation for every estimate.

XGBoost SHAP FastAPI MongoDB
Do small LLMs think in a shared concept space across languages? Tracing circuits in Gemma-2-2B, working towards Sinhala and Tamil.

Interpretability Gemma-2 Jupyter
A real-time voice companion with a lip-synced avatar that talks with dementia patients using their memory book and sends caregivers session summaries.

LiveKit Gemini Next.js TypeScript
Bayesian Knowledge Tracing engine that estimates student mastery and serves the next question at the right difficulty.

Go Gin pyBKT
MCP server that reads a FHIR patient record, finds ClinicalTrials.gov studies and explains eligibility criterion by criterion.

FastMCP FHIR Python

More: figma-fit (MCP server that keeps Figma data inside your token budget) · physarum-bloom-simulation (slime-mold agents that grow flowers) · little-dude (a tiny AI buddy that lives on your Windows desktop)

[03] toolbox

Python TypeScript Go Java R FastAPI Next.js React Native PostgreSQL MongoDB Docker Figma

AI/ML: Google ADK · Gemini · Claude API · MCP · LiveKit · XGBoost · SHAP · pandas · NumPy

[04] right now

  • 🔭 Exploring how language models represent Sinhala and Tamil
  • 🛠️ Freelance work: a web-based Ayurvedic plant reference for a client
  • 🎤 Vice President PR at IIT Toastmasters, Event Director at the Mozilla Campus Club

[05] off the keyboard

First violinist with the National Youth Orchestra of Sri Lanka, and I like making slime mold grow flowers in code.

Colombo, Sri Lanka · methuli.thinara@gmail.com

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